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THE GEMINI/NICI PLANET-FINDING CAMPAIGN: THE FREQUENCY OF PLANETS AROUND YOUNG MOVING GROUP STARS*

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Published 2013 October 24 © 2013. The American Astronomical Society. All rights reserved.
, , Citation Beth A. Biller et al 2013 ApJ 777 160 DOI 10.1088/0004-637X/777/2/160

0004-637X/777/2/160

ABSTRACT

We report results of a direct imaging survey for giant planets around 80 members of the β Pic, TW Hya, Tucana-Horologium, AB Dor, and Hercules-Lyra moving groups, observed as part of the Gemini/NICI Planet-Finding Campaign. For this sample, we obtained median contrasts of ΔH = 13.9 mag at 1'' in combined CH4 narrowband ADI+SDI mode and median contrasts of ΔH = 15.1 mag at 2'' in H-band ADI mode. We found numerous (>70) candidate companions in our survey images. Some of these candidates were rejected as common-proper motion companions using archival data; we reobserved with Near-Infrared Coronagraphic Imager (NICI) all other candidates that lay within 400 AU of the star and were not in dense stellar fields. The vast majority of candidate companions were confirmed as background objects from archival observations and/or dedicated NICI Campaign followup. Four co-moving companions of brown dwarf or stellar mass were discovered in this moving group sample: PZ Tel B (36 ± 6 MJup, 16.4 ± 1.0 AU), CD−35 2722B (31 ± 8 MJup, 67 ± 4 AU), HD 12894B (0.46 ± 0.08 M, 15.7 ± 1.0 AU), and BD+07 1919C (0.20 ± 0.03 M, 12.5 ± 1.4 AU). From a Bayesian analysis of the achieved H band ADI and ASDI contrasts, using power-law models of planet distributions and hot-start evolutionary models, we restrict the frequency of 1–20 MJup companions at semi-major axes from 10–150 AU to <18% at a 95.4% confidence level using DUSTY models and to <6% at a 95.4% using COND models. Our results strongly constrain the frequency of planets within semi-major axes of 50 AU as well. We restrict the frequency of 1–20 MJup companions at semi-major axes from 10–50 AU to <21% at a 95.4% confidence level using DUSTY models and to <7% at a 95.4% using COND models. This survey is the deepest search to date for giant planets around young moving group stars.

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1. INTRODUCTION

In the last decade, ∼10 planets and planet candidates with estimated masses <13 MJup have been imaged in orbit around young stars and brown dwarfs (e.g., Chauvin et al. 2005a; Marois et al. 2008, 2010; Kalas et al. 2008; Lafrenière et al. 2008; Lagrange et al. 2009, 2010; Todorov et al. 2010; Ireland et al. 2011; Luhman et al. 2011; Kraus & Ireland 2012; Rameau et al. 2013b; Quanz et al. 2013; Kuzuhara et al. 2013; Bowler et al. 2013). In total, ∼30 companions with estimated masses <25 MJup have been imaged. (See http://exoplanet.eu for a compilation of these objects.) These discoveries have provided a wealth of new information about young giant planets, as well as some surprises. Prior to these detections, models predicted that young gas giant planets at moving group ages (10–300 Myr) would likely have cool photospheres with prominent methane absorption features (Baraffe et al. 2003; Burrows et al. 2003), i.e., that these objects would be spectral analogs to T-type brown dwarfs. However, all known directly imaged planets at these ages (specifically 2MASS 1207b and the HR 8799 planets; Chauvin et al. 2005a; Marois et al. 2008, 2010) have lacked methane absorption and show extremely red colors, likely due to dust clouds and/or non-equilibrium chemistry in their atmospheres (Bowler et al. 2010; Skemer et al. 2011; Barman et al. 2011a, 2011b; Currie et al. 2011).

Additionally, all of these companions except for β Pic b (Lagrange et al. 2009, 2010), HR 8799e (Marois et al. 2010), and LkCa 15b (Kraus & Ireland 2012) lie at projected separations greater than 20 AU, considerably wider than giant planets in our own solar system. Such widely separated companions pose a challenge for the accepted model of core-accretion formation, which likely formed the closer-in (<10 AU) population of planets detected to date via radial velocity studies (e.g., Mordasini et al. 2009; Janson et al. 2012; Dodson-Robinson et al. 2009). However, given that only ∼10 such companions have been imaged to date, it is perhaps premature to make statements based on such a small sample. Thus, it is a priority to discover additional companions as well as to constrain on the distributions of their semi-major axes, eccentricities, masses, etc.

In the last decade, a number of deep, adaptive-optics-aided surveys with sample sizes >20 stars have been completed at 8-m telescopes to search for additional planetary companions. Many of these have been conducted in the 1.6 μm H-band or 2.2 μm K-band (Masciadri et al. 2005; Biller et al. 2007; Lafrenière et al. 2007a; Apai et al. 2008; Chauvin et al. 2010), while others have focused further into the infrared (3.5–5 μm) in the L, L', or M bands (Kasper et al. 2007; Heinze et al. 2010a, 2010b; Rameau et al. 2013a). A number of very large scale surveys (>100 stars) are ongoing or recently completed, including the Near-Infrared Coronagraphic Imager (NICI) Campaign at Gemini-South (Liu et al. 2010; this publication; Wahhaj et al. 2013a, 2013b; Nielsen et al. 2013), the NACO large program using NACO at the Very Large Telescope (VLT; Buenzli et al. 2010), Strategic Exploration of Exoplanets and Disks with Subaru (SEEDS) using HiCIAO at Subaru (Thalmann et al. 2009; Carson et al. 2013), and the International Deep Planet Survey (IDPS) using primarily Gemini and Keck (Vigan et al. 2012).

The host stars of currently known directly imaged planets fall into three categories: (1) members of young (≲10 Myr) star-forming clusters or OB associations (e.g., Taurus and Upper Sco; Lafrenière et al. 2008; Todorov et al. 2010; Kraus & Ireland 2012), (2) members of nearby young moving groups (ages of 10–300 Myr, e.g., Lagrange et al. 2010; Chauvin et al. 2005a; Marois et al. 2008), and (3) unassociated nearby young stars (e.g., Kalas et al. 2008). Of these three categories of targets, moving group objects are particularly compelling targets for direct imaging searches. The extremely young ages of star-forming clusters translates into considerably brighter planets, but at distances ⩾140 pc the inner working angles of current instruments generally only allow detection of companions at projected separations ≳50 AU. Unassociated nearby young stars often do not have well constrained ages, a limitation for estimating the mass of any companion detected and for deriving statistics for the survey sensitivities. Moving group stars provide a unique nearby young sample with well-constrained ages and distances.

We have observed 80 young moving group stars as a part of a dedicated science campaign using the NICI at the 8.1 m Gemini South Telescope (Chun et al. 2008). NICI is a dedicated adaptive optics (AO) instrument tailored expressly for direct imaging of exoplanet companions, combining several techniques to attenuate starlight and suppress speckles for direct detection of faint companions to bright stars: (1) Lyot coronagraphy, (2) dual-channel imaging for spectral differential imaging (SDI; Racine et al. 1999; Marois et al. 2005; Biller et al. 2007), and (3) operation in a fixed Cassegrain rotator mode for angular differential imaging (ADI; Liu 2004; Marois et al. 2006; Lafrenière et al. 2007b; Biller et al. 2008). While each of these techniques has been used individually in large planet-finding surveys (e.g., Biller et al. 2007; Lafrenière et al. 2007a), the NICI Campaign is the first time all three have been employed simultaneously in a large survey.

From 2008 December to 2012 September, the NICI Planet-Finding Campaign (Liu et al. 2010) obtained deep, high-contrast AO imaging of a carefully selected sample of over 200 young, nearby stars. Over the course of the Campaign, we discovered four new brown dwarf companions to young stars: PZ Tel B (Biller et al. 2010), CD−35 2722B (Wahhaj et al. 2011), HD 1160C (Nielsen et al. 2012), and HIP 79797Bab (Nielsen et al. 2013). Here we report results from the subsample of 80 young stars that are members of the β Pic, TW Hya, AB Dor, Tucana-Horologium, and Hercules-Lyra moving groups.

2. MOVING GROUP SAMPLE

Moving groups are associations of young stars (10–300 Myr) that are unconnected to regions of ongoing star-formation. These associations were not discovered until the late 1990s, as moving group members are often dispersed across a wide part of the sky (e.g., Zuckerman & Song 2004; Torres et al. 2008). Moving group members are identified by a combination of youth indicators (Li absorption, high X-ray luminosity, etc.) and space motion coincident with other cluster members. We have focused our survey on five young moving groups with members generally within ∼60 pc of the Earth.

2.1. TW Hya Association

The star TW Hya was the first pre-main sequence (henceforth PMS) star identified outside of a star-forming region, initially identified by Rucinski & Krautter (1983) as an isolated T Tauri star. de la Reza et al. (1989) and Gregorio-Hetem et al. (1992) identified four additional T Tauri stars within 10 deg of TW Hya. Kastner et al. (1997) were the first to label these stars as the TW Hya association, based on their strong lithium absorption features, X-ray fluxes, and similar Hipparcos parallaxes. Since then, >20 TW Hya members have been identified (see Webb et al. 1999; Sterzik et al. 1999; Jayawardhana et al. 1999; Zuckerman et al. 2001c, 2004; Gizis 2002; Song et al. 2002, 2003; Kastner et al. 2008; Scholz et al. 2005; Mamajek 2005; Looper et al. 2007; Torres et al. 2008; Fernández et al. 2008; da Silva et al. 2009; Looper et al. 2010a, 2010b; Rodriguez et al. 2011; Shkolnik et al. 2011). Based on lithium absorption and X-ray flux strength, the association is assigned an age of ≈10 Myr (Kastner et al. 1997; Webb et al. 1999). The mean distance of the TW Hya association is 48 ± 13 pc (Torres et al. 2008; Weinberger et al. 2013).

2.2. β Pic Moving Group

The circumstellar disk around the nearby A star β Pic was first imaged by Smith & Terrile (1984), leading to the identification of β Pic as a young star with planet formation having occurred in the recent past. Barrado y Navascués et al. (1999) found two additional M type stars (GJ 799 and GJ 803) with matching Galactic space motions to β Pic. Zuckerman et al. (2001a) cemented the existence of the β Pic moving group with the confirmation of 18 additional members on the basis of their Galactic space motions. Over 60 members of the β Pic moving group have been identified to date (Song et al. 2003; Zuckerman & Song 2004; Torres et al. 2006, 2008; Fernández et al. 2008; da Silva et al. 2009; Lépine & Simon 2009; Rice et al. 2010; Schlieder et al. 2010; Kiss et al. 2011; Schlieder et al. 2012; Shkolnik et al. 2012). From the color–magnitude diagram placement of these stars as well as their lithium absorption ages, an age of ≈12 Myr is estimated for this moving group (Zuckerman & Song 2004), with a mean distance of 31 ± 21 pc (Torres et al. 2008).

2.3. Tucana-Horologium Association

Young stars are often far-IR excess sources. Based on this fact, Zuckerman & Webb (2000) searched the Hipparcos catalog for stars with similar space motions and within a 6 degree radius of 24 stars detected at 60 μm with IRAS. From this search, they identified ∼10 stars with distances of ∼45 pc and ages of ∼30 yr, which they named the Tucana association. Torres et al. (2000) found a group of ∼10 stars through X-ray emission and ground-based spectroscopy that showed youth indicators and are associated with the previously identified isolated T Tauri star EP Eri, which they titled the Horologium association. As the stars in these two associations share the same space motions, ages, distances, and volume density, they are now considered to be part of the same association (Zuckerman et al. 2001b). Over 60 stars have been identified to date in the Tucana-Horologium association (Song et al. 2003; Zuckerman & Song 2004; Torres et al. 2008; Fernández et al. 2008; da Silva et al. 2009; Kiss et al. 2011; Zuckerman et al. 2011), with a mean distance of 48 ± 7 pc (Torres et al. 2008).

2.4. AB Dor Moving Group

The star AB Dor is notable as an ultrafast rotator which is also extremely X-ray active, at a distance of only 15 pc and an age of ∼100 Myr (Luhman et al. 2005). AB Dor itself, in fact, is a quadruple system with a close M-dwarf companion and a wider separation M-dwarf binary (Guirado et al. 1997; Close et al. 2005; Nielsen et al. 2005; Close et al. 2007). Zuckerman et al. (2004) identified ∼30 nearby star systems with similar space motions to AB Dor as well characteristics of youth, which they designated the AB Dor moving group. Over 50 stars have been identified to date in the AB Dor moving group (Zuckerman & Song 2004; Torres et al. 2008; Fernández et al. 2008; da Silva et al. 2009; Schlieder et al. 2010, 2012; Zuckerman et al. 2011; Shkolnik et al. 2012), with a mean distance of 34 ± 26 pc (Torres et al. 2008).

2.5. Hercules-Lyra Association

Gaidos (1998) first identified four young solar analogs with similar space motions toward Hercules. Fuhrmann (2004) identified a further 15 late-type stars with similar space motions and gave the whole complex the name Hercules-Lyra. The existence of the Hercules-Lyra association was initially disputed, as the candidate members possessed a wide age spread inconsistent with a single moving group, with some of the initially identified stars possessing ages (derived from lithium absorption and chromospheric activity) much younger or older than the average association age of ∼200 Myr. López-Santiago et al. (2006) confirmed the existence of the Hercules-Lyra association and winnowed down the 27 initial candidate members to 10 confirmed members with an average distance of 20 ± 10 pc and age of ∼200 Myr.

3. OBSERVATIONS

We observed 80 stars in nearby young moving groups as part of the NICI Campaign—14 stars from the TW Hya association, 30 stars from the β Pic moving group, 12 stars from the Tucana-Horologium association, 19 stars from the AB Dor moving group, 4 stars from the Hercules-Lyra association, and 1 star (BD+1 2447) which is either a Hercules-Lyra or AB Dor moving group member. The survey sample was selected from a larger sample of moving group stars compiled from the literature. Observations were prioritized according to the probability of detecting a planet around a given survey star (Liu et al. 2010), as predicted by Monte Carlo simulations similar to those described in Section 5.1.

The survey sample is listed in Table 1 and is plotted as a function of age, distance, and spectral type in Figure 1. Histograms of the spectral type and distance distributions are presented in Figure 2. The majority (85%) of sample stars have ages less than 100 Myr and distances less than 60 pc. The median distance is 39.8 pc. We observed 1 B star, 7 A stars, 11 F stars, 5 G stars, 23 K stars, and 33 M stars. Thus, our moving group sample is primarily composed of lower mass stars. Observations of our survey sample are listed in Table 2. We only report observations which contain at least 10 individual images in the ADI or ASDI sequences, in order to achieve the field rotation needed by our ADI processing pipeline to obtain reliable detections (see Section 3.2 for details).

Figure 1.

Figure 1. NICI Campaign moving group sample plotted as a function of distance and age. Plot symbols give object spectral type and each moving group is labeled at the appropriate age. The majority (85%) of stars in our sample have ages less than 100 Myr and distances less than 60 pc. We observed 14 stars from the TW Hya association, 30 stars from the β Pic moving group, 12 stars from the Tucana-Horologium association, 19 stars from the AB Dor moving group, 4 stars from the Hercules-Lyra association, and 1 star (BD+1 2447) which is either a Hercules-Lyra or AB Dor moving group member.

Standard image High-resolution image
Figure 2.

Figure 2. Histograms of the spectral types and distances of our 80 MG sample objects. Column width is 1 spectral type and 10 pc respectively. The median distance for this sample is 39.8 pc. We observed 1 B star, 7 A stars, 11 F stars, 5 G stars, 23 K stars, and 33 M stars. About 70% of our sample have spectral types of K or later; thus, our sample is comprised largely of lower mass stars.

Standard image High-resolution image

Table 1. Properties of MG Survey Stars

Target R.A. Decl. Distance (pc)a SpT V H Ks Comments
TW Hya, 10 Myr
TWA 6 10:18:28.8 −31:50:02 (77)b M0 12.00 8.18 8.04  
TWA 7 10:42:30.1 −33:40:16 (28)c M2 11.06 7.12 6.90  
TW Hya 11:01:52.0 −34:42:17 53.7 K6 11.34 7.56 7.30  
TWA 14 11:13:26.5 −45:23:43.0 95.9d M0b ... 8.73 8.49  
TWA 13A 11:21:17.2 −34:46:46 55.6d M1 11.46e 7.73 7.49  
TWA 13B 11:21:17.4 −34:46:50 59.7d M1 11.96e 7.68 7.46  
TWA 8A 11:32:41.2 −26:51:56 47.0f M3 12.23e 7.66 7.43  
TWA 9B 11:48:23.7 −37:28:48 46.8 M1 14.00e 9.38 9.15 Maybe not a memberd
TWA 9A 11:48:24.2 −37:28:49 46.8 K5 11.32 8.03 7.85 Maybe not a memberd
TWA 25 12:15:30.8 −39:48:42.0 (51)c M1 11.62 7.50 7.31  
TWA 20 12:31:38.1 −45:58:59 77.5d M3c 13.00g 8.69 8.41  
TWA 10 12:35:04.2 −41:36:39 (52)c M2 12.96e 8.48 8.19  
HR 4796 B 12:36:00.56 −39:52:16 72.8 M2.5h 13.3h 8.53 8.35  
HR 4796 A 12:36:01.2 −39:52:10 72.8 A0h 5.78 5.79 5.77  
Beta Pic, 12 Myr
HR 9 00:06:50.1 −23:06:27 39.4 F3 6.22 5.33 5.24  
HIP 10679 02:17:24.7 +28:44:31 27.3 G2b 7.83 6.36 6.26  
HD 15115 02:26:16.2 +06:17:33 45.2 F4i 6.83 5.86 5.82  
51 Eri 04:37:36.1 −02:28:25 29.4 M1b 5.24 4.77 4.54  
GJ 182 04:59:34.8 +01:47:00.7 25.9 M0 10.26 6.45 6.26  
HIP 23309 05:00:47.1 −57:15:25.5 26.8 M0 10.25 6.43 6.24  
BD−21 1074A 05:06:49.9 −21:35:09 (18)c M1c 10.60 6.39 6.12  
HIP 25486 05:27:04.8 −11:54:04 27.0 F7b 6.36 5.09 4.93  
β Pic 05:47:17.1 −51:03:59 19.4 A3b 3.87 3.54 3.53  
AO Men 06:18:28.2 −72:02:41.4 38.6 K4 10.11 6.98 6.81  
HD 139084 B 15:38:56.9 −57:42:18 38.5 M5 14.80e 9.45 9.19  
V343 Nor 15:38:57.6 −57:42:27 38.5 K0 8.25 5.99 5.85  
HD 155555 C 17:17:31.3 −66:57:05 31.4 M3b 12.82e 7.92 7.63  
CD−54 7336 17:29:55.1 −54:15:49 (66)c K1 9.62 7.46 7.36  
HD 164249B 18:03:04.1 −51:38:56 48.0 M2 12.50e 8.52 8.27  
HD 172555 A 18:45:26.9 −64:52:16.5 28.5 A7j 4.79 4.25 4.30  
TYC 9073-0762-1 18:46:52.6 −62:10:36 (54)e M1 12.31 8.05 7.85  
CD−31 16041 18:50:44.5 −31:47:47 (51)c K8 11.41 7.67 7.46  
PZ Tel 18:53:05.9 −50:10:50 51.5 G9 8.50 6.49 6.37  
HR 7329 19:22:51.2 −54:25:24 48.2 A0b 5.02 5.15 5.01  
HIP 95270 19:22:58.9 −54:32:15 51.8 F6 7.09 5.98 5.91  
TYC 7443-1102-1B 19:56:02.94 −32:07:18.7 (57.7)k M4l 13.3m 8.34 8.11  
TYC 7443-1102-1A 19:56:04.37 −32:07:37.7 (57.7)k M0k 11.93 8.03 7.85  
HD 191089 20:09:05.2 −26:13:27 52.2 F5n 7.23 6.09 6.08  
GJ 799A 20:41:51.2 −32:26:06.6 10.7 M4 11.49 5.20 4.94  
GJ 803 20:45:09.5 −31:20:27.1 9.9 M1 8.93 4.83 4.53  
CP-72 2713 22:42:49.0 −71:42:21 (36)c K7 10.69 7.12 6.89  
HIP 112312A 22:44:57.8 −33:15:01.0 23.3 M4 12.10o 7.15 6.93  
TX PsA 22:45:00.0 −33:15:26 (20)c M5 13.36e 8.06 7.79  
BD−13 6424 23:32:30.9 −12:15:52 (28)c M0 10.90 6.77 6.57  
Tuc/Hor, 30 Myr
HIP 1481 00:18:26.1 −63:28:39.0 41.5 F8 7.52 6.25 6.15  
HIP 2729 00:34:51.2 −61:54:58 43.9 K4 9.66 6.72 6.53  
HD 12894 02:04:35.0 −54:52:54 47.8 F4 6.49 5.49 5.45  
HIP 12394 02:39:35.2 −68:16:01 46.6 B9b 4.09 4.43 4.25  
CD−53 544 02:41:46.8 −52:59:52 (42)c K6 10.45 6.93 6.76  
AF Hor 02:41:47.3 −52:59:31 (42)c M2 12.21e 7.85 7.64  
CD−58 553 02:42:33.0 −57:39:37 (50)c K5 11.00 7.97 7.78  
HIP 24947 05:20:38.0 −39:45:18 48.3 F6 7.44 6.22 6.14  
AB Pic 06:19:12.9 −58:03:15 46.1 K1 7.58 7.09 6.98  
HIP 104308 21:07:51.2 −54:12:59 70.9 A5j 6.72 6.12 6.07  
HIP 107345 21:44:30.1 −60:58:38 43.6 M0 11.69 8.09 7.87  
HIP 118121 23:57:35.0 −64:17:53 47.4 A1j 5.00 4.95 4.82  
AB Dor, 100 Myr
HIP 5191 01:06:26.1 −14:17:46 47.3 K1 9.54 7.43 7.34  
HD 19668 03:09:42.29 −09:34:46.59 37.4 G0p 8.58 6.79 6.70  
AB Dor, 100 Myr
HIP 17695 03:47:23.3451 −01:58:19.927 16.1 M3q 11.53o 7.17 6.93  
HD 25457 04:02:36.7449 −00:16:08.123 18.8 F6c 5.44 4.34 4.18  
LP 776-25 04:52:24.4 −16:49:22 (16)c M3c 11.76 7.15 6.89  
GJ 2036B 04:53:30.5 −55:51:32 11.1 M3 13.92r 7.24 6.89  
GJ 2036A 04:53:31.2 −55:51:37 11.1 M3 11.15 6.62 6.34  
HIP 25283 05:24:30.1 −38:58:10 18.0 K6 9.29 6.11 5.92  
HIP 26369 05:36:55.1 −47:57:48 25.6 K6 9.87o 6.83 6.61  
UY Pic 05:36:56.8 −47:57:52.9 25.1 K0 8.01 5.93 5.81  
BD−13 1328 06:02:21.9 −13:55:33 (39)c K4c 10.71 7.89 7.77  
CD−35 2722 06:09:19.2 −35:49:31 (24)c M1 11.16 7.28 7.05  
HD 45270 06:22:30.9 −60:13:07.1 23.8 G1 6.59 5.16 5.05  
GSC 8894-0426 06:25:56.1 −60:03:27 (22)q M3q 11.7s 7.47 7.21  
BD+07 1919 A 08:07:09.09 +07:23:00.13 35.1 K8t 10.02 7.32 7.26  
HD 92945 10:43:28.3 −29:03:51.4 21.4 K1 7.81 5.77 5.66  
HIP 81084 16:33:41.6081 −09:33:11.954 30.7 M0q 11.40 7.78 7.55  
HIP 82688 16:54:08.2 −04:20:24 46.7 G0q 7.89 6.48 6.36  
HD 159911 17:37:46.5 −13:14:47 (45)c K4c 10.22 7.02 6.84  
Her/Lyr, 200 Myr
HD 70573 08:22:49.95 +01:51:33.55 (45.7)p G1n 8.74 7.28 7.19  
DX Leo 09:32:43.7 +26:59:18.7 17.8 K0t 7.14 5.24 5.12  
GJ 560 A 14:42:30.42 −64:58:30.50 16.6 A7u 3.19 2.47 2.42  
HD 139664 15:41:11.38 −44:39:40.34 17.4 F5t 4.68 3.73 3.80  
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 10:28:55.5 +00:50:28 7.1 M2j 9.65v 5.61 5.31 likely AB Dor, Malo+2012

Notes. aUnless otherwise specified, distances are drawn from the Hipparcos survey, spectral types are drawn from Torres et al. (2006), V magnitudes are drawn from the Tycho survey (Høg et al. 2000), and H and Ks magnitudes are drawn from the 2MASS survey. Distances presented in parenthesis are kinematic and calculated by the divergence method. bZuckerman & Song (2004). cTorres et al. (2008). dWeinberger et al. (2013). eTorres et al. (2006). fMalo et al. (2013), from Riedel et al. (in preparation). gMessina et al. (2010). hBarrado Y Navascués (2006). iMoór et al. (2006). jMalo et al. (2013). kLépine & Simon (2009). lRiaz et al. (2006). mKiss et al. (2011). nWhite et al. (2007). oKoen et al. (2010). pLópez-Santiago et al. (2006). qZuckerman et al. (2004). rHøg et al. (2000), Torres et al. (2006). sZuckerman & Song (2004). tMontes et al. (2001). uGray et al. (2006). vLandolt (2009).

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Table 2. NICI Campaign Observations of Moving Group Targets

Target Date Obs Mode Images Exp. Time Rotation
  (UT)     (s) (deg)
TW Hya, 10 Myr
TWA 6 2009 Jan 17 ADI 45 2718 153.0
TWA 7 2009 Feb 11 ASDI 45 2701 119.3
TWA 7 2009 Feb 11 ADI 20 1208 14.2
TWA 7 2010 Feb 28 ADI 20 1208 12.0
TW Hya 2009 Jan 18 ADI 20 1208 7.0
TW Hya 2009 Jan 18 ASDI 55 3302 100.7
TW Hya 2009 Feb 12 ADI 20 1208 7.1
TW Hya 2009 Feb 12 ASDI 45 2701 68.7
TWA 14 2009 Jan 14 ADI 45 2701 12.7
TWA 14 2010 Jan 10 ADI 90 2701 48.2
TWA 14 2012 Mar 19 ADI 45 2701 39.1
TWA 13A 2009 Mar 10 ADI 20 1208 3.4
TWA 13A 2009 Mar 10 ASDI 45 2701 13.1
TWA 13B 2009 Mar 11 ASDI 45 2701 26.7
TWA 8A 2009 Feb 8 ADI 20 1208 3.8
TWA 8A 2009 Feb 8 ASDI 52 3122 121.1
TWA 8A 2010 Apr 8 ADI 20 1208 1.0
TWA 8A 2010 Apr 8 ASDI 45 2701 17.2
TWA 8A 2011 Apr 3 ASDI 45 2701 116.7
TWA 9B 2009 Mar 13 ADI 45 2701 16.8
TWA 9A 2009 Mar 9 ADI 45 2701 28.7
TWA 9A 2010 Dec 26 ADI 20 1208 5.0
TWA 25 2009 Mar 7 ADI 20 1200 4.3
TWA 25 2009 Mar 7 ASDI 45 2701 14.8
TWA 25 2011 Apr 25 ADI 20 1200 6.2
TWA 20 2009 Feb 6 ADI 45 2718 21.0
TWA 20 2011 May 11 ADI 45 2718 16.2
TWA 20 2011 May 16 ASDI 45 2718 27.5
TWA 10 2009 Jan 15 ADI 43 2581 39.1
TWA 10 2012 Apr 7 ADI 20 1200 4.9
HR 4796 B 2009 Feb 12 ADI 45 2718 34.8
HR 4796 A 2009 Jan 14 ASDI 45 2821 25.2
HR 4796 A 2009 Jan 14 ADI 20 1208 21.8
HR 4796 A 2012 Apr 6 ADI 64 3793 82.4
Beta Pic, 12 Myr
HR 9 2009 Dec 5 ADI 20 1208 2.8
HR 9 2009 Dec 5 ASDI 45 2736 22.8
HIP 10679 2011 Oct 16 ASDI 45 2701 13.3
HD 15115 2009 Dec 4 ADI 20 1208 6.2
HD 15115 2009 Dec 4 ASDI 45 2718 17.4
HD 15115 2011 Nov 7 ADI 20 1185 8.6
HD 15115 2011 Nov 22 ADI 40 2371 13.7
51 Eri 2008 Nov 20 ASDI 60 3830 39.3
GJ 182 2009 Feb 8 ADI 20 1208 6.9
GJ 182 2009 Feb 8 ASDI 35 2686 18.9
HIP 23309 2009 Feb 7 ASDI 40 3009 26.3
HIP 23309 2009 Feb 7 ADI 20 1208 7.8
BD−21 1074A 2008 Dec 16 ASDI 45 2701 48.0
HIP 25486 2009 Jan 14 ASDI 45 2479 34.6
HIP 25486 2009 Jan 14 ADI 20 1208 12.5
Beta Pic 2008 Nov 22 ASDI 90 5472 68.6
Beta Pic 2009 Dec 3 ASDI 131 7964 66.8
Beta Pic 2009 Dec 4 ADI 146 8654 72.7
AO Men 2009 Feb 8 ADI 20 1208 7.0
AO Men 2009 Feb 8 ASDI 43 2581 16.2
AO Men 2010 Jan 10 ADI 20 1208 6.9
HD 139084 B 2009 Feb 11 ADI 19 1141 7.0
V343 Nor 2009 Mar 7 ASDI 45 2718 16.4
HD 155555 C 2009 Apr 8 ADI 20 1208 6.7
HD 155555 C 2009 Apr 8 ASDI 45 2701 16.7
HD 155555 C 2010 Apr 10 ADI 20 1208 5.7
CD−54 7336 2009 Apr 9 ASDI 45 2701 17.2
CD−54 7336 2009 Apr 9 ADI 20 1147 6.8
Beta Pic, 12 Myr
HD 164249B 2009 Apr 10 ASDI 36 2161 23.3
HD 164249B 2009 Apr 10 ADI 20 1200 10.8
HD 164249B 2010 Apr 9 ADI 20 1200 12.2
HD 172555 A 2009 Apr 9 ADI 20 1208 6.8
HD 172555 A 2009 Apr 9 ASDI 47 2786 22.0
TYC 9073-0762-1 2009 Apr 9 ADI 45 2701 20.9
TYC 9073-0762-1 2010 May 9 ADI 45 2701 14.2
CD−31 16041 2009 Apr 8 ADI 45 2701 14.0
PZ Tel 2009 Apr 11 ASDI 45 2701 16.7
PZ Tel 2009 Apr 11 ADI 20 1208 5.8
PZ Tel 2010 May 9 ASDI 45 2701 23.2
HR 7329 2009 Apr 11 ADI 20 1208 8.1
HR 7329 2009 Apr 11 ASDI 45 2565 22.4
HIP 95270 2009 Apr 13 ADI 20 1208 7.9
HIP 95270 2009 Apr 13 ASDI 40 2416 25.8
TYC 7443-1102-1A 2010 May 9 ADI 45 2701 9.8
TYC 7443-1102-1B 2010 May 10 ADI 45 2701 14.4
HD 191089 2010 May 11 ASDI 45 2718 24.1
HD 191089 2010 May 11 ADI 20 1208 73.1
GJ 799A 2011 May 16 ASDI 33 2006 23.2
GJ 803 2010 May 9 ASDI 59 3609 65.6
GJ 803 2010 Aug 28 ADI 53 3021 36.9
CP−72 2713 2011 Sep 13 ADI 40 2416 14.9
HIP 112312A 2010 Nov 22 ASDI 45 2701 8.8
HIP 112312A 2010 Nov 22 ADI 20 1208 2.7
TX PsA 2010 Aug 27 ADI 47 2821 30.0
TX PsA 2011 Sep 14 ADI 45 2701 76.4
BD−13 6424 2010 Jul 27 ADI 20 1208 15.3
BD−13 6424 2010 Jul 27 ASDI 44 2641 29.6
Tuc/Hor, 30 Myr
HIP 1481 2010 Nov 25 ASDI 45 2642 20.8
HIP 1481 2010 Dec 26 ADI 25 1510 14.7
HIP 2729 2011 Nov 22 ADI 40 2416 20.1
HD 12894 2011 Nov 3 ADI 40 2371 24.5
HIP 12394 2008 Dec 15 ASDI 42 2633 21.3
HIP 12394 2008 Dec 15 ADI 20 1200 7.9
CD−53 544 2011 Sep 15 ADI 20 1208 13.1
AF Hor 2011 Nov 22 ADI 32 1921 21.2
CD−58 553 2009 Jan 17 ADI 45 2718 18.7
HIP 24947 2008 Nov 22 ASDI 90 5335 32.2
AB Pic 2009 Mar 7 ADI 20 1208 8.9
AB Pic 2009 Mar 7 ASDI 45 2701 23.0
HIP 104308 2011 Oct 30 ADI 40 2416 17.6
HIP 107345 2011 Nov 3 ADI 33 1981 14.9
HIP 118121 2010 Aug 29 ADI 20 1208 8.5
AB Dor, 100 Myr
HIP 5191 2011 Nov 4 ADI 43 2598 44.0
HD 19668 2010 Aug 29 ADI 20 1208 9.1
HD 19668 2010 Aug 29 ASDI 45 2701 30.6
HIP 17695 2009 Jan 18 ASDI 45 2701 24.0
HIP 17695 2009 Jan 18 ADI 20 1208 8.4
HD 25457 2009 Jan 13 ASDI 45 2633 23.9
HD 25457 2009 Jan 13 ADI 20 1208 8.5
LP 776-25 2008 Nov 17 ADI 45 2687 51.3
LP 776-25 2008 Nov 17 ASDI 45 2687 28.3
GJ 2036B 2009 Jan 16 ASDI 45 2701 16.9
GJ 2036A 2008 Dec 16 ASDI 43 2581 26.3
GJ 2036A 2008 Dec 16 ADI 20 1200 11.9
HIP 25283 2009 Oct 30 ADI 20 1208 10.0
HIP 25283 2009 Oct 30 ASDI 45 2719 53.7
HIP 25283 2010 Dec 26 ADI 20 1208 5.3
HIP 25283 2011 Oct 21 ADI 20 1208 5.8
HIP 26369 2008 Nov 21 ASDI 47 2839 20.6
AB Dor, 100 Myr
UY Pic 2009 Mar 13 ASDI 45 2719 24.3
UY Pic 2009 Mar 13 ADI 20 1208 7.4
UY Pic 2009 Dec 4 ADI 20 1208 10.8
UY Pic 2009 Dec 4 ASDI 45 2719 34.4
UY Pic 2010 Apr 9 ASDI 50 3021 15.1
BD−13 1328 2009 Jan 15 ADI 32 1933 29.2
BD−13 1328 2010 Jan 5 ADI 45 2718 2.8
CD−35 2722 2009 Jan 16 ASDI 45 2701 56.2
CD−35 2722 2009 Jan 16 ADI 20 1208 46.5
CD−35 2722 2010 Jan 10 ASDI 45 2701 49.2
HD 45270 2009 Feb 12 ASDI 45 2650 22.8
HD 45270 2009 Feb 12 ADI 20 1208 9.8
GSC 8894-0426 2008 Dec 17 ADI 50 3002 18.7
GSC 8894-0426 2010 Feb 28 ADI 50 3002 20.5
BD+07 1919 A 2009 Mar 12 ASDI 45 2701 18.4
BD+07 1919 A 2009 Mar 12 ADI 20 1208 7.7
BD+07 1919 A 2010 Feb 28 ADI 23 1389 11.0
HD 92945 2009 Jan 15 ASDI 45 2770 51.3
HD 92945 2009 Jan 15 ADI 20 1208 30.2
HD 92945 2010 Apr 8 ADI 45 2718 153.1
HD 92945 2010 Apr 10 ASDI 45 2770 155.6
HD 92945 2011 Apr 2 ADI 48 2900 9.9
HD 92945 2011 May 15 ADI 20 1208 1.1
HIP 81084 2009 Apr 10 ASDI 45 2701 14.8
HIP 81084 2009 Apr 10 ADI 27 1631 4.8
HIP 82688 2010 Apr 9 ADI 20 1208 9.1
HIP 82688 2010 Apr 9 ASDI 45 2701 25.2
HIP 82688 2011 Mar 21 ADI 26 1570 10.9
HD 159911 2010 Apr 10 ASDI 45 2701 32.7
Her/Lyr, 200 Myr
HD 70573 2009 Feb 7 ASDI 37 2225 20.1
HD 70573 2009 Feb 7 ADI 20 1208 9.3
DX Leo 2009 Mar 13 ASDI 45 2736 13.7
DX Leo 2009 Mar 13 ADI 20 1208 5.5
GJ 560 A 2009 Mar 11 ASDI 43 2451 19.1
HD 139664 2009 Feb 6 ASDI 37 2320 15.1
HD 139664 2010 May 9 ASDI 45 2821 22.7
HD 139664 2010 May 9 ADI 20 1208 14.3
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 2009 Feb 7 ADI 20 1208 7.6
BD+1 2447 2009 Feb 7 ASDI 45 2359 18.9

Download table as:  ASCIITypeset images: 1 2 3

3.1. The Near-Infrared Coronagraphic Imager at Gemini South

NICI was specifically designed to provide the high contrasts necessary to directly image young extrasolar giant planet. NICI's 85-element curvature AO system provides AO correction of ∼30%–45% Strehl in H band (Chun et al. 2008). The AO beam is then reflected into the science camera, where it passes through a partially transparent focal plane mask. The focal plane mask is a flat-topped Gaussian, which suppresses >99.5% of the incoming starlight (ΔCH4S = 6.39 ± 0.03 mag, ΔH = 5.94 ± 0.05 mag; Wahhaj et al. 2011), thus reducing scattered light from the central star and increasing the attained contrast. A variety of these semi-transparent masks are available for use with NICI; we utilized the 0farcs32 radius mask for NICI Campaign observations, thus providing an effective inner working angle of 0farcs32 for faint companions, although tight stellar companions can still be detected in the innermost regions. The partially transparent mask also allows us to attain very precise photometry and astrometry, as we can simultaneously obtain unsaturated images of both the primary and faint companions. The beam then passes through a hard-edged pupil stop, which reduces diffracted light from point spread function (PSF) artifacts associated with the Gemini-South secondary mirror. For observations in dual-channel mode, the beam is split using a dichroic and passes into two separate science cameras. For the majority of the Campaign, a 50/50 beamsplitter was utilized, resulting in the loss of half of the incoming light to each channel, but from the beginning of 2012, this beamsplitter was replaced by an H/K dichroic, boosting throughput when imaging simultaneously in these two filters. Different filters may be chosen for each science camera; thus NICI's two-camera capability can provide simultaneous color information. Both cameras have fields of view of 18'' × 18'', with a platescale of 17.96 mas for the science camera using the 1.578 μm CH4S filter (henceforth "blue channel" or "off-methane channel") and a platescale of 17.94 for the science camera using the 1.652 μm CH4L 4% filter (henceforth "red channel" or "on-methane channel") for the science camera using the 1.578 μm.

3.2. Observing Strategy

NICI Campaign observations were conducted in two separate modes: (1) single channel H-band ADI mode and (2) dual-channel methane band combined ADI+SDI mode. Both SDI and ADI techniques seek to distinguish real objects from speckles. SDI achieves this by exploiting a spectral feature in the desired target (e.g., the 1.6 μm methane absorption feature observed in substellar objects with a T spectral type Geballe et al. 2002; Cushing et al. 2005). Images are taken simultaneously both within and outside the chosen absorption feature. Due to the simultaneity of the observations, the stellar point-spread functions in the two NICI channels, including the coherent speckle patterns, are nearly identical. In contrast, any faint companion with the chosen absorption feature is bright in one filter and faint in the other. Subtracting the two images thus removes the starlight and speckle patterns while a real companion with the chosen absorption feature remains in the image. In other words, the absorption band image acts as an ideal reference PSF for the off-absorption band image. Utilizing a signature spectral feature of substellar objects can help distinguish between true methanated companions and likely background objects, e.g., a background object will be subtracted out by the SDI subtraction since it will not have methane absorption. However, this mode is sensitive even to companions without this absorption feature, as a real companion will appear fixed in separation relative to the star in both filters, while a speckle will modulate with the Airy pattern and appear further from the star in the red filter relative to the blue filter.

ADI employs a different strategy in order to decorrelate real companions from speckles. For ADI observations, the rotator is left off at the Cassegrain focus or set to follow the elevation angle at the Nasmyth focus, allowing the telescope optics rotate relative to the sky. In a sequence of images taken at different parallactic angles, a real companion will move relative to the detector along with the sky, while the speckles will remain fixed. From a series of images, a reference PSF can thus be constructed for and subtracted from each individual image, attenuating quasi-static speckle structure. Combining both SDI and ADI techniques (henceforth ASDI) thus allows an even greater degree of speckle suppression.

In order to take advantage of both the higher contrast available within 1farcs5 using the ASDI mode (due to improved speckle suppression from the SDI subtraction) and the improved sensitivity available outside of 1farcs5 with the ADI mode (due to the wider bandpass used during our ADI observations), most NICI Campaign stars were observed in both modes. For ASDI mode, we observed simultaneously in the off-methane (central λ = 1.578 μm; width = 0.062 μm; CH4S 4%) and on-methane (central λ = 1.652 μm; width = 0.066 μm; CH4L 4%) bands using NICI's dual-channel imaging capability. ADI data were taken with the broadband H filter in the blue channel (central λ = 1.65 μm, width = 0.29 μm). Stars fainter than H = 8 mag were observed only in single-channel ADI mode, as the contrast within 1farcs5 was similar to that achievable in the ASDI mode. Stars close to the Galactic bulge were only observed in ASDI mode, as ADI mode often yielded enormous numbers (>50 per field) of background field objects.

Typically, we obtained 20 minutes on-sky data in ADI mode and 40 minutes on-sky data in ASDI mode for each star. Observations were carefully scheduled in order to maximize field rotation while avoiding too much blurring during single exposures. We aimed to obtain at least 5° field rotation in ADI mode observations and at least 15° field rotation in ASDI mode observations. This ensures on-sky rotations of at least 3 × FWHM of the PSF at 5'' separation from the primary in ADI mode and at least 3 × FWHM of the PSF at 1'' separation in ASDI mode. Typical FWHMs of the PSF ranged between 3–4 pixels. Out of 68 stars with ADI mode observations, all but 4 have at least one dataset with sky rotation >5 deg. Out of 56 stars with ASDI observations, all but 7 have at least one dataset with sky rotation >15 deg, and only one ASDI observation has sky rotation <10 deg.

For ASDI, individual exposure times were chosen to produce high S/N in the speckle halo while avoiding saturation in this region. In ADI mode, exposure times of 4–60 s were used, allowing the halo to saturate if needed. For bright stars that saturate in the ADI exposures, short exposures were interleaved with deep exposures in order to provide unsaturated images of the star behind the partially transparent mask (henceforth the "starspot") for accurate photometry.

3.3. Data Reduction

All observations are processed using a custom pipeline described in Wahhaj et al. (2013b). Here we briefly summarize procedures for both ADI and ASDI datasets; some data processing steps pertain only to the ASDI mode and are noted as such below. For all data, the pipeline first applies dark, flatfield, and distortion corrections. For ADI data, all images are centroided and aligned to the first exposure in the sequence. For ASDI data, images from the two science cameras are then centroided and aligned. Datasets where the starspot is unsaturated are aligned using the starspot centroid position in each science exposure. For saturated images, the structure of the saturated PSF is used to align the images (Wahhaj et al. 2013b). Specifically, the peak of the primary is still discernible as a negative image and can be used to centroid. We have estimated that the centroiding accuracy of the saturated images is 9 mas by comparing these to the centroids of unsaturated short-exposure images obtained right before and after the long exposures. Image filters (i.e., unsharp masking or catch filtering) are applied frame-by-frame. In the ASDI case, the red-channel image is subtracted from the blue-channel image for each science exposure. A high-fidelity PSF is built for the entire observation by median combining the stack of reduced images and then subtracted from each individual science exposure. Finally, the reduced PSF-subtracted images are registered, rotated to a common sky orientation, and stacked to produce a final image. In the ASDI case, three final output images are produced: the full subtracted reduction as well as single-channel ADI reductions for the blue and red channel images respectively, which can be added to achieve deeper sensitivity. This ensures that no planet candidates are missed due to spectral self-subtraction in the ASDI mode.

4. RESULTS

4.1. Contrast Curves and Minimum Detectable Masses

In order to robustly measure the contrast achieved by our pipeline reductions, we generate 95%-completeness contrast curves following the method described in Wahhaj et al. (2013b). The 95%-completeness technique accounts for self-subtraction losses endemic to ADI and SDI data, unlike simple measurements based solely on the noise level of the data. Briefly, the data are first pipeline-processed, rotationally misaligned (derotated in the opposite direction of the actual parallactic angle rotation), and stacked to create a companion-free reduction. The 1σ contrast curve is calculated from the standard deviation found in 3 pixel annuli as a function of separation from the primary star. Next, a set of 20σ simulated companions (1340 total simulated companions, at separations of 0farcs36–6farcs3 and uniformly distributed in azimuth in 67 concentric rings), produced by scaling the image of the primary star behind the partially transparent mask, is inserted into the individual raw images, and the new data are re-reduced as before. The 20σ simulated companions are recovered in the reduced data and used to evaluate the flux losses and artifacts in input contrasts due to the pipeline. Finally, the recovered companions (now with flux loss effects and other pipeline artifacts incorporated) are reinserted into the original reduction and scaled in intensity until they meet our detection criteria. The contrast at which 95% of the simulated companions are detected is presented as the 95%-completeness contrast curve.

The 95% completeness contrast curves for the moving group sample are presented in Figures 38. Tables of measured contrast are presented for the ASDI subtracted reductions in Table 3 and for the ADI reductions in Table 4.

Figure 3.

Figure 3. 95% completeness contrast curves for TW Hya association stars, with plot range from 0farcs3 (coronagraph inner working angle) to 6''. A contrast of 15 mag represents a flux ratio of 106. Top: ASDI contrasts. Bottom: ADI contrasts.

Standard image High-resolution image
Figure 4.

Figure 4. 95% completeness contrast curves for β Pic moving group stars (first half), with plot range from 0farcs3 (coronagraph inner working angle) to 6''. Top: ASDI contrasts. Bottom: ADI contrasts.

Standard image High-resolution image
Figure 5.

Figure 5. 95% completeness contrast curves for β moving group (second half), with plot range from 0farcs3 (coronagraph inner working angle) to 6''. Top: ASDI contrasts. Bottom: ADI contrasts.

Standard image High-resolution image
Figure 6.

Figure 6. 95% completeness contrast curves for Tucana-Horologium association stars, with plot range from 0farcs3 (coronagraph inner working angle) to 6''. Top: ASDI contrasts. Bottom: ADI contrasts.

Standard image High-resolution image
Figure 7.

Figure 7. 95% completeness contrast curves for AB Dor moving group stars, with plot range from 0farcs3 (coronagraph inner working angle) to 6''. Top: ASDI contrasts. Bottom: ADI contrasts.

Standard image High-resolution image
Figure 8.

Figure 8. 95% completeness contrast curves for Hercules-Lyra association stars, with plot range from 0farcs3 (coronagraph inner working angle) to 6''. Top: ASDI contrasts. Bottom: ADI contrasts.

Standard image High-resolution image

Table 3. 95% Completeness CH4-band ASDI Contrasts (Δmag)

Target 0farcs36 0farcs5 0farcs75 1'' 1farcs5 2'' 3'' 4'' 5'' 7'' Cov. 9'' Cov. 12'' Cov. 14farcs8 Cov.
All Stars
Median Contrast 11.0 12.4 13.4 13.9 14.3 14.5 14.6 14.5 14.4 ... ... ... ... ... ... ... ...
TW Hya, 10 Myr
TWA 7 11.1 12.2 13.2 13.6 14.1 14.3 14.3 14.4 14.4 14.3 1.00 13.8 1.00 12.9 0.73 12.6 0.27
TW Hya 10.5 11.6 12.5 12.8 13.4 13.5 13.7 13.7 13.7 13.2 1.00 11.8 1.00 10.6 0.69 11.9 0.20
TWA 13A 10.7 12.1 12.7 13.0 13.4 13.4 13.3 13.4 13.1 13.1 0.95 13.1 0.65 12.7 0.32 12.1 0.07
TWA 13B 10.0 11.2 12.2 12.6 12.8 12.9 12.9 12.8 12.7 12.7 1.00 12.2 0.85 11.2 0.33 11.0 0.04
TWA 8A 11.1 12.2 13.0 13.4 13.8 13.9 14.0 14.1 14.0 14.0 1.00 13.4 1.00 12.7 0.72 12.4 0.19
TWA 25 11.3 12.6 13.5 13.8 14.0 14.2 14.0 14.0 14.0 13.8 0.97 13.4 0.72 12.2 0.27 12.6 0.04
HR 4796 A 11.6 12.6 13.6 14.0 14.8 15.0 15.0 15.1 14.8 15.0 1.00 15.0 1.00 15.0 1.00 15.0 1.00
Beta Pic, 12 Myr
HR 9 11.0 12.6 13.6 14.1 14.8 15.0 15.1 15.0 15.1 14.8 0.98 14.5 0.74 13.7 0.35 12.9 0.07
HIP 10679 11.0 12.3 13.3 13.9 14.4 14.6 14.7 14.8 14.6 14.5 0.93 14.2 0.68 13.7 0.28 13.0 0.05
HD 15115 11.4 13.0 14.1 14.5 15.0 15.1 15.2 15.0 15.0 14.9 0.98 14.6 0.71 13.8 0.29 13.1 0.04
51 Eri 9.1 10.7 12.6 13.2 13.6 13.8 13.8 13.8 13.6 13.7 0.89 13.4 0.66 12.9 0.28 12.1 0.05
GJ 182 11.4 12.9 13.8 14.2 14.8 14.9 14.9 14.9 14.7 14.7 0.98 14.2 0.74 13.1 0.30 13.5 0.05
HIP 23309 11.0 12.1 13.1 13.9 14.3 14.5 14.6 14.6 14.5 14.4 0.99 14.1 0.78 13.5 0.35 12.8 0.07
BD−21 1074A 10.6 11.7 12.6 12.8 13.2 13.9 13.9 13.8 13.8 13.3 1.00 12.8 0.89 11.9 0.52 11.9 0.07
HIP 25486 11.9 13.2 14.3 14.9 15.3 15.6 15.7 15.4 15.2 15.1 0.99 14.6 0.82 13.7 0.42 13.1 0.04
AO Men 11.0 12.4 13.2 13.8 14.3 14.2 14.3 14.2 14.2 14.1 0.98 13.7 0.73 12.8 0.28 12.8 0.05
V343 Nor 11.4 13.0 13.9 14.3 15.0 15.0 15.0 15.0 15.0 14.9 0.99 14.6 0.75 14.0 0.27 13.3 0.04
HD 155555 C 10.9 11.9 12.8 13.2 13.4 13.3 13.4 13.3 13.3 13.1 0.97 12.9 0.72 12.2 0.29 11.9 0.05
CD−54 7336 11.1 12.1 12.9 13.6 13.7 13.9 13.8 13.8 13.9 13.6 0.98 13.4 0.73 12.7 0.29 12.5 0.05
HD 164249B 10.4 11.2 11.8 12.1 12.0 12.2 11.9 12.0 11.7 11.6 1.00 11.2 0.90 10.4 0.35 10.8 0.01
HD 172555 A 11.1 12.9 14.2 14.9 15.3 15.3 15.4 15.3 15.4 15.8 1.00 17.1 1.00 19.2 1.00 21.1 1.00
PZ Tel 10.8 12.5 13.5 14.0 14.4 14.5 14.8 14.7 14.6 14.5 0.99 14.2 0.74 13.5 0.27 13.0 0.04
HR 7329 10.6 11.8 12.9 13.6 14.4 14.6 14.8 14.6 14.7 14.5 0.98 14.3 0.76 13.7 0.32 13.1 0.06
HIP 95270 12.1 13.3 14.1 14.6 14.9 14.9 15.1 15.0 14.9 14.7 0.99 14.2 0.80 12.6 0.37 12.5 0.07
HD 191089 10.6 12.1 13.4 14.0 14.5 14.7 14.7 14.7 14.8 14.5 0.95 14.3 0.75 13.9 0.33 13.0 0.07
GJ 799A 10.9 12.4 13.3 13.6 13.7 13.9 13.8 13.9 14.2 14.1 1.00 13.9 0.82 13.1 0.30 12.2 0.01
GJ 803 11.0 12.4 13.7 14.5 14.8 15.1 15.0 14.9 14.8 14.5 1.00 13.9 0.94 13.2 0.50 12.3 0.11
CP-72 2713 6.3 8.3 10.3 11.0 12.0 12.0 12.3 12.3 12.3 12.0 0.98 11.9 0.65 11.5 0.18 11.0 0.01
HIP 112312A 10.4 12.0 13.2 13.7 14.0 14.1 14.3 14.2 14.1 13.7 1.00 13.0 1.00 11.8 1.00 10.7 1.00
BD−13 6424 10.7 12.2 13.4 14.0 14.2 14.2 14.4 14.3 14.2 14.0 0.97 13.4 0.77 12.4 0.37 11.9 0.07
Tuc/Hor, 30 Myr
HIP 1481 10.7 11.9 13.2 13.6 14.0 14.2 14.1 14.1 14.0 13.9 0.99 13.4 0.74 12.4 0.31 ... ...
HIP 12394 11.5 12.9 14.2 15.1 15.3 15.5 15.5 15.4 15.2 15.2 0.98 15.0 0.74 14.3 0.32 13.4 0.03
HIP 24947 11.0 12.6 13.6 14.1 14.4 14.5 14.6 14.5 14.4 14.3 0.99 13.5 0.81 12.6 0.40 12.9 0.09
AB Pic 11.7 12.8 13.8 14.1 14.4 14.6 14.4 14.4 14.2 14.2 1.00 13.7 0.74 12.7 0.35 12.2 0.06
AB Dor, 100 Myr
HIP 17695 11.5 12.7 13.6 13.8 14.3 14.4 14.3 14.3 14.2 14.1 1.00 13.4 0.78 11.4 0.32 12.0 0.06
HD 25457 11.7 13.1 14.3 15.1 15.4 15.6 15.7 15.3 15.5 15.4 0.99 14.9 0.78 14.1 0.35 14.0 0.07
LP 776-25 8.6 10.3 11.5 12.4 13.1 13.4 13.2 13.1 13.0 12.7 0.98 12.2 0.82 11.6 0.52 11.1 0.15
GJ 2036B 11.4 12.4 13.3 13.7 13.8 14.0 13.9 14.0 14.0 13.5 0.97 13.1 0.72 12.5 0.29 12.4 0.04
GJ 2036A 10.6 11.9 12.8 13.4 13.9 14.0 14.2 14.2 14.1 13.8 0.99 13.2 0.78 12.6 0.36 12.3 0.03
HIP 25283 11.6 12.9 13.9 14.6 14.9 14.6 14.6 14.6 14.5 14.2 1.00 13.4 0.91 12.7 0.54 12.1 0.10
HIP 26369 10.0 11.8 13.1 13.5 13.9 14.0 14.2 14.1 14.1 13.9 0.99 13.6 0.76 13.0 0.31 12.6 0.06
UY Pic 11.2 12.6 13.8 14.5 15.1 15.2 15.2 15.4 15.2 15.1 1.00 14.6 0.70 14.0 0.28 14.3 0.08
CD−35 2722 10.8 12.0 12.7 13.3 13.4 13.5 13.4 13.3 13.3 12.8 1.00 11.5 0.92 10.8 0.55 10.9 0.07
HD 45270 11.9 13.5 14.6 15.0 15.5 15.6 15.7 15.5 15.5 15.3 0.98 14.9 0.76 14.2 0.33 13.9 0.06
BD+07 1919 A 10.9 12.0 13.0 13.2 13.7 13.6 13.7 13.5 13.5 13.5 0.92 13.4 0.71 12.9 0.36 12.1 0.09
HD 92945 11.6 13.1 14.0 14.6 15.3 15.3 15.5 15.6 15.6 15.5 1.00 15.0 0.90 14.4 0.50 14.1 0.08
HIP 81084 11.2 12.3 13.0 13.2 13.6 13.8 13.6 13.6 13.4 13.5 1.00 13.2 0.77 12.4 0.24 12.2 0.03
HIP 82688 11.1 12.5 13.4 13.9 14.3 14.4 14.4 14.4 14.3 14.1 0.96 13.9 0.76 13.4 0.34 12.5 0.08
HD 159911 11.3 12.6 13.4 13.9 14.3 14.3 14.3 14.3 14.2 13.9 0.98 13.6 0.80 12.9 0.39 12.1 0.09
Her/Lyr, 200 Myr
HD 70573 11.2 12.4 13.1 13.6 13.9 14.1 14.1 14.1 14.2 13.8 0.99 13.3 0.75 12.4 0.30 12.2 0.05
DX Leo 10.6 12.2 13.4 14.1 14.7 14.9 14.9 15.0 15.0 14.9 1.00 14.6 0.74 13.6 0.24 12.8 0.02
GJ 560 A 10.8 12.5 13.8 14.9 15.7 15.9 15.9 15.9 15.8 15.7 0.98 15.5 0.74 14.9 0.31 14.3 0.06
HD 139664 11.6 12.9 14.5 15.2 15.8 15.7 15.7 15.8 15.6 15.6 1.00 15.3 0.78 14.7 0.33 14.2 0.03
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 11.6 13.0 13.9 14.3 14.8 15.3 15.3 15.2 15.1 15.0 0.98 14.8 0.74 14.2 0.30 13.7 0.05

Notes. Beyond 6farcs3 only a fraction of each final image has data. This coverage fraction is given beside the contrast at these large separations. All the contrasts are 95% completeness contrasts, except at separations beyond 6farcs3 where the nominal 5σ contrast curve is used. A constant is added to the 5σ curve so that both curves match at 6farcs3. Median contrasts are only given for regions of 100% coverage.

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For our ADI contrast curves, we convert measured contrast to maximum detectable apparent magnitude in Table 5 and minimum detectable mass in Tables 6 and 7. We interpolated from both the DUSTY and COND models of Chabrier et al. (2000) and Baraffe et al. (2002, 2003) using the maximum detectable apparent magnitudes, distance, and age of each stars to estimate the minimum detectable mass curves. At some point as they cool and dust condenses from their atmospheres, directly imaged exoplanets are predicted to transition from red, dusty L dwarf spectra (DUSTY) to T dwarf spectra with methane absorption features (COND). However, no directly imaged planet to date has yet to show strong methane absorption in the near-IR, with only weak methane absorption observed at longer wavelengths (Skemer et al. 2012). Thus as this transition has not been observed, we choose here to present minimum detectable masses according to both of these models. Minimum detectable masses as a function of spectral type at 0farcs5, 1'', 2'', and 4'' are presented in Figure 9 using the DUSTY models (Baraffe et al. 2002) and in Figure 10 using the COND models (Baraffe et al. 2003). For the more conservative DUSTY model case, at 0farcs5 we are sensitive to companions of ⩽13 MJup for all but one star. At 2'' we are sensitive to companions with masses ⩽10 MJup for all stars. The minimum detectable mass varies by star (according to spectral type, magnitude, distance, etc.) but we are generally sensitive to ⩾5 MJup companions at 2'' around all sample stars. We do not present minimum detectable masses in ASDI subtracted mode here, as this requires knowledge of a potential companion's H-band spectrum. For an example of such an analysis of ADI self-subtraction as a function of radius, see Nielsen et al. (2013).

Figure 9.

Figure 9. Minimum detectable masses as a function of spectral type at 0farcs5, 1'', 2'', and 4'', using the DUSTY models of Baraffe et al. (2002) to convert from contrasts to masses. At 0farcs5 we are sensitive to companions of ⩽13 MJup for all but one star. At 2'' we are sensitive to companions with masses <10 MJup for all stars. The minimum detectable mass varies by star (according to spectral type, magnitude, distance, etc.) but we are generally sensitive to ⩾5 MJup companions at 2'' around all sample stars.

Standard image High-resolution image
Figure 10.

Figure 10. Minimum detectable masses as a function of spectral type at 0farcs5, 1'', 2'', and 4'', using the COND models of Baraffe et al. (2003) to convert from contrasts to masses. At 0farcs5 we are sensitive to companions of ⩽10 MJup for all but one star. At 2'' we are sensitive to companions with masses <5 MJup for all stars. The minimum detectable mass varies by star (according to spectral type, magnitude, distance, etc.) but we are generally sensitive to ⩾5 MJup companions at 2'' around all sample stars.

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Table 4. 95% Completeness H-band ADI Contrasts (Δmag)

Target 0farcs36 0farcs5 0farcs75 1'' 1farcs5 2'' 3'' 4'' 5'' 7'' Cov. 9'' Cov. 12'' Cov. 14farcs8 Cov.
All Stars
Median Contrast 9.1 10.4 11.6 13.2 14.4 15.1 15.4 15.5 15.4 ... ... ... ... ... ... ... ...
TW Hya, 10 Myr
TWA 6 8.9 10.0 11.4 12.5 13.6 13.9 13.8 13.6 13.5 12.7 1.00 11.2 1.00 10.5 0.73 11.0 0.38
TWA 7 7.8 9.1 10.6 12.3 14.3 15.2 15.3 15.7 15.5 15.4 0.90 15.0 0.67 13.6 0.29 13.7 0.05
TW Hya 7.4 9.3 11.7 13.0 14.4 14.9 14.9 15.0 14.9 15.1 0.88 14.7 0.63 14.0 0.26 13.4 0.04
TWA 14 9.5 11.0 12.6 13.7 14.3 14.2 14.3 14.3 14.2 14.1 0.88 13.8 0.65 13.0 0.29 11.6 0.05
TWA 13A 5.9 7.8 10.1 11.6 13.5 13.9 14.0 13.9 13.9 13.9 0.86 13.9 0.61 13.5 0.23 13.0 0.02
TWA 8A 7.1 9.0 11.2 12.9 14.4 14.7 14.9 14.7 14.6 14.7 0.87 14.7 0.60 14.4 0.21 14.5 0.02
TWA 9B 9.9 11.2 12.6 13.3 13.7 13.8 13.7 13.6 13.6 13.2 0.90 13.1 0.68 12.1 0.31 12.0 0.06
TWA 9A 9.2 10.1 11.8 12.8 14.4 14.8 14.7 14.8 14.7 14.4 0.94 14.2 0.75 13.3 0.37 13.3 0.09
TWA 25 7.6 9.6 11.6 13.2 14.5 15.0 15.0 14.9 14.9 14.9 0.87 14.7 0.62 14.4 0.24 13.6 0.03
TWA 20 9.2 10.8 12.1 13.3 14.0 14.2 14.2 14.3 14.3 14.1 0.89 13.7 0.67 12.5 0.31 11.9 0.06
TWA 10 10.2 11.2 12.8 13.8 14.7 14.7 14.5 14.5 14.2 14.0 0.95 13.4 0.80 12.8 0.27 13.0 0.03
HR 4796 B 8.6 9.9 11.4 12.4 13.5 13.5 13.5 13.4 13.1 12.5 0.94 12.1 0.78 11.8 0.39 12.0 0.11
HR 4796 A ... 10.8 12.3 13.4 15.2 15.9 16.2 16.2 16.1 17.6 0.01 21.6 0.01 27.7 0.01 33.4 0.01
Beta Pic, 12 Myr
HR 9 ... ... ... 1.4 14.1 15.3 16.5 16.6 17.0 17.0 0.85 17.0 0.58 16.9 0.24 16.5 0.03
HD 15115 9.4 11.2 12.8 14.1 15.8 16.4 16.8 16.8 16.9 16.8 0.86 16.6 0.60 16.1 0.26 15.4 0.06
GJ 182 ... ... 12.8 14.4 15.8 16.1 16.4 16.4 16.4 16.2 0.88 16.0 0.62 15.5 0.25 14.7 0.03
HIP 23309 ... ... 11.3 12.6 14.4 15.2 15.7 15.7 15.8 15.6 0.88 15.4 0.64 14.9 0.26 14.6 0.04
HIP 25486 ... ... ... 13.1 14.4 15.7 16.5 16.6 16.7 16.6 0.88 16.4 0.65 15.7 0.29 14.8 0.05
AO Men ... 5.5 11.6 13.0 14.9 15.4 15.6 15.7 15.6 15.5 0.86 15.4 0.59 15.1 0.28 14.5 0.04
HD 139084 B 6.9 8.7 10.8 11.7 12.3 12.2 12.3 12.2 12.2 12.0 0.87 12.0 0.62 11.6 0.25 10.1 0.03
HD 155555 C 6.9 8.9 10.8 12.2 13.7 14.0 14.1 14.1 14.0 14.0 0.87 13.8 0.62 13.6 0.24 13.2 0.03
CD−54 7336 8.0 9.9 12.0 13.5 14.8 15.1 15.0 15.2 15.1 15.0 0.87 14.9 0.62 14.5 0.25 14.3 0.03
HD 164249B 7.7 9.0 10.5 13.0 14.7 15.6 16.3 16.4 16.2 16.1 0.91 16.0 0.66 15.5 0.28 15.0 0.05
HD 172555 A ... ... 11.9 12.8 14.2 15.6 16.9 17.3 17.5 15.7 0.01 11.0 0.01 3.9 0.01 ... ...
TYC 9073-0762-1 9.1 10.4 12.1 13.3 14.6 14.7 14.9 14.8 14.7 16.6 0.01 21.8 0.01 29.7 0.01 37.0 0.01
CD−31 16041 9.5 10.7 12.2 13.3 14.7 14.9 15.0 14.9 15.0 14.7 0.89 14.3 0.67 13.4 0.29 13.3 0.05
PZ Tel ... ... 11.8 13.2 15.0 15.5 16.1 16.0 16.1 16.0 0.87 15.8 0.62 15.5 0.25 14.9 0.03
HR 7329 ... ... ... 1.4 14.4 15.5 16.6 16.7 16.8 16.9 0.88 16.7 0.63 16.0 0.26 15.7 0.04
HIP 95270 ... ... 12.6 14.0 15.7 16.3 16.7 16.7 16.9 16.6 0.87 16.4 0.63 16.1 0.26 15.6 0.04
TYC 7443-1102-1B 8.6 10.1 11.5 12.8 13.6 14.0 14.0 13.9 14.1 13.8 0.90 13.5 0.66 12.1 0.29 11.8 0.05
TYC 7443-1102-1A 8.6 10.2 12.2 13.4 14.2 14.4 14.6 14.6 14.6 14.5 0.90 14.2 0.65 13.1 0.26 12.6 0.04
HD 191089 ... ... 11.6 12.6 14.1 14.9 15.2 15.1 15.1 14.5 1.00 13.8 0.95 13.2 0.51 13.1 0.18
GJ 803 9.1 10.2 11.8 13.1 14.6 15.3 15.4 15.4 15.4 15.2 0.95 14.8 0.78 14.2 0.41 13.6 0.12
CP-72 2713 10.0 11.5 13.0 14.2 15.4 15.6 15.7 15.7 15.7 15.7 0.86 15.5 0.63 15.3 0.33 14.6 0.07
HIP 112312A 5.1 6.8 9.3 10.9 13.2 14.1 14.4 14.4 14.4 14.4 0.01 14.3 0.01 14.3 0.01 14.2 0.01
TX PsA 9.2 10.5 12.1 13.2 14.3 14.5 14.5 14.5 14.4 14.3 1.00 13.8 0.96 13.4 0.53 13.3 0.23
BD−13 6424 9.7 10.6 12.0 13.3 14.6 15.4 15.6 15.6 15.6 15.3 0.91 15.0 0.67 14.5 0.29 14.1 0.06
Tuc/Hor, 30 Myr
HIP 1481 ... ... 11.5 12.8 14.4 15.2 15.5 15.6 15.4 15.4 0.89 15.0 0.65 13.6 0.31 13.6 0.06
HIP 2729 9.4 10.0 11.7 12.7 14.3 15.1 15.5 15.3 15.3 15.5 0.88 15.1 0.66 14.4 0.34 13.8 0.08
HD 12894 ... ... 11.2 12.2 14.0 14.8 15.4 15.5 15.6 15.3 0.89 14.8 0.70 14.1 0.36 13.5 0.09
HIP 12394 ... ... ... ... 10.0 16.1 17.4 17.8 17.7 17.9 0.86 17.7 0.62 17.4 0.27 16.9 0.04
CD−53 544 7.7 8.9 10.3 11.4 13.1 14.0 14.4 14.4 14.4 14.3 0.86 14.0 0.62 13.7 0.32 13.4 0.06
AF Hor 6.0 7.6 10.7 11.5 13.0 13.6 13.6 13.6 13.5 13.4 0.88 12.8 0.67 11.9 0.35 11.0 0.08
CD−58 553 8.4 9.8 11.1 12.3 13.8 14.4 14.6 14.6 14.5 14.3 0.90 13.9 0.68 12.9 0.33 12.8 0.07
AB Pic 9.1 10.5 12.4 14.0 15.1 15.4 15.6 15.4 15.5 15.2 1.00 14.8 0.93 14.3 0.48 14.0 0.08
HIP 104308 ... ... 12.5 14.1 15.5 16.0 16.4 16.3 16.3 16.2 0.88 15.8 0.66 14.3 0.33 14.5 0.07
HIP 107345 9.5 10.7 12.3 13.6 14.3 14.7 14.5 14.4 14.5 14.3 0.87 14.0 0.64 13.5 0.32 12.2 0.07
HIP 118121 ... ... ... 12.4 14.3 15.5 16.4 16.4 16.5 16.4 0.88 16.2 0.62 15.7 0.27 14.8 0.04
AB Dor, 100 Myr
HIP 5191 9.8 10.9 12.4 13.3 14.7 15.0 15.0 14.8 14.7 14.4 0.95 13.7 0.80 13.2 0.45 13.1 0.15
HD 19668 8.1 9.9 11.5 12.8 14.4 15.1 15.1 15.1 15.1 14.9 0.89 14.7 0.63 14.0 0.27 13.2 0.04
HIP 17695 9.1 10.8 12.6 13.5 14.8 15.1 15.3 15.5 15.3 15.2 0.87 14.9 0.62 14.4 0.27 13.5 0.04
HD 25457 9.2 10.8 11.6 12.0 13.6 14.6 16.1 16.7 17.1 17.1 0.87 16.9 0.62 16.4 0.27 15.7 0.04
LP 776-25 8.8 10.5 12.0 13.2 14.3 14.7 14.6 14.6 14.4 14.1 0.98 13.6 0.82 13.0 0.52 12.5 0.15
GJ 2036A ... ... ... 12.5 14.2 15.0 15.4 15.5 15.4 15.2 0.88 14.8 0.64 14.5 0.29 14.2 0.05
HIP 25283 10.7 12.2 13.9 15.6 17.4 18.3 18.8 18.8 18.8 18.7 0.87 19.2 0.01 22.1 0.01 24.8 0.01
AB Dor, 100 Myr
UY Pic ... ... 12.3 13.3 15.0 15.7 16.8 16.8 16.9 16.6 0.96 16.1 0.81 15.8 0.36 17.3 0.09
BD−13 1328 10.0 11.2 12.6 13.8 14.8 14.8 15.0 14.9 14.9 14.8 0.85 14.7 0.58 14.6 0.25 13.2 0.03
CD−35 2722 9.3 10.0 11.4 12.6 14.0 14.0 14.0 13.9 13.7 13.2 0.97 12.5 0.84 11.6 0.44 11.6 0.15
HD 45270 ... ... 4.4 14.2 15.8 16.5 17.5 17.6 17.4 17.4 0.88 17.1 0.64 16.3 0.27 15.7 0.04
GSC 8894-0426 ... ... 12.6 14.1 15.4 15.7 15.8 16.0 15.8 15.7 0.90 15.2 0.68 13.9 0.33 14.9 0.06
BD+07 1919 A 9.7 11.0 12.9 14.1 15.6 16.2 16.1 16.0 15.3 16.0 0.87 15.8 0.63 15.2 0.26 14.6 0.04
HD 92945 9.9 11.0 12.4 13.9 15.3 16.1 16.8 16.9 16.9 16.9 1.00 16.5 1.00 16.3 0.25 15.8 0.02
HIP 81084 6.9 8.9 11.1 12.6 14.2 14.6 14.7 14.7 14.8 14.6 0.87 14.4 0.62 14.0 0.24 13.4 0.03
HIP 82688 8.3 10.2 12.6 13.6 15.2 15.9 16.1 16.1 16.2 16.0 0.89 15.8 0.64 15.5 0.26 14.3 0.04
Her/Lyr, 200 Myr
HD 70573 9.1 10.4 12.2 13.4 14.8 15.3 15.4 15.3 15.3 15.1 0.88 14.8 0.64 14.0 0.27 13.7 0.04
DX Leo ... ... ... 12.7 14.4 15.5 16.3 16.6 16.6 16.5 0.89 16.3 0.64 15.6 0.26 14.3 0.03
HD 139664 ... ... ... ... 13.8 14.9 16.4 17.2 17.4 17.2 0.91 16.8 0.67 15.4 0.30 15.4 0.05
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 ... ... 4.2 13.7 15.1 16.0 16.8 16.9 17.0 16.7 0.87 16.4 0.63 15.8 0.26 15.4 0.04

Notes. Beyond 6farcs3 only a fraction of each final image has data. This coverage fraction is given beside the contrast at these large separations. All the contrasts are 95% completeness contrasts, except at separations beyond 6farcs3 where the nominal 5σ contrast curve is used. A constant is added to the 5σ curve so that both curves match at 6farcs3. Median contrasts are only given for regions of 100% coverage.

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Table 5. 95% Completeness H-band Limiting Magnitudes

Target 0farcs3 0farcs5 0farcs75 1'' 1farcs5 2'' 3'' 4'' 5''
All Stars
Median Limiting Magnitude 16.4 17.7 18.9 20.1 21.6 22.0 22.5 22.5 22.5
TW Hya, 10 Myr
TWA 6 17.1 18.2 19.6 20.7 21.8 22.1 22.0 21.8 21.7
TWA 7 15.5 16.9 18.3 20.1 22.0 22.9 23.1 23.4 23.3
TW Hya 15.0 16.8 19.2 20.6 22.0 22.4 22.5 22.6 22.5
TWA 14 18.3 19.8 21.3 22.4 23.0 23.0 23.0 23.0 22.9
TWA 13A 13.6 15.6 17.8 19.3 21.2 21.6 21.8 21.7 21.7
TWA 8A 14.8 16.6 18.9 20.5 22.1 22.3 22.5 22.4 22.2
TWA 9B 19.3 20.5 22.0 22.7 23.1 23.2 23.1 23.0 23.0
TWA 9A 17.2 18.1 19.8 20.8 22.4 22.9 22.7 22.8 22.7
TWA 25 15.1 17.1 19.1 20.7 22.0 22.5 22.5 22.4 22.4
TWA 20 18.1 19.6 21.0 22.2 22.9 23.1 23.1 23.2 23.2
TWA 10 19.3 20.2 21.9 22.8 23.7 23.8 23.5 23.6 23.2
HR 4796 B 17.2 18.4 19.9 20.9 22.0 22.0 22.0 21.9 21.7
HR 4796 A ... 16.6 18.1 19.2 20.9 21.7 22.0 22.0 21.9
Beta Pic, 12 Myr
HR 9 ... ... ... 6.7 19.4 20.6 21.8 22.0 22.3
HD 15115 15.2 17.0 18.6 19.9 21.6 22.2 22.6 22.6 22.8
GJ 182 ... ... 19.2 20.8 22.2 22.6 22.9 22.8 22.9
HIP 23309 ... ... 17.8 19.0 20.8 21.6 22.1 22.1 22.3
HIP 25486 ... ... ... 18.2 19.5 20.8 21.6 21.7 21.8
Beta Pic ... ... ... ... 18.6 20.0 21.5 22.1 22.4
AO Men ... 12.5 18.6 20.0 21.9 22.4 22.6 22.7 22.6
HD 139084 B 16.4 18.1 20.2 21.2 21.8 21.6 21.8 21.7 21.6
HD 155555 C 14.8 16.9 18.7 20.1 21.6 21.9 22.0 22.0 21.9
CD−54 7336 15.5 17.5 19.6 21.1 22.3 22.7 22.5 22.8 22.6
HD 164249B 16.3 17.6 19.0 21.5 23.3 24.2 24.9 25.0 24.8
HD 172555 A ... ... 16.2 17.0 18.5 19.8 21.2 21.5 21.8
TYC 9073-0762-1 17.5 18.8 20.4 21.7 23.0 23.1 23.2 23.2 23.1
CD−31 16041 17.7 18.9 20.4 21.5 22.9 23.1 23.2 23.1 23.2
PZ Tel ... ... 18.3 19.6 21.5 22.0 22.5 22.5 22.6
HR 7329 ... ... ... 6.6 19.6 20.6 21.7 21.9 22.0
HIP 95270 ... ... 18.6 20.0 21.7 22.3 22.7 22.7 22.8
TYC 7443-1102-1B 16.9 18.5 19.9 21.1 22.0 22.3 22.4 22.3 22.4
TYC 7443-1102-1A 16.7 18.2 20.2 21.4 22.2 22.4 22.6 22.6 22.6
HD 191089 ... ... 17.8 18.8 20.3 21.0 21.3 21.3 21.3
GJ 803 13.9 15.0 16.6 17.9 19.5 20.1 20.3 20.2 20.3
CP-72 2713 17.6 19.1 20.6 21.8 23.0 23.2 23.3 23.3 23.3
HIP 112312A 12.2 13.9 16.4 18.1 20.4 21.2 21.5 21.6 21.5
TX PsA 17.2 18.5 20.2 21.3 22.3 22.6 22.5 22.6 22.5
BD−13 6424 16.7 17.7 19.0 20.4 21.7 22.5 22.7 22.6 22.6
Tuc/Hor, 30 Myr
HIP 1481 ... ... 17.8 19.1 20.6 21.4 21.7 21.8 21.6
HIP 2729 16.1 16.7 18.4 19.5 21.1 21.8 22.2 22.0 22.1
HD 12894 ... ... 16.7 17.7 19.5 20.3 20.9 21.0 21.1
HIP 12394 ... ... ... ... 14.5 20.6 21.8 22.2 22.2
CD−53 544 15.1 16.2 17.6 18.8 20.4 21.3 21.7 21.7 21.8
AF Hor 14.3 15.9 19.0 19.8 21.3 21.9 21.9 21.9 21.8
CD−58 553 16.6 18.0 19.4 20.5 22.1 22.6 22.8 22.8 22.7
AB Pic 16.1 17.6 19.5 21.1 22.2 22.5 22.7 22.5 22.6
HIP 104308 ... ... 18.7 20.2 21.6 22.1 22.5 22.4 22.4
HIP 107345 17.6 18.8 20.3 21.7 22.4 22.8 22.6 22.5 22.6
HIP 118121 ... ... ... 17.4 19.3 20.5 21.3 21.4 21.5
AB Dor, 100 Myr
HIP 5191 17.2 18.3 19.8 20.7 22.2 22.4 22.4 22.3 22.1
HD 19668 14.9 16.7 18.3 19.6 21.2 21.9 21.9 21.9 21.9
HIP 17695 16.3 17.9 19.8 20.7 22.0 22.3 22.5 22.6 22.5
HD 25457 13.5 15.1 16.0 16.3 18.0 18.9 20.5 21.0 21.5
LP 776-25 16.0 17.7 19.2 20.4 21.5 21.9 21.8 21.8 21.6
GJ 2036A ... ... ... 19.3 20.9 21.7 22.1 22.3 22.1
AB Dor, 100 Myr
HIP 25283 16.8 18.3 20.0 21.7 23.5 24.4 24.9 24.9 25.0
UY Pic ... ... 18.2 19.2 21.0 21.7 22.7 22.8 22.9
BD−13 1328 18.1 19.3 20.7 21.8 22.8 22.9 23.0 23.0 22.9
CD−35 2722 16.5 17.3 18.7 19.9 21.3 21.3 21.2 21.2 21.0
HD 45270 ... ... 9.5 19.4 21.0 21.7 22.6 22.7 22.6
GSC 8894-0426 ... ... 20.9 22.4 23.7 24.0 24.1 24.3 24.1
BD+07 1919 A 17.0 18.3 20.2 21.5 22.9 23.5 23.4 23.3 22.6
HD 92945 15.6 16.7 18.2 19.7 21.1 21.9 22.5 22.7 22.7
HIP 81084 14.6 16.6 18.9 20.4 22.0 22.4 22.5 22.5 22.6
HIP 82688 14.8 16.6 19.1 20.1 21.7 22.4 22.6 22.6 22.7
Her/Lyr, 200 Myr
HD 70573 16.4 17.7 19.5 20.6 22.1 22.6 22.6 22.5 22.6
DX Leo ... ... ... 17.9 19.6 20.7 21.5 21.8 21.8
HD 139664 ... ... ... ... 17.5 18.6 20.2 20.9 21.1
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 ... ... 9.8 19.3 20.7 21.6 22.4 22.5 22.6

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Table 6. 95% Completeness Minimum Detectable Masses (MJup) in ADI Mode, DUSTY Models

Target 0farcs3 0farcs5 0farcs75 1'' 1farcs5 2'' 3'' 4'' 5''
All Stars
Median Detectable Mass 12.3 11.1 6.8 6.0 4.4 3.7 3.2 3.1 3.1
TW Hya, 10 Myr
TWA 6 7.7 6.4 5.1 4.2 3.5 3.3 3.3 3.5 3.5
TWA 7 6.9 5.5 4.3 3.1 1.9 1.4 1.3 1.1 1.2
TW Hya 10.9 7.1 4.7 3.7 2.8 2.6 2.5 2.4 2.5
TWA 14 6.8 5.3 4.0 3.4 3.0 3.0 3.0 3.0 3.0
TWA 13A 15.3 9.8 6.0 4.7 3.3 3.1 3.0 3.1 3.1
TWA 8A 10.7 6.9 4.8 3.6 2.6 2.4 2.3 2.4 2.5
TWA 9B 4.4 3.6 2.6 2.2 1.9 1.9 1.9 2.0 2.0
TWA 9A 6.3 5.4 4.0 3.4 2.4 2.1 2.2 2.1 2.2
TWA 25 10.4 6.6 4.7 3.6 2.8 2.4 2.4 2.5 2.5
TWA 20 6.5 5.1 4.0 3.2 2.8 2.6 2.6 2.6 2.6
TWA 10 4.6 3.9 2.9 2.2 1.7 1.7 1.8 1.8 2.0
HR 4796 B 7.4 6.0 4.7 3.9 3.3 3.2 3.2 3.3 3.5
HR 4796 A ... 8.6 6.4 5.2 3.9 3.5 3.3 3.3 3.3
Beta Pic, 12 Myr
HR 9 ... ... ... 56.2 4.6 3.7 2.9 2.8 2.5
HD 15115 10.4 7.1 5.5 4.4 3.3 2.8 2.5 2.5 2.4
GJ 182 ... ... 4.0 2.9 2.0 1.7 1.5 1.5 1.5
HIP 23309 ... ... 5.3 4.2 3.0 2.4 2.1 2.0 2.0
HIP 25486 ... ... ... 4.9 3.9 3.0 2.4 2.4 2.3
Beta Pic ... ... ... ... 4.0 3.1 2.0 1.6 1.3
AO Men ... 19.3 5.3 4.1 2.8 2.4 2.3 2.2 2.3
HD 139084 B 7.4 5.7 4.0 3.3 2.9 2.9 2.9 2.9 3.0
HD 155555 C 9.0 6.4 4.9 3.7 2.7 2.5 2.4 2.4 2.4
CD−54 7336 11.7 7.5 5.4 4.2 3.3 3.0 3.1 3.0 3.1
HD 164249B 8.1 6.6 5.3 3.3 2.1 1.5 1.2 1.2 1.2
HD 172555 A ... ... 6.8 6.0 4.8 3.8 2.9 2.6 2.4
TYC 9073-0762-1 6.9 5.7 4.4 3.4 2.5 2.4 2.4 2.4 2.4
CD−31 16041 6.6 5.5 4.3 3.5 2.5 2.4 2.3 2.4 2.3
PZ Tel ... ... 6.0 4.9 3.5 3.1 2.8 2.8 2.7
HR 7329 ... ... ... 56.2 4.9 4.0 3.2 3.1 3.1
HIP 95270 ... ... 5.8 4.6 3.4 2.9 2.7 2.7 2.6
TYC 7443-1102-1B 7.8 6.1 4.9 4.0 3.3 3.1 3.1 3.1 3.1
TYC 7443-1102-1A 8.1 6.3 4.7 3.7 3.2 3.1 2.9 2.9 2.9
HD 191089 ... ... 6.6 5.7 4.4 3.8 3.6 3.7 3.7
GJ 803 6.8 5.8 4.4 3.5 2.4 2.0 1.9 1.9 1.9
CP-72 2713 6.0 4.7 3.6 2.7 1.9 1.7 1.7 1.7 1.7
HIP 112312A 15.4 10.0 6.2 4.8 3.1 2.5 2.3 2.2 2.2
TX PsA 5.2 4.1 3.0 2.2 1.5 1.3 1.3 1.3 1.4
BD−13 6424 6.2 5.4 4.4 3.3 2.4 1.9 1.7 1.7 1.8
Tuc/Hor, 30 Myr
HIP 1481 ... ... 8.6 7.6 5.7 4.9 4.7 4.6 4.8
HIP 2729 10.4 9.6 8.1 7.4 5.4 4.7 4.3 4.5 4.5
HD 12894 ... ... 9.7 8.8 7.5 6.6 5.7 5.7 5.6
HIP 12394 ... ... ... ... 17.5 5.9 4.8 4.5 4.5
CD−53 544 12.2 10.0 8.8 7.8 5.9 5.0 4.7 4.7 4.7
AF Hor 17.5 10.5 7.7 6.9 5.0 4.6 4.6 4.6 4.7
CD−58 553 10.0 8.7 7.7 6.4 4.8 4.2 4.0 4.0 4.1
AB Pic 10.4 8.9 7.5 5.5 4.5 4.1 4.0 4.2 4.1
HIP 104308 ... ... 8.8 7.6 5.8 5.4 5.0 5.1 5.1
HIP 107345 8.8 7.9 6.1 4.8 4.1 3.8 4.0 4.0 4.0
HIP 118121 ... ... ... 9.1 7.7 6.1 5.3 5.3 5.2
AB Dor, 100 Myr
HIP 5191 19.6 12.2 11.4 10.9 10.2 10.0 10.0 10.1 10.2
HD 19668 28.8 19.6 11.9 11.3 10.4 10.1 10.0 10.0 10.0
HIP 17695 12.0 11.2 10.2 9.7 9.1 8.9 8.8 8.7 8.8
HD 25457 27.8 20.1 12.3 12.2 11.3 10.8 10.0 9.7 9.5
LP 776-25 12.1 11.3 10.5 9.9 9.3 9.1 9.2 9.2 9.3
GJ 2036A ... ... ... 10.0 9.2 8.8 8.5 8.5 8.5
HIP 25283 11.9 11.1 10.2 9.3 8.4 7.9 7.7 7.7 7.7
AB Dor, 100 Myr
UY Pic ... ... 11.5 11.0 10.1 9.7 9.2 9.2 9.1
BD−13 1328 12.1 11.4 10.8 10.1 9.6 9.6 9.5 9.5 9.6
CD−35 2722 12.3 11.9 11.2 10.6 9.9 9.8 9.9 9.9 10.0
HD 45270 ... ... ... 10.9 10.0 9.7 9.2 9.1 9.2
GSC 8894-0426 ... ... 10.0 9.2 8.5 8.4 8.3 8.2 8.3
BD+07 1919 A 12.5 11.8 10.9 10.2 9.5 9.2 9.2 9.2 9.6
HD 92945 19.1 12.1 11.3 10.6 9.8 9.4 9.1 9.0 9.0
HIP 81084 27.4 12.5 11.4 10.6 9.8 9.6 9.5 9.5 9.5
HIP 82688 31.2 22.5 11.7 11.2 10.4 10.0 9.9 9.9 9.9
Her/Lyr, 200 Myr
HD 70573 30.2 24.7 16.9 11.9 5.7 4.7 4.6 4.7 4.7
DX Leo ... ... ... 14.8 7.7 4.6 3.9 3.6 3.6
HD 139664 ... ... ... ... 16.0 11.5 5.3 4.4 4.1
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 ... ... 42.5 9.5 8.8 8.3 7.9 7.9 7.8

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Table 7. 95% Completeness Minimum Detectable Masses (MJup) in ADI Mode, COND Models

Target 0farcs3 0farcs5 0farcs75 1'' 1farcs5 2'' 3'' 4'' 5''
All Stars
Median Detectable Mass 10.8 6.1 3.6 2.0 1.4 1.1 1.1 1.1 1.1
TW Hya, 10 Myr
TWA 6 6.1 4.2 2.6 1.8 1.3 1.1 1.2 1.3 1.3
TWA 7 4.9 3.0 1.9 1.0 1.0 1.0 1.0 1.0 1.0
TW Hya 9.7 5.1 2.2 1.4 1.0 1.0 1.0 1.0 1.0
TWA 14 4.8 2.8 1.6 1.2 1.0 1.0 1.0 1.0 1.0
TWA 13A 15.2 8.1 3.6 2.1 1.2 1.0 1.0 1.0 1.0
TWA 8A 9.4 4.9 2.3 1.3 1.0 1.0 1.0 1.0 1.0
TWA 9B 1.9 1.3 1.0 1.0 1.0 1.0 1.0 1.0 1.0
TWA 9A 4.0 2.9 1.6 1.2 1.0 1.0 1.0 1.0 1.0
TWA 25 9.0 4.5 2.1 1.3 1.0 1.0 1.0 1.0 1.0
TWA 20 4.3 2.6 1.6 1.1 1.0 1.0 1.0 1.0 1.0
TWA 10 2.0 1.5 1.0 1.0 1.0 1.0 1.0 1.0 1.0
HR 4796 B 5.7 3.6 2.2 1.5 1.1 1.1 1.1 1.2 1.3
HR 4796 A ... 7.1 4.2 2.7 1.5 1.3 1.1 1.1 1.2
Beta Pic, 12 Myr
HR 9 ... ... ... 51.9 1.9 1.2 1.1 1.1 1.1
HD 15115 8.6 4.7 2.7 1.8 1.1 1.1 1.1 1.1 1.1
GJ 182 ... ... 1.5 1.1 1.1 1.1 1.1 1.1 1.1
HIP 23309 ... ... 2.4 1.6 1.1 1.1 1.1 1.1 1.1
HIP 25486 ... ... ... 2.1 1.4 1.1 1.1 1.1 1.1
Beta Pic ... ... ... ... 1.5 1.1 1.1 1.1 1.0
AO Men ... 19.3 2.4 1.6 1.1 1.1 1.1 1.1 1.1
HD 139084 B 5.2 2.9 1.5 1.1 1.1 1.1 1.1 1.1 1.1
HD 155555 C 7.5 3.9 2.1 1.2 1.1 1.1 1.1 1.1 1.1
CD−54 7336 10.2 5.4 2.6 1.6 1.1 1.1 1.1 1.1 1.1
HD 164249B 6.3 4.1 2.4 1.1 1.1 1.1 1.0 1.0 1.0
HD 172555 A ... ... 4.4 3.3 2.0 1.3 1.1 1.1 1.1
TYC 9073-0762-1 4.6 2.9 1.7 1.1 1.1 1.1 1.1 1.1 1.1
CD−31 16041 4.1 2.7 1.7 1.1 1.1 1.1 1.1 1.1 1.1
PZ Tel ... ... 3.3 2.1 1.1 1.1 1.1 1.1 1.1
HR 7329 ... ... ... 51.9 2.1 1.5 1.1 1.1 1.1
HIP 95270 ... ... 3.0 1.9 1.1 1.1 1.1 1.1 1.1
TYC 7443-1102-1B 5.8 3.4 2.1 1.5 1.1 1.1 1.1 1.1 1.1
TYC 7443-1102-1A 6.3 3.7 2.0 1.2 1.1 1.1 1.1 1.1 1.1
HD 191089 ... ... 4.1 2.9 1.8 1.3 1.2 1.2 1.2
GJ 803 4.4 3.0 1.8 1.1 1.1 1.1 1.1 1.1 1.1
CP-72 2713 3.2 2.0 1.2 1.1 1.1 1.1 1.1 1.1 1.1
HIP 112312A 15.1 8.3 3.6 2.0 1.1 1.1 1.1 1.1 1.1
TX PsA 2.4 1.6 1.1 1.1 1.0 1.0 1.0 1.0 1.0
BD−13 6424 3.6 2.6 1.7 1.1 1.1 1.1 1.1 1.1 1.1
Tuc/Hor, 30 Myr
HIP 1481 ... ... 5.5 3.6 2.1 1.7 1.5 1.5 1.6
HIP 2729 8.7 7.6 4.5 3.2 1.9 1.5 1.4 1.5 1.5
HD 12894 ... ... 7.9 6.0 3.5 2.6 2.1 2.1 2.0
HIP 12394 ... ... ... ... 13.1 2.3 1.6 1.5 1.5
CD−53 544 10.7 8.2 5.8 4.0 2.3 1.7 1.5 1.5 1.5
AF Hor 13.1 8.9 3.7 2.8 1.7 1.5 1.5 1.5 1.5
CD−58 553 8.2 5.6 3.7 2.6 1.6 1.4 1.4 1.4 1.4
AB Pic 8.7 6.2 3.3 1.9 1.5 1.4 1.4 1.4 1.4
HIP 104308 ... ... 5.8 3.6 2.2 1.9 1.7 1.7 1.7
HIP 107345 6.0 4.1 2.4 1.6 1.4 1.3 1.4 1.4 1.4
HIP 118121 ... ... ... 6.6 3.7 2.4 1.8 1.8 1.8
AB Dor, 100 Myr
HIP 5191 11.7 10.4 6.5 4.8 3.0 2.8 2.8 2.9 3.0
HD 19668 25.0 11.7 9.0 6.1 3.6 2.9 2.8 2.8 2.8
HIP 17695 9.5 5.7 3.0 2.2 1.6 1.5 1.4 1.4 1.4
HD 25457 23.2 11.8 10.8 10.4 6.3 4.5 2.7 2.2 2.0
LP 776-25 10.1 6.1 3.7 2.5 1.8 1.7 1.7 1.7 1.8
GJ 2036A ... ... ... 2.8 1.8 1.4 1.2 1.2 1.2
AB Dor, 100 Myr
HIP 25283 9.0 5.3 3.1 1.8 1.1 1.0 1.0 1.0 1.0
UY Pic ... ... 6.9 5.0 2.9 2.2 1.8 1.7 1.7
BD−13 1328 9.8 6.7 4.4 2.9 2.1 2.0 2.0 2.0 2.0
CD−35 2722 10.8 9.0 5.9 4.0 2.5 2.4 2.5 2.5 2.7
HD 45270 ... ... ... 4.7 2.7 2.1 1.7 1.7 1.8
GSC 8894-0426 ... ... 2.7 1.8 1.2 1.1 1.1 1.0 1.1
BD+07 1919 A 11.2 8.8 4.7 3.0 2.0 1.7 1.7 1.8 2.0
HD 92945 11.5 10.1 6.3 3.8 2.4 1.9 1.7 1.6 1.6
HIP 81084 22.2 11.2 6.5 4.0 2.3 2.0 2.0 2.0 2.0
HIP 82688 29.6 12.3 8.2 5.9 3.5 2.8 2.6 2.6 2.5
Her/Lyr, 200 Myr
HD 70573 22.6 15.0 9.6 6.5 4.2 3.7 3.6 3.7 3.7
DX Leo ... ... ... 7.8 4.9 3.5 2.7 2.6 2.6
HD 139664 ... ... ... ... 8.5 6.3 4.0 3.3 3.0
Possible AB Dor or Her/Lyr, 200 Myr
BD+1 2447 ... ... 42.3 2.0 1.4 1.1 1.0 1.0 1.0

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4.2. Astrometry of Candidate Companions

We found numerous candidate companions in our images. Candidates were first identified using an automated finding algorithm and then verified by eye. For the entire NICI Campaign sample, candidate companions were found for ∼50% of observed stars. The vast majority of these objects are not expected to be true co-moving companions. To test whether a candidate companion is co-moving with its parent star requires reobserving after enough time has elapsed for significant proper motion and/or parallactic motion of the star in the sky, ideally at the ⩾3 pixel (⩾50 mas) or greater level.

After identifying candidate companions in our reduced images, we first checked if any older archival data from VLT, Hubble Space Telescope (HST) or Gemini were available. In this manner, we were able to immediately identify a number of bright candidates as background objects. Astrometry for candidates observed at multiple epochs with NICI as well as other telescopes is presented in Tables 8 and 9.

Table 8. Properties of Candidate Companions

Name No. Sep PA ΔH ΔT Epochs $\chi ^2_{\nu }$(BG) $\chi ^2_{\nu }$(CPM) dof Comp?
('') (deg) (mag) (yr)
HIP 2729 1 9.986 30.9 10.2 8.33 3 6.61 31.72 4 BG
HD 12894 1 0.322 242.9 3.0 3.22 3 322.08 110.70 4 CPM
CD−58 553 1 6.924 85.3 10.8 4.01 4 0.06 83.96 6 BG
HD 19668 1 5.470 151.0 9.8 9.93 8 0.49 30.57 14 BG
LP 776-25 1 2.570 87.8 7.5 3.13 2 0.16 67.91 2 BG
LP 776-25 2 6.340 264.7 12.9 3.13 2 0.17 14.56 2 BG
LP 776-25 3 7.010 270.1 12.8 3.13 2 1.28 14.48 2 BG
GJ 182 1 4.870 224.7 12.5 4.25 2 2.21 249.10 2 BG
GJ 182 2 7.210 236.9 10.5 4.25 2 3.98 150.44 2 BG
HIP 25283 1 8.162 83.7 15.0 1.98 3 1.60 8.96 4 BG
UY Pic 1 0.757 138.7 11.2 1.07 3 4.98 86.99 4 BG
BD−13 1328 1 2.057 314.3 12.2 0.98 2 0.07 33.11 2 BG
CD−35 2722 1 3.148 243.8 4.7 2.76 4 12.08 5.59 6 CPMa
CD−35 2722 2 9.202 105.5 10.6 2.76 4 0.24 17.96 6 BG
CD−35 2722 3 5.289 275.4 13.3 0.98 2 0.12 3.84 2 BG
AO Men 1 1.501 353.4 13.3 0.92 2 0.26 13.60 2 BG
AO Men 2 2.790 206.3 14.4 0.92 2 0.42 15.62 2 BG
AO Men 3 4.086 307.3 13.3 0.92 2 0.25 9.31 2 BG
AO Men 4 4.600 275.3 15.4 0.92 2 7.49 34.05 2 BG
AO Men 5 5.233 230.0 14.2 0.92 2 0.63 7.95 2 BG
AO Men 6 5.552 248.5 15.2 0.92 2 0.39 7.23 2 BG
AO Men 7 5.768 335.8 14.9 0.92 2 0.17 10.24 2 BG
AO Men 8 6.722 141.9 11.5 0.92 2 0.17 7.84 2 BG
AO Men 9 8.333 151.4 13.0 0.92 2 0.87 16.91 2 BG
AO Men 10 9.763 267.7 13.9 0.92 2 1.42 3.84 2 BG
AB Pic 1 5.406 175.4 6.7           CPMb
GSC 8894 -0426 1 5.232 159.8 12.5 1.20 2 0.75 106.77 2 BG
BD+07 1919 B 1 0.398 108.2 2.45 0.94 2 48.10 2.07 2 CPM
BD+07 1919 A 1 4.667 86.0 16.0 0.96 2 0.06 20.36 2 BG
BD+07 1919 A 2 7.702 151.8 13.6 0.96 2 0.05 52.51 2 BG
HD 70573 1 3.490 134.0 15.5 10.27 2 0.17 17.00 2 BG
HD 70573 2 6.890 305.5 16.6 10.27 2 0.39 23.65 2 BG
DX Leo 1 4.190 183.6 12.0 4.22 2 0.25 2186.44 2 BG
TWA 6 1 2.090 285.8 11.1 6.61 2 0.38 2.50 2 BGc
TWA 7 1 3.203 121.3 8.6 1.05 2 0.14 59.09 2 BG
TWA 7 2 3.931 92.4 14.5 1.05 2 0.04 62.50 2 BG
TWA 7 3 4.948 172.8 13.6 1.05 2 0.45 21.66 2 BG
TWA 14 1 2.386 261.3 11.8 3.18 3 0.40 30.76 4 BG
HD 92945 1 8.961 234.7 10.6 3.22 4 1.39 751.35 6 BG
TWA 8A 1 10.550 37.4 7.4 10.58 2 0.01 40.63 2 BG
TWA 9A 1 7.286 123.1 12.2 1.80 2 2.14 23.36 2 BG
TWA 9A 2 8.260 92.2 10.7 1.80 2 1.47 36.68 2 BG
TWA 25 1 3.499 116.9 14.8 2.13 2 0.28 93.57 2 BG
TWA 25 2 8.615 10.0 11.5 2.13 2 0.17 23.40 2 BG
TWA 25 3 8.638 60.9 13.1 2.13 2 0.22 114.03 2 BG
TWA 25 4 8.943 344.5 10.3 2.13 2 0.31 7.96 2 BG
TWA 20 1 2.903 190.5 14.1 2.27 2 0.10 55.04 2 BG
TWA 20 2 6.694 10.0 11.1 2.27 2 1.44 25.93 2 BG
TWA 10 1 9.168 313.5 12.3 3.23 2 2.27 19.11 2 BG
HR 4796 A 1 4.472 322.7 8.6 18.07 3 0.69 57.48 4 BGd
HD 139664 1 1.940 48.0 13.9 1.25 2 0.89 534.56 2 BG
HD 139664 2 4.550 303.9 15.0 1.25 2 0.40 166.53 2 BG
HD 139664 3 5.620 95.0 14.5 1.25 2 0.04 265.72 2 BG
HD 139664 4 5.640 267.8 14.5 1.25 2 3.24 236.41 2 BG
HD 139664 5 6.240 115.8 13.1 1.25 2 0.27 117.47 2 BG
HD 139664 6 6.770 2.4 14.6 1.25 2 0.04 443.94 2 BG
HIP 81084 1 6.190 238.6 12.7 3.97 2 0.69 790.36 2 BG
HIP 82688 1 3.819 56.9 12.9 8.55 5 655.97 11.84 8 CPMe
HIP 82688 2 2.386 316.5 14.3 0.95 2 3.85 15.74 2 BG
HIP 82688 3 7.811 283.2 7.2 1.87 2 3.31 20.03 2 BG
HD 155555 C 1 2.668 164.3 10.9 1.01 2 1.09 48.30 2 BG
HD 155555 C 2 4.735 336.3 12.8 1.01 2 0.05 52.36 2 BG
HD 155555 C 3 5.634 37.3 8.0 1.01 2 0.06 46.33 2 BG
HD 155555 C 4 6.371 292.4 11.9 1.01 2 0.33 18.38 2 BG
HD 155555 C 5 7.019 323.2 12.0 1.01 2 0.08 38.87 2 BG
HD 155555 C 6 8.049 105.7 9.6 1.01 2 1.10 6.61 2 BG
HD 172555 A 1 7.730 318.9 15.5 3.92 2 0.01 12.11 2 BG
TYC 9073-762-1 1 1.339 105.8 13.4 1.08 2 0.20 62.61 2 BG
TYC 9073-762-1 2 4.142 329.0 7.1 3.96 3 0.31 31.40 4 BG
TYC 9073-762-1 3 7.295 69.1 12.1 1.08 2 1.04 3.51 2 BG
PZ Tel 1 0.330 58.7 5.4 4.82 8 318.93 22.58 14 CPMf
PZ Tel 2 3.870 167.6 10.0 2.99 4 1.43 118.26 6 BG
PZ Tel 3 5.302 37.6 14.8 3.03 2 0.06 10.23 2 BG
PZ Tel 4 6.244 309.0 15.9 3.03 2 0.01 5.67 2 BG
PZ Tel 5 8.446 335.2 10.2 3.03 2 0.11 2.56 2 BG
PZ Tel 6 8.912 160.9 11.9 3.03 2 1.75 3.63 2 BG
HR 7329 1 4.175 167.6 6.6 10.78 2 133.91 3.79 2 CPMg
HIP 95270 1 4.920 254.6 13.1 3.95 2 0.08 5.08 2 BG
HIP 95270 2 6.040 276.6 11.8 3.95 2 0.04 4.36 2 BG
HIP 104308 1 1.681 281.9 12.4 0.75 2 0.68 27.31 2 BG
HIP 104308 2 2.895 264.0 15.5 0.75 2 0.05 14.08 2 BG
HIP 107345 1 13.393 109.5 7.1 36.24 3 0.06 5.50 4 BG
TX PsA 1 5.235 54.0 8.86 1.05 2 0.50 37.83 2 BG
TX PsA 2 7.209 283.2 12.1 1.05 2 0.13 137.66 2 BG

Notes. Summary of the candidate companions detected around each target star. For each candidate we list the separation and position angle at the reference epoch, the contrast between candidate and host star, the time baseline for our astrometric data, the number of epochs, the reduced χ2 statistic for the companion to be background (BG) or common proper motion (CPM), the number of degrees of freedom, and the final determination of each companion: background or common proper motion. Astrometry for individual epochs is in Table 9. aWahhaj et al. (2011). bKnown common proper motion substellar companion, discovered by Chauvin et al. (2005b). cSee Lowrance et al. (2005) for previous background verification. dSpectroscopically verified to be background by Jura et al. (1998). eMetchev & Hillenbrand (2009). fBiller et al. (2010). gLowrance et al. (2000, 2005).

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Table 9. Astrometry of Candidate Companions

Name No. Epoch Measured Position   Background Position Inst. Comp?
Sep σSep PA σPA   Sep σSep PA σPA
('') (deg)   ('') (deg)
HIP 2729 1 2011.89 9.986 0.009 30.9 0.2   ... ... ... ... N BG
    2003.56 10.174 0.024 35.3 0.5   9.990 0.012 35.671 0.191 V BG
    2005.78 10.044 0.288 33.6 1.0   10.001 0.011 34.415 0.191 S BG
HD 12894 1 2011.84 0.322 0.009 242.9 0.2   ... ... ... ... N CPM
    2008.62 0.339 0.020 259.0 1.0   0.251 0.006 194.735 1.455 V CPM
    2008.85 0.331 0.020 257.2 1.0   0.229 0.006 194.856 1.596 V CPM
CD−58 553 1 2011.70 6.924 0.009 85.3 0.2   ... ... ... ... N BG
    2007.69 7.265 0.040 85.2 1.0   7.266 0.016 85.734 0.194 V BG
    2008.85 7.186 0.040 85.2 1.0   7.184 0.017 85.554 0.204 V BG
    2009.04 7.176 0.009 85.7 0.2   7.184 0.023 85.643 0.192 N BG
HD 19668 1 2010.66 5.470 0.009 151.0 0.2   ... ... ... ... N BG
    2001.93 6.781 0.144 149.1 1.3   6.719 0.012 148.750 0.190 S BG
    2002.97 6.662 0.288 150.3 2.6   6.574 0.011 148.894 0.186 S BG
    2009.74 5.566 0.013 150.0 0.5   5.597 0.009 150.616 0.179 V BG
    2010.82 5.429 0.013 150.0 0.5   5.444 0.009 150.758 0.183 V BG
    2010.98 5.415 0.009 150.8 0.2   5.431 0.009 150.564 0.183 N BG
    2011.70 5.320 0.009 151.4 0.2   5.320 0.009 151.189 0.188 N BG
    2011.86 5.301 0.013 151.2 0.3   5.298 0.009 150.972 0.189 L BG

Notes. Astrometry for each candidate companion detected around our target stars from NICI and archival observations. At each epoch we give the measured separation, position angle, and uncertainties as well as the predicted separation and position angle for a background object based on the proper motion and parallax of the primary and the candidate position at the reference epoch, which is the first epoch listed for each candidate. Astrometry is taken from Gemini-South/NICI (N), VLT/NACO (V), Keck/NIRC2 (K), VLT/ISAAC (I), ESO 3.6 m (E), HST/NICMOS (H), HST/ACS (A), Gemini-North/NIRI (G), 2MASS (M), NTT/SOFI (S), LBT (L), Palomar (P), and DSS (D). aMouillet et al. 1997.

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

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For objects with HST/NICMOS observations, we retrieved data from the HST/MAST archive and used the mosaic files. Images taken at different telescope roll angles were subtracted to remove the slowly changing speckle pattern (henceforth roll subtraction). For datasets with images taken at only one roll angle, images were rotated by 180° and subtracted from themselves. We typically performed roll subtraction without any subpixel alignment as most of the candidates were well outside the region where PSF subtraction was important. Lowrance et al. (2005) found the position of the star behind the NICMOS coronagraph using acquisition images and slew vectors gleaned from HST engineering telemetry, and claim that the difference image diffraction spikes do not give an accurate measure of the star's position. Our candidate companions followed up with NICMOS archival data are generally at wide separations (>2'') and with large time baselines (usually ⩾3 yr) relative to the NICI epoch; thus, we often did not require an extremely accurate knowledge of the central star position in order to determine if they were background objects. To see if the simpler method of using the diffraction spikes could be used, we tested this method on 10 stars in the Lowrance et al. (2005) sample by measuring the position of the same companions they reported. We found a mean difference of 1.2 pixels from their positions. Taking this to be entirely due to our centroiding method, we combine it in quadrature with their reported 1.05 pixel (0farcs08) uncertainty to calculate a total uncertainty of 1.6 pixels, or 0farcs12.

Data from Gemini-NIRI were reduced using a custom ADI script (Close & Males 2010). Due to saturation of the primary stars, we estimate our astrometric uncertainty to be ∼2 pixels, or 0farcs044.

Candidates within 400 AU from the star and not in dense stellar fields that were not confirmed or rejected as common-proper motion companions using archival data were reobserved with NICI. NICI astrometry was measured relative to the unsaturated starspot position in either the science or short exposures. The uncertainties in the separation and PA are estimated to be 0farcs009 (0.5 pixel) and 0fdg2 respectively, when the primary is unsaturated, and 0farcs018 (1 pixel) and 0fdg5 when the primary is saturated (Wahhaj et al. 2013b).

From the proper motions and parallaxes of our MG sample stars and pinning to the NICI first epoch position, we can calculate the expected motion relative to the primary star for each candidate companion, assuming that the candidate is a background object. On-sky plots presenting background ephemerides and the actual on-sky motion of each candidate companion relative to the primary are presented in Figures 1114. We compute the χ2 value for the expected background track position relative to the actual sky position for each candidate (see Nielsen et al. 2013). χ2 values are shown in Table 8. Candidates with reduced χ2 values close to 1 are confirmed to be background objects. In total, 81 candidate companions were tested for common proper motion with either archival or second-epoch Gemini/NICI data. Of these candidates, 77 were background objects; however, four co-moving brown dwarf or stellar companions (discussed in more detail in Section 7) were detected for the first time in the moving group sample: PZ Tel B (Biller et al. 2010), CD−35 2722B (Wahhaj et al. 2011), HD 12894B (this work) and BD+07 1919C (this work). We also retrieve the known stellar companion to HD 82688 (Metchev & Hillenbrand 2009), as well as the brown dwarf companions AB Pic B (Chauvin et al. 2005b) and HR 7329B (Lowrance et al. 2000; Guenther et al. 2001).

Figure 11.

Figure 11. On-sky plots for TW Hya association objects. For each candidate, the background track (black curve) is calculated from the proper motion and parallax of the star and position of the candidate at the initial reference epoch. Astrometry at the reference epoch and additional epochs are shown as points with error bars, and a colored line (first epoch—red, second epoch—blue, third epoch—green) connects the position at additional epochs to the expected position on the background track. The labels at the right of each plot give the epochs of each astrometric data point, at the vertical position corresponding to the location on the background track for that epoch. When the epoch is given alone, the observation was conducted with the NICI instrument. Otherwise observational data are taken from VLT/NACO (V), Keck/NIRC2 (K), VLT/ISAAC (I), ESO 3.6 m (E), and Gemini NIRI (G).

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Figure 12.
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Figure 12.

Figure 12. On-sky plots for β Pic MG objects.

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Figure 13.

Figure 13. On-sky plots for Tucana-Horologium and Hercules-Lyra association objects.

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Figure 14.

Figure 14. On-Sky plots for AB Dor MG objects.

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A number of stars (HD 139084 B, V343 Nor, CD−54 7336, CD−31 16041, HD 159911, GJ 560 A, and TYC 7443-1102-1) were near the Galactic Bulge and often possessed extremely dense starfields (>20 objects in the NICI images). As we expect almost all of these candidates to be background objects, we assigned these stars lower priority for second epoch NICI followup and consequently they were not observed before the end of the NICI Campaign. Astrometry for candidates observed at only one epoch and thus unconfirmed as background or common proper motion is presented in Table 17 in the Appendix.

4.3. New Stellar Binaries

In the course of the survey, we discovered two new low-mass stellar companions, HD 12894B and BD+07 1919C (Figure 15).14 NICI and archival datasets analyzed are tabulated in Table 10. Both companions have been confirmed to be common proper motion with their primary using VLT/NACO archival data. Sky plots are shown in Figure 16 and astrometry is presented in Tables 11 and 12. Archival images were sky-subtracted and flat-fielded. Bad pixels identified from a dark image were removed. Images at different dither positions were registered and stacked. Astrometry was derived from both NICI and NACO archival datasets using the star and companion centroids measured from the final reduced stacked images.

Figure 15.

Figure 15. Gemini/NICI and archival VLT/NACO images of two newly discovered low-mass stellar companions, HD 12894B (0.46 ± 0.08 M) and BD+07 1919C (0.20 ± 0.03 M). North is up and east is left in all images.

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Figure 16.

Figure 16. Sky plots for newly discovered stellar binaries, HD 12894B (left) and BD+07 1919C (right). Both new binaries share common proper motion with their parent star and HD 12894B shows clear orbital motion.

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Table 10. Archival Datasets for New Stellar Binaries

Target Date Telescope Filter Mode Length Notes
(UT) (s)
BD+07 1919 2008 Apr 2 VLT/NACO J Direct imaging 450  
  2008 Apr 2 VLT/NACO H Direct imaging 450  
  2008 Apr 2 VLT/NACO Ks Direct imaging 150  
  2009 Mar 12 Gemini/NICI CH4 ASDI 2701 B saturated
            except in short exps
  2009 Mar 12 Gemini/NICI H ADI 1208 B saturated
            in all exposures
  2010 Feb 28 Gemini/NICI H ADI 1389 B saturated
            in all exposures
HD 12894 2008 Aug 14 VLT/NACO L' Direct imaging 1230  
  2008 Nov 7 VLT/NACO Ks Direct imaging 480  
  2011 Nov 3 Gemini/NICI H ADI 2372 B saturated
            except in short exps
            A under mask

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Table 11. Properties of the HD 12894 AB System

  Primary Secondary
Parallax (mas) 20.9 ± 0.5a
Age (Myr) 30 ± 10
Proper motion (μα, μδ) (mas yr−1) (75.7 ± 0.4, −25.0 ± 0.5)a
Separation: 2008.62, VLT/NACO 0.33 ± 0farcs02 (15.7 ± 1.0 AU)
Position angle: 2008.62, VLT/NACO 258.9 ± 1fdg0
Separation: 2008.85, VLT/NACO 0.32 ± 0farcs02 (15.4 ± 1.0 AU)
Position angle: 2008.85, VLT/NACO 257.5 ± 1fdg0
Separation: 2011.84, Gemini/NICI 0.323 ± 0farcs009 (15.4 ± 0.5 AU)
Position angle: 2011.84, Gemini/NICI 244.1 ± 0fdg2
ΔKs (mag) ... 2.96 ± 0.03
ΔL' (mag) ... 2.30 ± 0.07
Ks (mag) 5.52 ± 0.02a 8.48 ± 0.04
$M_{K_s}$ (mag) 2.12 ± 0.05 5.08 ± 0.06
Spectral type F2 ...
Estimated mass (M) 1.10 ± 0.06 0.46 ± 0.08
Estimated semi-major axis (AU) 17$_{-6}^{+14}$
Estimated period (yr) 56$_{-28}^{+70}$

Notes. avan Leeuwen (2007). bInitial combined Ks mag from 2MASS.

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Table 12. Properties of the BD+07 1919 ABC System

  Primary Secondary Tertiary
Parallax (mas) 28.52 ± 2.65a
Age (Myr) 70 ± 10
Proper motion (μα, μδ) (mas yr−1) (1.79 ± 3.75, −138.68 ± 3.25)a
BC separation: 2008.25, VLT/NACO 0farcs358 ± 0farcs02 (12.5 ± 1.4 AU)
BC position angle: 2008.25, VLT/NACO 109fdg7 ± 1fdg0
BC separation: 2009.19, Gemini/NICI 0farcs398 ± 0farcs009 (14.0 ± 1.3 AU)
BC position angle: 2009.19, Gemini/NICI 108fdg2 ± 0fdg2
ΔJ (mag) ... ... 2.45 ± 0.08b
ΔH (mag) ... ... 2.45 ± 0.03b
ΔKs (mag) ... ... 2.32 ± 0.06b
J (mag) 7.94 ± 0.03c 8.22 ± 0.03d 10.67 ± 0.08
H (mag) 7.32 ± 0.04c 7.58 ± 0.06d 10.03 ± 0.07
Ks (mag) 7.26 ± 0.04c 7.45 ± 0.04d 9.77 ± 0.07
MJ (mag) 5.2 ± 0.2 5.5 ± 0.2 8.0 ± 0.2
MH (mag) 4.6 ± 0.2 4.8 ± 0.2 7.3 ± 0.2
$M_{K_s}$ (mag) 4.5 ± 0.2 4.7 ± 0.2 7.0 ± 0.2
Estimated mass 0.70 ± 0.05 0.66 ± 0.05 0.20 ± 0.03 M
Estimated semi-major Axis (BC) (AU) 14$_{-5}^{+12}$
Estimated period (BC) (yr) 55$_{-29}^{+69}$

Notes. avan Leeuwen (2007). bΔ(mag) relative to B component. c2MASS. dInitial combined mag from 2MASS.

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Since the NICI datasets for these binaries either had the starspot saturated or were taken in the narrow methane filters, we calculated broadband photometry from the VLT/NACO archival images. Both companions sit on the wings of the primary PSF. For these datasets, the PSF shape was generally azimuthally symmetric. To obtain photometry, we thus subtracted out a PSF radial profile generated from the azimuthal median of the star image, excluding the position angle range within ±20 degrees of the detected companion. Aperture photometry was performed using 2, 3, 4, 5, and 6 pixel apertures. All apertures produced consistent results; we adopt the results using the 4 pixel aperture here. To estimate photometric errors, photometry was calculated both for individual reduced frames and the final reduced image. We adopt the rms of the values from the individual reduced frames as the photometric error. Our photometry is presented in Tables 11 and 12.

We estimate companion masses based on the models of Baraffe et al. (1998). We adopt Monte Carlo methods to account for the photometric uncertainties as well as the range of possible distances and ages for these binaries. We simulate an ensemble of 106 realizations of the system, drawing from Gaussian distributions in age, parallax, and photometry with 1σ widths taken from the measured uncertainties on these parameters. For each realization, we then interpolate with age and single-band absolute magnitude to estimate the mass of the companion from the models of Baraffe et al. (1998). The adopted mass is then the peak of the output distribution of simulated realizations, with error bars drawn from the 68% confidence limits of the output distribution. Results using J, H, and Ks single band absolute magnitudes yielded consistent results; Ks band results are presented in Tables 11 and 12. No estimate was made for the L' band observations of HD 12894, as we could not find an apparent L' magnitude for HD 12894 in the literature. We find best mass estimates of 0.46 ± 0.08 M for HD 12894B and 0.20 ± 0.03 M for BD+07 1919C.

These relatively massive (0.2–0.5 M) companions have, unsurprisingly, shown some orbital motion between the archival and NICI epochs. Thus, these orbits may yield dynamical mass measurements on a 10–20 yr timescale. To determine the necessary timescales to measure these orbits, we estimate their semi-major axes and periods. Assuming a uniform eccentricity distribution between 0 < e < 1 and random viewing angles, Dupuy & Liu (2011) compute a median correction factor between projected separation and semi-major axis of 1.10$^{+0.91} _{-0.36}$ (68.3% confidence limits). Using this correction factor, we derive a semi-major axis of 16.9$^{+14.1}_{-5.6}$ AU for HD 12894AB and a semi-major axis of 13.8$^{+11.5}_{-4.8}$ AU for BD+07 1919BC (neglecting the presence or influence of A, which lies several arcsec and >200 AU away). To convert from semi-major axis to period requires an estimate of the total system mass. We estimate the primary masses using the same Monte Carlo method as described above for the secondary masses, giving a mass of 1.10 ± 0.06 M for HD 12894 and 0.70 ± 0.05 M and 0.66 ± 0.05 M for BD+07 1919B and C respectively. Combining with the previously estimated companion masses, we estimate periods of 56$^{+70}_{-28}$ yr for HD 12894AB and 55$^{+69}_{-29}$ yr for BD+07 1919BC. Further orbital monitoring will thus be necessary to better constrain the semi-major axes and periods of these orbits.

4.4. PZ Tel—No Debris Disk

In Biller et al. (2010), we reported the detection of a 36 ± 6 MJup companion to the young solar analogue PZ Tel, a member of the β Pic moving group. Due to the considerable on-sky motion of PZ Tel B, we were able to constrain the eccentricity of the PZ Tel B orbit to >0.6 through Monte Carlo orbital simulations with just two epochs of NICI astrometry. Recently, this result has been confirmed by Mugrauer et al. (2012).

PZ Tel had previously been reported to have 70 μm excess emission and hence a debris disk (Rebull et al. 2008). The existence of a debris disk is hard to reconcile with the highly eccentric orbit of the brown dwarf companion, which would likely disrupt the outer debris disk as it moves through it. However, recent analysis of both Spitzer 24 and 70 μm data as well as Herschel 70, 100, and 160 μm data yield no detection of excess in any band at the location of PZ Tel AB (G. Bryden 2013, private communication). There is a very red source ∼25'' north of PZ Tel AB which is likely extragalactic. The centroiding algorithm used by Rebull et al. (2008) allows for the centroid position to move from the target position in order to account for pointing errors and as a result likely mis-identified the extragalactic source as PZ Tel (L. Rebull 2013, private communication). Thus, PZ Tel does not possess a debris disk.

4.5. AB Pic B—Typical L0.5 Colors with NICI

Chauvin et al. (2005b) reported the discovery of a faint companion to the Tuc-Hor association star AB Pic, with an estimated mass of 13–14 MJup. Compared to other objects of its spectral type, AB Pic B's published J-band absolute magnitude is anomalously faint for its spectral type of L0.5 (Allers & Liu 2013; Dupuy & Liu 2012). The published colors of this object are also quite red for its spectral type. During the NICI Campaign, we acquired new J and KS photometry for AB Pic B, presented here in Table 13. While we measure a similarly red JKS = 1.78 ± 0.17 mag (versus 2.04 ± 0.13 mag from Chauvin et al. 2005b), we find a considerably brighter J magnitude of 7.97 ± 0.14 mag for b (versus 8.6 ± 0.1 mag from Chauvin et al. 2005b). In Figure 17, we plot spectral type versus J magnitude for AB Pic B and a number of comparison objects. The Chauvin et al. (2005b) photometry places AB Pic B fainter than expected for its spectral type. Assuming the measured difference in photometry is not due to true variability, our brighter J-band magnitude places AB Pic B firmly into the expected position for its spectral type.

Figure 17.

Figure 17. Infrared spectral type vs. absolute J magnitude for AB Pic B and other L0-L6 field dwarfs. Photometry for AB Pic B from Chauvin et al. (2005b) and the present study are plotted for comparison. We find a comparatively brighter J magnitude for AB Pic B compared to the photometry from Chauvin et al. (2005b), which shifts AB Pic B from being anomalously faint into the brightness sequence expected for its spectral type. Data for the comparison objects are taken from Dupuy & Liu (2012).

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Table 13. Photometry for AB Pic AB

  Primarya Secondary
ΔJ (mag) ... 7.97 ± 0.14
ΔKs (mag) ... 6.79 ± 0.10
J (mag) 7.58 ± 0.03 15.55 ± 0.14
Ks (mag) 6.98 ± 0.03 13.77 ± 0.10
JKs (mag) 0.60 ± 0.04 1.78 ± 0.17
MJ (mag) 4.26 ± 0.07 12.23 ± 0.16
$M_{K_s}$ (mag) 3.66 ± 0.07 10.45 ± 0.12

Note. aPrimary photometry from 2MASS.

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5. STATISTICAL ANALYSES OF THE NICI MG SURVEY

Here we present limits on the frequency of wide giant extrasolar planets based on two different statistical analyses of our achieved sensitivities for the MG sample. Two of our sample stars have confirmed planetary or planet-brown dwarf boundary companions, specifically β Pic and AB Pic. The bona fide planet around β Pic was not detected in our first epoch Campaign data while AB Pic B was clearly detected. Including two stars with known <20 MJup companions poses issues for determining an unbiased estimate of planet frequency from our survey. Specifically, it is unclear how much we bias our estimate of planet frequency toward higher values by including a priori known companions. Thus, for the purposes of this analysis, we exclude these two stars from the sample. In Section 5.2.4, we consider the effect of adding these two stars and their companions.

5.1. Monte Carlo Constraints on Planet Fraction

Following the method of Nielsen et al. (2008) and Nielsen & Close (2010), we use Monte Carlo methods to constrain our sensitivity to planets around each target star and combine these results to place constraints on planet fraction across our entire moving group sample. First, we simulate 10,000 planets with a given semi-major axis and mass, as well as randomly selected orbital parameters and eccentricity drawn from the eccentricity distribution of radial velocity planets (Nielsen & Close 2010). The ensemble of simulated planets in mass, semi-major axis variables are then converted to equivalent contrasts and projected separations using the COND models of Baraffe et al. (2003) and the simulated orbital parameters. This simulation was repeated at masses of 0.5–16.9 MJup, in steps of 0.164 MJup, and at semi-major axes of 0–4200 AU, with step size varying as a function of distance (0.286 AU out to 20 AU, 5.333 AU from 20 to 100 AU, 7.333 AU from 100 to 210 AU, 10 AU from 210 to 500 AU, 20 AU from 500 to 1000 AU, 40 AU from 1000 to 2000 AU, and 100 AU from 2000 to 4200 AU). The converted ensemble is then compared with the attained ASDI and ADI contrast curves for the star to derive the percentage of simulated planets detected at the particular combination of semi-major axis and mass. In cases where a candidate companion was observed in only a single epoch and thus not confirmed as background or common proper motion, we cut off the contrast curve at the separation of the unconfirmed candidate companion or utilized a shallower contrast curve from an earlier epoch where the unconfirmed candidate was not detected. A number of stars near the Galactic bulge have been dropped from this analysis due to numerous unconfirmed candidate companions, specifically: CD−54 7336, CD−31 16041, HD 159911, V343 Nor, and HD 139084B. In total, 73 stars were used for this analysis. For the ASDI contrast curve comparison, the fluxes of simulated planets are modified to simulate the effect of ASDI self-subtraction using the SpeX Prism Library of ultracool dwarfs to partition flux between the on- and off-methane absorption images (see Nielsen et al. 2013; Nielsen & Close 2010). This contrast curve comparison procedure is then repeated along a grid of semi-major axes and masses.

After calculating the detection probability grid for each star in the sample, we use these values to place constraints on the planet frequency over the entire sample as a function of semi-major axis and mass. For a given bin in {semi-major axis, mass}, the number of planets we expect to detect is given by

Equation (1)

where Pi(a, m) is the fraction of planets with semi-major axis and mass (a, m) we could detect given the achieved contrast for star i (i.e., the quantity calculated in our Monte Carlo simulations) and fp(a, m) is the fraction of stars that have such a planet to detect, hereafter referred to as "planet fraction."

According to radial velocity studies, higher mass stars may preferentially host giant planets compared to lower mass stars (Johnson et al. 2007, 2010).15 To account for this variation, we introduce a mass correction to adjust the probability that a given star hosts a planet based on that star's mass:

Equation (2)

where Fp(M*) is the relative probability of hosting giant planets as a function of mass, based on the linear fit of planet frequency as a function of mass for RV planets from Johnson et al. (2010). The mass-corrected version of Equation (1) is then

Equation (3)

We normalize this correction at 1 M since our sample is composed primarily of FGK stars. To estimate the mass of each of our sample stars, we interpolated from the models of Siess et al. (2000). First, we converted V and V − K to Mbol and Teff using the lookup table developed for PMS stars in Kenyon & Hartmann (1995). Then we used the Siess et al. (2000) solar metallicity tracks for 0.1–7 M stars to find the stellar mass which best reproduces the observed Mbol and Teff.

In the zero-detection case, we use Poisson statistics to set an upper limit on the planet fraction for our entire ensemble. Assuming that planet fraction at a given semi-major axis and mass is the same for all survey stars, we remove fp from the sum. The 95% confidence level upper limit on planet fraction, $f_{p,95\%}$ is then

Equation (4)

where 3 is the Poisson expectation value to set a 95% confidence upper limit on planet fraction in the null result case.

Many of our sample stars have binary companions, which may disrupt the formation of planets in that system. To account for the effect of binary companions, we have followed the approach detailed in Nielsen et al. (2013) and define an "exclusion zone" around each of the binaries in our sample in which we do not expect planets to form and thus where we do not simulate planets. Binaries in our sample are listed in Table 14.

Table 14. Stellar and Brown Dwarf Binaries to Sample Stars

Primary Star Projected Separation Sp. Type or Est. Mass Reference
(AU)
BD+7 1919A 211 K5 Dommanget & Nys (2002)
BD+7 1919B 14 ∼0.2 M Discovered in this work
HD 12894 15.5 ∼0.5 M Discovered in this work
PZ Tel 16.4 ∼40 MJup Biller et al. (2010)
CD−35 2722 67 ∼30 MJup Wahhaj et al. (2011)
HR 7329 200 M7–M8 Lowrance et al. (2000), Guenther et al. (2001)
AB Pic 250 L0.5 Chauvin et al. (2005b)
TYC 7443-1102-1 1520 M0 Lépine & Simon (2009)
CD−53 544 936 K6 Companion is AF Hor, Mason et al. (2013)
AF Hor 936 M2 Companion is CD−53 544, Mason et al. (2013)
GJ 2036 A 129 M3 Companion is GJ 2036 B, Dommanget & Nys (2002)
GJ 2036 B 129 M3 Companion is GJ 2036 A, Dommanget & Nys (2002)
HIP 26369 621 K6 Companion is UY Pic, Dommanget & Nys (2002)
UY Pic 621 K0 Companion is HIP 26369, Dommanget & Nys (2002)
HD 45270 376 ... Dommanget & Nys (2002)
DX Leo 1150 M4.5 Dommanget & Nys (2002)
HIP 82688 181 0.31 M Metchev & Hillenbrand (2009)
HR 4796 A 560, 2900 M2.5, — Dommanget & Nys (2002)
HR 4796 B 560, 2900 A0, — Dommanget & Nys (2002)
GJ 560 A 260 K5 Dommanget & Nys (2002)
TWA 8A 611 M5 Mason et al. (2013)
TWA 9A 271 M1 Comp. is TWA 9A, Dommanget & Nys (2002)
TWA 9B 271 K5 Comp. is TWA 9B, Dommanget & Nys (2002)
HIP 10679 375 F5 Dommanget & Nys (2002)
BD−21 1074A 398 M3 Mason et al. (2013)
V343 Nor 411 M4 Mason et al. (2013)
HD 164249B 309 F6 Mason et al. (2013)
HD 172555A 2052 K5 Mason et al. (2013)
GJ 799A 39 M4 Mason et al. (2013)
HIP 112312A 839 M5 Companion to TX PsA, Dommanget & Nys (2002)
TX PsA 839 M4 Companion to HIP 112312A, Dommanget & Nys (2002)

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We also account for nonuniform position angle coverage of our observations at large angular separations. The NICI detector is square, with the focal plane mask and target star placed offset from the center. As a result, while we image 360° in position angle at small separations, at larger separations (≳6farcs3) our coverage declines as some position angles are off the edge of the detector. In our Monte Carlo simulations we account for this effect by generating a uniform random variable between 0 and 1 for each simulated planet. If that random variable is greater than the fractional angular coverage at the projected separation of the simulated planet, then that planet is considered undetectable even if it is brighter than the contrast curve. This parameter is similar to the position angle of nodes (rotation of the orbit on the plane of the sky), which follows a uniform distribution. When multiple contrast curves are available for a single target star, this random variable is also preserved across all epochs so that the same set of simulated planets are compared to each contrast curve for the same star.

Figure 18 gives the upper limit on planet fraction $f_{p,95\%}$ as a function of semi-major axis and planet mass for our entire moving group sample, using the models of Baraffe et al. (2002) to convert between achieved survey contrast and predicted detectable planet mass. Upper limits on planet fraction as a function of semi-major axis for this analysis (i.e., single mass cuts from Figure 18) are presented in Table 15. Giant planets are rare at wide separations; for instance we expect less than 10% of stars to possess a 2 MJup planet at semi-major axes of 49–290 AU. Note that this analysis does not assume a particular distribution of planets as a function of mass and semi-major axis.

Figure 18.

Figure 18. 95% confidence upper limit on planet fraction as a function of semi-major axis and planet mass for our entire MG survey sample, using the models of Baraffe et al. (2002, 2003) and the Monte Carlo method described in Nielsen et al. (2008) and Nielsen & Close (2010). We also utilize here a mass correction to adjust the probability that a given star hosts a planet based on that star's mass, drawn from the linear fit of planet frequency as a function of mass for RV planets from Johnson et al. (2010). In general, we find that giant planets are rare at wide separations in our sample: we expect less than 10% of stars to possess a 2 MJup planet at separations of 49 to 290 AU, at a 95% confidence level. Note that this analysis does not assume a particular distribution of planets as a function of mass and semi-major axis.

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Table 15. Upper Limits on Planet Fraction from the Monte Carlo Analysis

Mass (MJup) Planet Fraction Upper Limit
⩽5% ⩽10% ⩽20% 50%
1 ... ... 67–290 AU 24–610 AU
2 ... 49–290 AU 22–550 AU 12–880 AU
4 ... 25–380 AU 14–640 AU 9.3–1100 AU
10 ... 19–390 AU 12–660 AU 7.4–1100 AU

Note. This table gives the range in semi-major axis at which a given upper limit on planet fraction is reached for a given planet mass. For example, between semi-major axis of 67 and 290 AU fewer than 10% of MG stars can have giant planets more massive than 1 MJup.

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5.2. A Bayesian Analysis of the NICI MG Survey

Bayesian methods provide a powerful complement to frequentist Monte-Carlo methods for interpreting large-scale direct imaging surveys for exoplanets (see, e.g., Nielsen et al. 2008; Nielsen & Close 2010; Bonavita et al. 2012). Frequentist Monte-Carlo methods produce useful star-by-star constraints but sometimes have difficulties interpreting positive detections. In contrast, Bayesian methods produce less useful star-by-star constraints but can seamlessly handle both null and positive detections, as well as data analysis using multiple parameter models. Here we apply the Bayesian statistical analysis method pioneered by Allen (2007) to the NICI MG sample. Our goal is to estimate the frequency of planets based on the observational constraints produced by our survey, given the limits of our sample size and sensitivity.

5.2.1. Bayes' Theorem

Bayes' theorem can be simply derived from the basic rules of probability and provides a powerful means to analyze and interpret data (e.g., Sivia & Skilling 2006). At the end of our experiment, the quantity we would like to determine is

Equation (5)

which is the probability that a given model is correct given the data in hand as well as any other prior information I. This quantity is the posterior probability distribution function (henceforth posterior PDF). The power of Bayes' theorem is it allows us to relate the posterior PDF to other, more easily calculated quantities

Equation (6)

The quantity Prob(data|model, I) is known as the likelihood function—it is the probability of obtaining the data on hand given a specific model and additional prior information. The quantity Prob(model|I) is known as the prior probability (or simply the prior) and includes any additional prior information we know about the problem. Thus, by formulating reasonable likelihood functions and priors for a direct imaging planet detection survey, we can derive the posterior PDF and constrain models for the underlying planet population.16

5.2.2. Description of Method

Calculating the posterior PDF for one bin in observable space. We adapt the method established in Allen (2007) and Kraus et al. (2011) for studying stellar binarity in the context of a direct imaging survey of exoplanets. Allen (2007) model the distributions of substellar and stellar binary mass ratios and semi-major axis as a power law in mass ratio and a Gaussian in semi-major axis (henceforth a). For exoplanet companions to stars, we adopt instead the form of the power law distributions derived for RV planets by Cumming et al. (2008), and consider only the planet mass (henceforth m) rather than the mass ratio adopted for binaries:

Equation (7)

Equation (8)

Following the procedure of Nielsen et al. (2008) and Nielsen & Close (2010), we extend the semi-major axis power-law out to a limiting cutoff value, since earlier studies already rule out a significant population of giant planets at very wide separations (Nielsen & Close 2010). While such planets do exist (e.g., Lafrenière et al. 2008; Ireland et al. 2011), they are much less common than planets detected via radial velocity at closer separations (Fischer & Valenti 2005; Cumming et al. 2008; Nielsen & Close 2010).

Thus, we are left with four parameters to our models: the two power-law indices α and β, the outer cutoff of the semi-major axis distribution (henceforth amax), and F, the fraction of stars with planets. We define F such that the planet fraction over a given range of semi-major axes and masses is

Equation (9)

where C0 is a normalization constant (and thus a function of F, α, β, and amax).

The probability to find a planet around a star in a given {semi-major axis, mass} bin, for a particular set of values for α, β, amax, and F, is then the planet fraction within that bin:

Equation (10)

Equation (11)

where C0 can be determined from Equation (9).

To compute the likelihood, we calculate how many planets we expect to detect with this model in each {semi-major axis, mass} bin and compare with the actual number of planets (generally 0) detected in each bin, accounting for projection effects between semi-major axis and projected separation. For a given {semi-major axis, mass} bin and set of model parameters, the number of planets predicted will be

Equation (12)

where Nobs is the number of times this {semi-major axis, mass} bin was observed in our survey (derived from the contrast curves and stellar properties of each survey star). For instance, if we observe 50 stars in our survey and 30 of the observed stars have contrasts deep enough to image a 10 MJup planet at a semi-major axis of 10 AU, then Nobs(10 AU, 10 MJup) = 30. We then wish to compare Npred with Ndet, the number of planets detected for a given {semi-major axis, mass} bin. To compare data and model, we need to adopt a likelihood estimator. Since we expect to detect only small numbers of planets, our survey can be treated as a counting experiment. Thus, we adopt Poisson statistics to calculate the likelihood:

Equation (13)

To derive the posterior PDF for this bin, we must multiply the likelihood by any prior probability distribution for our parameters. For now, we adopt the simple uniform priors for α, β, F, and amax:

Equation (14)

Multiplying the likelihood and prior then yields the posterior PDF for this {semi-major axis, mass} bin.

Generalization across observable space. In the last section, we showed how to calculate the posterior PDF for one {semi-major axis, mass} bin. This can be generalized across all {semi-major axis, mass} bins for the survey fairly easily. We generalize Nobs and Ndet into two-dimensional (2D) arrays for each {projected separation, mass} bin observed, which we will henceforth call the window function and detection array, respectively.

To build the window function, we use the contrast curve for each survey star to define the ranges in separation and mass where planets can be detected and the ranges where the contrast is insufficient to do so. Often stars were observed in both ADI and ASDI modes; in these cases, we adopt the best contrast value from the available curves at each given separation. When ASDI contrast curves are used, they are corrected for spectral self-subtraction, assuming no methane absorption (i.e., the most conservative contrast case). In cases where a candidate companion was observed in only a single epoch and thus not confirmed as background or common proper motion, we cut off the contrast curve at the separation of the unconfirmed candidate companion or utilized a shallower contrast curve from an earlier epoch where the unconfirmed candidate was not detected. A number of stars near the Galactic bulge have been dropped from this analysis due to numerous unconfirmed candidate companions, specifically: CD−54 7336, CD−31 16041, HD 159911, V343 Nor, and HD 139084B. In total, 73 stars were used for this analysis. Bins where a planet can be detected are assigned a value of 1 and bins where no planet can be detected are assigned a value of 0. We account for nonuniform position angle coverage of our contrast curves by multiplying the window function for each star by the fractional coverage at each separation. We then convert the window function expressed in projected angular separation and contrast to projected physical separation and estimated mass using the known distance and age of each star and either the DUSTY models of Baraffe et al. (2002) or the COND models of Baraffe et al. (2003). The detection array is set up in a similar manner—as a simple array with the number of objects detected in each {separation, mass} bin. As exoplanets cool with age, dust should condense from their atmospheres, producing a transition from red, dusty spectra (DUSTY) to bluer spectra characterized by methane absorption (COND). However, no directly imaged planet to date has yet to show methane absorption in the near-IR, so we choose here to present results using both of these models.

We then calculate the posterior PDF for each {separation, mass} point. This calculation is accomplished using a small scale Monte-Carlo simulation. At each physical separation point, we simulate 106 planetary orbits, drawing eccentricity, orbital phase, and other orbital elements randomly. We solve for the semi-major implied for each simulated orbit, then produce a histogram of the result with a 5 AU binsize. The posterior PDF is calculated for each semi-major axis bin in this histogram and then weighted according to the number of simulated orbits falling into that bin to produce the posterior PDF at each given {separation, mass} point. We calculate the posterior in this manner at each {separation, mass} point and then multiply the posterior PDFs across all these points to get the full posterior PDF across observable space for this set of model parameters. This process is repeated for all sets of model parameters of interest to derive the full posterior PDF as a function of the four model parameters.

5.2.3. Results with No Planet Detections

To determine what section of parameter space can be ruled out by our exoplanet non-detection around MG stars, we ran the Bayesian analysis with all four parameters allowed to vary. Since our contrast curves are only 95% complete, we systematically estimate a slightly low planet fraction, but this effect is likely minor. Additionally, we have adopted hot-start models here, which predict considerably brighter planets at these young ages compared to cold-start or warm-start models (for instance Spiegel & Burrows 2012 and Marleau & Cumming 2013). Thus, we predict systematically more stringent upper limits on planet fractions than would be found with cold start models. For window functions and the detection function, we considered a linear grid in separation (in AU) running from 10.5 to 1015.5 AU, with points every 5 AU and a linear grid in mass (in Jupiter masses) running from 0.2 to 19.2 MJup, with points every 1 MJup, thus fully covering the mass range of possible planets as well as low mass brown dwarfs which could plausibly form via core accretion (Schneider et al. 2011). The grids for α and β were centered on the values α = −1.16 and β = −0.61, derived from radial velocity planet distributions (Cumming et al. 2008) and converted from the logarithmic units used in Cumming et al. (2008) to linear units here. We allowed α to run from −2.09 to −0.16 in increments of 0.066, β to run from −1.54 to 0.39, in increments of 0.066, F to run from 0.005 to 0.972 in increments of 0.033, and semi-major axis cutoff amax to run from 12.5 AU to 152.5 AU in increments of 5 AU. We choose to investigate this range of semi-major axis cutoff values as a value of amax < 10 AU is ruled out by radial velocity studies (Cumming et al. 2008; Fischer & Valenti 2005) and a value of amax > 150 AU is ruled out by previous directly imaging studies (Nielsen & Close 2010). Planet fraction F, and hence also the normalization constant C0, are calculated over the range 10–150 AU.

Obviously, the complete four-dimensional posterior PDF cannot be fully visualized, so to present the results, we have calculated one-dimensional (1D) and 2D marginalized posterior PDFs by integrating over some of the parameters. One-dimensional marginalized posterior PDFs are presented in Figure 19 for both DUSTY (Baraffe et al. 2002) and COND models (Baraffe et al. 2003). The 2D marginalized posterior PDFs are presented in Figure 20 for the DUSTY models and in Figure 21 for the COND models. All PDFs are plotted in logarithmic units.

Figure 19.

Figure 19. 1D marginalized posterior PDFs including four free parameters, using the DUSTY models of Baraffe et al. (2002; magenta asterisks) and the COND models of Baraffe et al. (2003; black filled circles). Posterior probability is plotted in natural logarithmic units. The same plot range in ln(PDF) is used for each 1D marginalized posterior PDF in order to clearly illustrate that, except for the planet frequency F, these marginalized posteriors remain unconstrained (i.e., no clear peak or trailing off to 0). Thus, we have only put confidence intervals on the planet fraction for semi-major axes between 10–150 AU. Using the DUSTY models, at a 95.4% confidence level, planet fraction must be ⩽18% marginalized over the ranges alpha = [−2.1, −0.2], beta = [−1.5, 0.4], and cutoff = [10 AU, 150 AU]. Using the COND models, at a 95.4% confidence level, planet fraction must be ⩽6%, marginalized over the ranges alpha = [−2.1, 0.2], beta = [−1.5, 0.4], and cutoff = [10 AU, 150 AU].

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Figure 20.

Figure 20. Two-dimensional marginalized posterior PDFs with four free parameters, with contours displayed as ln(PDF) and using the DUSTY models of Baraffe et al. (2002). Posterior probability is plotted in logarithmic units, with 10 contour levels equally spaced in logarithmic space from the minimum value of each posterior PDF to the maximum value. As different posterior PDFs traverse very different probability ranges, we have included the range of ln(PDF) values plotted in the title for each subplot. Posterior PDFs which cover a greater probability range are more constrained. The ratio of these units for two different contour levels yields the relative likelihood of parameter combinations along those respective contours. Darker regions indicate parameter combinations with lower likelihood. We have not normalized these marginalized posterior PDFs, as they remain unconstrained in the null detection case.

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Figure 21.

Figure 21. Two-dimensional marginalized posterior PDFs with four free parameters, with contours displayed as ln(PDF) and using the COND models of Baraffe et al. (2003). Posterior probability is plotted in logarithmic units, with 10 contour levels equally spaced in logarithmic space from the minimum value of each posterior PDF to the maximum value. As different posterior PDFs traverse very different probability ranges, we have included the range of ln(PDF) values plotted in the title for each subplot. Posterior PDFs which cover a greater probability range are more constrained. The ratio of these units for two different contour levels yields the relative likelihood of parameter combinations along those respective contours. Darker regions indicate parameter combinations with lower likelihood. We have not normalized these marginalized posterior PDFs, as they remain unconstrained in the null detection case.

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Non-detection of planets with such a large sample and deep contrasts places the strongest constraints to date on the planet fraction F for directly imaged exoplanets. We derive upper limits on planet fraction F by normalizing our 1D marginalized posterior PDF for F. Upper limits on planet fraction F are tabulated in Table 16. For the DUSTY models, a semi-major axis range of 10–150 AU, and companion masses of 1–20 MJup, our 95.4% confidence limit on F is ⩽18%, and at a 99.7% confidence level, F ⩽ 44%. For the same parameter ranges and the COND models, at a 95.4% confidence level, F ⩽ 6%, and at a 99.7% confidence level, F ⩽ 14%. This is consistent with the results from our Monte Carlo simulations as well (see Table 15) and is valid for a wide range of possible planet distributions. Our results strongly constrain the frequency of planets within semi-major axes of 50 AU as well. For the DUSTY models, a semi-major axis range of 10–50 AU, and companion masses of 1–20 MJup, at a 95.4% confidence level, F ⩽ 21%, and at a 99.7% confidence level, F ⩽ 51%. For the same parameter ranges and the COND models, at a 95.4% confidence level, F ⩽ 7%, and at a 99.7% confidence level, F ⩽ 17%. The similar constraints obtained for 10–50 AU as for 10–150 AU suggests that the 50–150 AU semi-major axis range is quite devoid of planets.

Table 16. Upper Limits on Planet Fraction from the Bayesian Analysis

Model 95.4% Confidence Limit 99.7% Confidence Limit
Planet Fraction Upper Limit, 1–20 MJup, 10–150 AU
DUSTY ⩽18% ⩽44%
COND ⩽6% ⩽14%
Planet Fraction Upper Limit, 1–20 MJup, 10–50 AU
DUSTY ⩽21% ⩽51%
COND ⩽7% ⩽17%

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Other than for F, however, our marginalized posterior PDFs remain unconstrained (i.e., no clear peak or trailing off to 0) and do not cover a wide range in ln(PDF). While the marginalized 1D posterior PDF for planet fraction F varies by over 10 orders of magnitude (Figure 19), the marginalized 1D posteriors for the other 3 parameters vary by <1.5 orders of magnitude (a factor of 4.5 at most). Thus, we do not place confidence intervals on parameters other than the planet frequency F.

While we can place strong limits on F by marginalizing over the other three parameters, determining the best-fit power law parameters for directly imaged planet populations must be deferred until there is a statistically significant population of such objects to fit. The choice of a power-law model for directly imaged planet distributions is based on fits to the properties of radial velocity planet (Cumming et al. 2008); it is not known yet whether this is the best model to describe directly imaged planet distributions.

Table 17. Candidate Companions with One Epoch of Data

Star No. Sep Sep PA ΔH Epoch Action
('') (AU) (deg) (mag)
AO Men 1 4.74 183 108.1 15.6 2009.1041 Revert to 2009.10 ASDI
  2 6.87 264 32.1 15.6 2009.1041  
  3 6.92 266 102.4 14.7 2009.1041  
  4 7.86 303 65.4 15.2 2009.1041  
CD−54 7336 1 2.92 193 252.5 8.1 2009.2684 Drop
  2 4.26 281 228.6 15.0 2009.2684  
  3 4.32 285 27.7 10.6 2009.2684  
  4 4.74 313 207.1 13.2 2009.2684  
  5 5.39 356 264.5 14.1 2009.2684  
  6 6.28 415 132.0 11.6 2009.2684  
  7 6.36 420 100.6 5.7 2009.2684  
  8 6.55 433 332.6 14.6 2009.2684  
  9 6.95 459 296.6 13.3 2009.2684  
  10 7.04 465 167.6 11.5 2009.2684  
  11 7.15 472 91.6 11.7 2009.2684  
  12 7.68 507 105.5 11.1 2009.2684  
  13 8.17 539 284.1 13.4 2009.2684  
  14 8.24 544 346.0 13.2 2009.2684  
  15 8.67 572 100.1 14.7 2009.2684  

Notes. Target stars with candidate companions for which we only have a single epoch of data. Since we cannot classify these as either CPM or background, we provide the properties of these candidates here and note the changes we make to the contrast curves in the Action column. Contrast curves are edited either by reverting to a less sensitive contrast curve or restricting the contrast curve to within a given separation. For cases where we have only a single epoch and there are candidates inside the 100% coverage region for position angle, we drop the star from our analysis.

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

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5.2.4. Results with the AB Pic and β Pic Detections

Our Bayesian approach can seamlessly handle both planet detections and non-detections. Here we rerun the Bayesian analysis described above, this time adding in AB Pic and β Pic, the two stars with already known planetary or low mass brown dwarf (<20 MJup) companions in our sample. We adopt a mass estimate of 8 MJup (i.e., the middle of the range found by Bonnefoy et al. 2013) and a projected separation of 8.5 AU (Chauvin et al. 2012) for β Pic b. For AB Pic B, we adopt a mass estimate of 13.5 MJup (Bonnefoy et al. 2010) and a projected separation of 275 AU (Chauvin et al. 2005b).

The Bayesian analysis described above was rerun with the 73 original stars, and including (1) only the β Pic b detection, (2) only the AB Pic B detection, and (3) both detections. Results are presented in Figure 22. Including the companions affects the shape of the marginalized PDF for planet fraction F and also provide a significant constraint on amax, the semi-major axis cutoff. The marginalized PDFs for planet fraction F with β Pic b only and for both detections now show a peak at ∼4%, as a clear detection of a close companion rules out a zero value for planet fraction F in the 10–150 AU range. For the β Pic b only case, planet fraction F = 0.04$_{-0.04}^{+0.35}$, with 95.4% confidence level error bars, so, as expected, detection of a single object does not highly constrain F. The AB Pic B detection is at much larger separation than the β Pic b detection, so it provides much less of a constraint on planet fraction in this range, as there is only a very slight chance that this companion has a semi-major axis <150 AU (i.e., a highly eccentric orbit). The marginalized PDF for planet fraction F in this case shows some flattening at small values of F but no clear peak. As in the non-detection case, α and β do not cover enough range in ln(PDF) to yield useful constraints. Given that the two companions were detected in very different separation regimes, they provide contradictory constraints on cutoff, with the AB Pic B detection strongly ruling out amax < 100 AU and the β Pic b weakly ruling amax > 100 AU. While it is informative to investigate how single detections with varying estimated masses and separations affect the shape of the posterior PDF, it is dangerous to draw conclusions based on such a small sample of detections. Detection of a larger cohort of similar companions is necessary to put consistent constraints on the properties of such objects.

Figure 22.

Figure 22. Comparison of 1D marginalized posterior PDFs including (left) only the β Pic b detection, (center) only the AB Pic B detection, and (right) both detections. Posterior probability is plotted in logarithmic units. For AB Pic B, in the case of small (<50 AU) cutoffs, ln(PDF) trended to negative infinity and is not plotted here.

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6. DISCUSSION

While a number of giant planets and giant planet candidates have now been imaged at separations >20 AU, large-scale surveys illustrate that such planets are comparatively rare around main-sequence solar analogs and low mass stars. Of the ensemble of directly imaged planets known to date, most have been discovered around A stars (HR 8799bcde, Fomalhaut b, β Pic b, WD 0806-661; Marois et al. 2008, 2010; Kalas et al. 2008; Lagrange et al. 2009, 2010; Luhman et al. 2011; Quanz et al. 2013; Rameau et al. 2013b), with a few also discovered around very young solar analogs (1RXS J160929.1−210524b, LkCa 15b, GSC 06214−00210b, Lafrenière et al. 2008; Kraus & Ireland 2012; Ireland et al. 2011). Only one planet has been directly imaged to date around a main-sequence solar analogue (GJ 504b; Kuzuhara et al. 2013). Two companions right at the deuterium burning limit have recently been reported around M stars (Bowler et al. 2013; Delorme et al. 2013), but no companion with estimated mass <10 MJup has yet been imaged around a low mass star.

The small number of detected planets is not due to a lack of stars surveyed. Our NICI survey of 80 stars is the largest single sample of MG stars observed. Significant numbers of MG stars have also been observed as part of the Gemini Deep Planet survey (Lafrenière et al. 2007a), International Deep Planet Survey (Vigan et al. 2012), SDI survey (Biller et al. 2007), Deep Imaging Survey of Young, Nearby Austral Stars (Chauvin et al. 2010), A Survey of Young, Nearby, and Dusty Stars (Rameau et al. 2013a), NACO Large Program (Vigan et al. 2013), and SEEDS (Brandt et al. 2013). Based on a sample of 118 stars compiled from the surveys of Masciadri et al. (2005), Biller et al. (2007), and Lafrenière et al. (2007a), Nielsen & Close (2010) found that planets more massive than 4 MJup are found around <20% of FGKM stars in orbits between 22 and 507 AU, at 95% confidence. Chauvin et al. (2010) find a qualitatively similar result based on a sample of 88 stars (51 of which are members of young moving groups), constraining the fraction of stars with giant planets to <10% at semi-major axes >40 AU for a planet distribution extended from radial velocity power laws. With considerably higher contrasts and better inner working angles (0farcs3 versus typically 0farcs5–0farcs7), our work here directly extends these results to lower masses and smaller separations. Our results are qualitatively similar to those of Nielsen & Close (2010) but at a considerably higher confidence level. As discussed in Section 5.2.3, we confirm and extend the result of Nielsen & Close (2010): >5 MJup companions to FGKM stars are rare at separations >10 AU.

Johnson et al. (2007) and Johnson et al. (2010) find that for RV planets, host star mass and planet mass are related. Higher mass stars seem to preferentially host more high mass RV planets (>1 MJup) than lower mass stars, attributable to the fact that more massive stars also likely possessed more massive primordial circumstellar disks. Indeed, Johnson et al. (2007, 2010) find that >1 MJup radial velocity planets are quite rare around M stars at semi-major axes <5 AU. The fact that the majority of directly imaged planets to date have been found around higher mass stars qualitatively suggests a similar conclusion may hold for the wide planet population probed by direct imaging.

We examine here whether the statistics from direct imaging surveys to date supports this assertion. The first constraints on directly imaged planet fraction for high mass AB stars have only recently been published. Janson et al. (2011) found that <30% of massive stars have giant planet (>1 MJup) or brown dwarf companions that formed via gravitational instability with mass <100 MJup within 300 AU at the 99% confidence level for a sample of 18 high-mass stars in the solar neighborhood; however, this work does not place limits on core-accretion planets around these hosts. For a 42 star sample, Vigan et al. (2012) found that the fraction of A stars with 1 massive planet (3–14 MJup) from 5–300 AU was 5.9%–18.8% at the 68% confidence level (assuming power law distributions for mass and semi-major axis appropriate for core-accretion planets); however, the age determination for their survey stars may be overly optimistic (Nielsen et al. 2013). Our current sample is comprised of 70% stars with spectral type of K or later and contains 33 M stars, and thus can be directly compared to the samples of Vigan et al. (2012) to test whether planet fraction indeed falls with stellar mass. Using the DUSTY models, we limit the planet fraction F of our sample to ⩽3.5% at the 68% confidence level result for 1–20 MJup companions at semi-major axes of 10–150 AU; this is lower than the 5.9%–18.8% planet fraction at a 68% confidence level found by Vigan et al. (2012). Thus, the current set of direct imaging surveys may hint that directly imaged giant planets are less common around lower mass GKM stars compared to AB stars.

7. CONCLUSIONS

As part of the Gemini/NICI Planet-Finding Campaign, we imaged 80 members of nearby young moving groups, with ages from 10–200 Myr and within 100 pc. In ASDI mode, we attain median contrasts of Δ(mag) = 12.4, 13.9, and 14.5 mag at 0farcs5, 1'', and 2'' respectively in the narrow band methane filters (λ = 1.58 μm), with a typical standard deviation of 0.9 mag. In ADI mode, we attain median contrasts of Δ(mag) = 10.4, 13.2, and 15.1 mag at 0farcs5, 1'', and 2'' respectively in H band. We achieve median minimum detectable masses of 11, 5, and 3 MJup at 0farcs5, 1'', and 2'' using the DUSTY models (Baraffe et al. 2002).

Candidate companions within 400 AU from the star and not in dense stellar fields that could not be confirmed or rejected as common-proper motion companions using archival data were reobserved with NICI. A total of 77 candidate companions were detected and eliminated as background contaminants. Four comoving brown dwarf or substellar companions were discovered in the moving group sample: PZ Tel B (Biller et al. 2010), CD−35 2722B (Wahhaj et al. 2011), HD 12894B (this work) and BD+07 1919C (this work). PZ Tel B and CD−35 2722B are both 30–40 MJup brown dwarf companions, while HD 12894B and BD+07 1919C are stellar companions with estimated masses of 0.46 ± 0.08 M and 0.20 ± 0.03 M respectively. We also retrieved the substellar companions AB Pic B (Chauvin et al. 2005b) and HR 7329 B (Lowrance et al. 2000) as well as the known stellar companion to HD 82688 (Metchev & Hillenbrand 2009). To compare to previous published surveys, we have adopted hot start models in our statistical analysis, which predict considerably brighter planets at these young ages compared to cold start models (for instance, Spiegel & Burrows 2012). Thus, earlier surveys as well as our own predict systematically more stringent upper limits on planet fraction than would be found with cold start models. Nonetheless, our constraints on planet fraction are consistent with and more stringent than previous work. From a Bayesian analysis for a wide range of parameters and power-law models of planet distributions, we restrict the frequency of 1–20 MJup companions at semi-major axes from 10–150 AU to <18% at a 95.4% confidence level using DUSTY models (Baraffe et al. 2002) and to <6% at a 95.4% confidence level using COND models (Baraffe et al. 2003).

We thank Geoff Bryden and Luisa Rebull for clarification on the Spitzer detection of PZ Tel. We thank the referee for useful suggestions which helped strengthen this work. B.A.B. was supported by Hubble Fellowship grant HST-HF-01204.01-A awarded by the Space Telescope Science Institute, which is operated by AURA for NASA, under contract NAS 5-26555. This work was supported in part by NSF grants AST-0713881 and AST- 0709484 awarded to M. Liu, NASA Origins grant NNX11 AC31G awarded to M. Liu, and NSF grant AAG-1109114 awarded to L. Close. The Gemini Observatory is operated by the Association of Universities for Research in Astronomy, Inc., under a cooperative agreement with the NSF on behalf of the Gemini partnership: the National Science Foundation (United States), the Science and Technology Facilities Council (United Kingdom), the National Research Council (Canada), CONICYT (Chile), the Australian Research Council (Australia), CNPq (Brazil), and CONICET (Argentina). Based on observations made with the European Southern Observatory telescopes obtained from the ESO/ST-ECF Science Archive Facility. This publication makes use of data products from the Two Micron All Sky Survey, which is a joint project of the University of Massachusetts and the Infrared Processing and Analysis Center/California Institute of Technology, funded by the National Aeronautics and Space Administration and the National Science Foundation. This research has made use of the SIMBAD database, operated at CDS, Strasbourg, France. This research has made use of the VizieR catalogue access tool, CDS, Strasbourg, France. The Digitized Sky Survey was produced at the Space Telescope Science Institute under U.S. Government grant NAG W-2166. The images of these surveys are based on photographic data obtained using the Oschin Schmidt Telescope on Palomar Mountain and the UK Schmidt Telescope. The plates were processed into the present compressed digital form with the permission of these institutions.

APPENDIX: CANDIDATE COMPANIONS OBSERVED AT ONLY ONE EPOCH

By the end of NICI Campaign observations, we were unable to obtain followup observations for a number of candidate companions at projected separations >400 AU or in dense stellar fields (>20 objects in the field) located in the Galactic bulge or disk. Here we list target stars with candidate companions for which we only have a single epoch of data. Since we cannot classify these as either CPM or background, we provide the properties of these candidates here and note the changes we make to the contrast curves in the Action column. Contrast curves are edited either by reverting to a less sensitive contrast curve or restricting the contrast curve to within a given separation. For cases where we have only a single epoch and there are candidates inside the 100% coverage region for position angle, we drop the star from our analysis.

Footnotes

  • Based on observations obtained at the Gemini Observatory, which is operated by the Association of Universities for Research in Astronomy, Inc., under a cooperative agreement with the NSF on behalf of the Gemini partnership: the National Science Foundation (United States), the Science and Technology Facilities Council (United Kingdom), the National Research Council (Canada), CONICYT (Chile), the Australian Research Council (Australia), Ministério da Ciência e Tecnologia (Brazil) and Ministerio de Ciencia, Tecnología e Innovación Productiva (Argentina).

  • 14 

    HD 12894B was also detected in a single epoch in the survey of Rameau et al. (2013a), who argued that it was a likely physical companion.

  • 15 

    This result has been questioned in Lloyd (2011, 2013) and Schlaufman & Winn (2013).

  • 16 

    By presenting Bayes' theorem as a proportionality, we have omitted a possible term of interest. The value Prob(data|I) which we have omitted from the denominator of Equation (6) is known as the Bayes factor or the evidence. The Bayes factor allows for a full normalization of the probability and can be used to compare the likelihoods of competing models. For our current parameter estimation case, it is not necessary to calculate the Bayes factor.

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10.1088/0004-637X/777/2/160