Abstract
Aims
Our objective was to identify the most accurate and simple non-destructive method for visualising a tree’s root system, based on the assumption that tree physiological processes affect subsurface physical properties. To investigate this, we tested four geoelectrical methods, i.e. electrical resistivity tomography (ERT), electromagnetic induction (EMI), modified earth impedance (MEI) and ground-penetrating radar (GPR), each providing geophysical maps representing the spatial distribution of physical quantities that allow for the identification of structural and functioning roots.
Methods
The four geoelectric methods were applied to a semi-solitary 13-year-old European ash (Fraxinus excelsior) ‘Atlas’ (diameter at breast height = 15.1 cm, height = 8.3 m) situated in a 14 × 14 m plot. Subsequently, we unearthed the roots using an air spade to visualise the actual root system. A 3D model and orthomosaic of the root system was then created from 177 photographs. Finally, root-zone maps from each technique were compared with the excavated root system to determine the spatial accuracy of each method.
Results
Our results showed that the spatial accuracy of each method used to detect root system structure (conduction zones) varied widely, ranging from 12.38% for MEI, to 44.59% for GPR, 74.54% for EMI and up to 92.66% for ERT. The results for functioning roots (absorption zones) also varied along the same gradient, ranging from 14.06% for MEI, 50.63% for GPR, 84.64% for EMI and up to 105% for ERT.
Conclusions
Based on our case study, ERT, followed by EMI, provided the most reliable reconstruction of a tree’s root system, with EMI successfully detecting many individual absorption zones.
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Data availability
The datasets generated during and/or analysed during the current study are available from the corresponding author upon reasonable request.
Abbreviations
- AS:
-
Air spade
- AZ:
-
Absorption zone
- CZ:
-
Conduction zone
- EIM:
-
Earth impedance method
- EMA:
-
Effective method area
- EMI:
-
Electromagnetic induction
- ERS:
-
Exposed root system
- ERT:
-
Electrical resistivity tomography
- GLM:
-
Generalised linear model
- GPR:
-
Ground-penetrating radar
- MEI:
-
Modified earth impedance
- SWC:
-
Soil water content
- SWP:
-
Soil water potential
- UAV:
-
Unmanned aerial vehicle
References
Acosta JA, Gabarrón M, Martínez-Segura M, Martínez-Martínez S, Faz A, Pérez-Pastor A, Gómez-López MD, Zornoza R (2022) Soil Water Content Prediction Using Electrical Resistivity Tomography (ERT) in Mediterranean Tree Orchard Soils. Sensors 22:1365. https://doi.org/10.3390/s22041365
Agisoft (2021) Aerial data processing (with GCPs) – Orthomosaic & DEM generation. Available via WWW. https://agisoft.freshdesk.com/support/solutions/articles/31000153696. Accessed 23 Nov 2021
Alvarez R, Steinbach H (2009) A review of the effect of tillage systems on some soil physical properties, water content, nitrate availability and crops yield in the Argentine Pampas. Soil Tillage Res 104:1–15. https://doi.org/10.1016/j.still.2009.02.005
Aly SA, Farag KSI, Atya MA, Badr MAM (2018) Use of electromagnetic-terrain conductivity and DC–resistivity profiling techniques for bedrock characterization at the 15th-of-May City extension, Cairo, Egypt. NRIAG Astron Geophys 7:107–122. https://doi.org/10.1016/j.nrjag.2018.03.005
Amato M, Basso B, Celano G, Bitella G, Morelli G, Rossi R (2008) In situ detection of tree root distribution and biomass by multi-electrode resistivity imaging. Tree Physiol 28:1441–1448. https://doi.org/10.1093/treephys/28.10.1441
Amato M, Rossi R, Bitella G, Lovelli S (2010) Multielectrode geoelectrical tomography for the quantification of plant roots. Ital J Agron 5:257–264. https://doi.org/10.4081/ija.2010.257
Andrade FCM, Fischer T (2017) Generalised relative and cumulative response functions for electromagnetic induction conductivity meters operating at low induction numbers. Geophys Prospect 66:595–602. https://doi.org/10.1111/1365-2478.12553
André F, Van Leeuwen C, Saussez S, Van Durmen R, Bogaert P, Moghadas D, De Rességuier L, Delvaux B, Vereecken H, Lambot S (2012) High-resolution imaging of a vineyard in south of France using ground-penetrating radar, electromagnetic induction and electrical resistivity tomography. Appl Geophys 78:113–122. https://doi.org/10.1016/j.jappgeo.2011.08.002
Annan AP (2009) Electromagnetic principles of ground penetrating radar. In: Jol HM (ed) Ground Penetrating Radar Theory and Applications. Elsevier, Amsterdam, pp 3–40
Argote DL, Tejero-Andrade A, Cárdenas-Soto M, Cifuentes-Nava G, Chávez RE, Hernández-Quintero E, García-Serrano A, Ortega V (2020) Designing the underworld in Teotihuacan: Cave detection beneath the moon pyramid by ERT and ANT surveys. J Archaeol Sci 118:105141. https://doi.org/10.1016/j.jas.2020.105141
Aubrecht L, Staněk Z, Koller J (2006) Electrical measurement of the absorption surfaces of tree roots by the earth impedance method: 1 Theory. Tree Physiol 26:1105–1112. https://doi.org/10.1093/treephys/26.9.1105
Bain JC, Day FP, Butnor JR (2017) Experimental evaluation of several key factors affecting root biomass estimation by 1500 MHz ground-penetrating radar. Remote Sens 9. https://doi.org/10.3390/rs9121337
Barley KP (1970) The configuration of the root system in relation to nutrient uptake. Adv Agron 22:159–201. https://doi.org/10.1016/S0065-2113(08)60268-0
Basso B, Amato M, Bitella G, Rossi R, Kravchenko A, Sartori L, Gomes J (2010) Two-dimensional spatial and temporal variation of soil physical properties in tillage systems using electrical resistivity tomography. J Agron 102:440–449. https://doi.org/10.2134/agronj2009.0298
Bibikova T, Gilroy S (2002) Root hair development. J Plant Growth Regul 21:383–415. https://doi.org/10.1007/s00344-003-0007-x
Blecha V, Fischer T, Tábořík P, Vilhem J, Klanica R, Valenta J, Štěpančíková P (2018) Geophysical evidence of the eastern marginal fault of the Cheb basin (Czech Republic). Stud Geophys Geod 62:660–680. https://doi.org/10.1007/s11200-017-0452-9
Böhm W (1979) Excavation Methods. In: Böhm W (ed) Methods of studying root systems. Ecological Studies (Analysis and Synthesis). Springer, Berlin, Heidelberg, pp 5–19
Břežný M, Pánek T, Lenart J, Grygar R, Tábořík P, McColl ST (2018) Sackung and enigmatic mass movement folds on a structurally controlled mountain ridge. Geomorphology 322:175–187. https://doi.org/10.1016/j.geomorph.2018.09.004
Brunel-Saldias N, Martíne I, Seguel I, Ovalle C, Acevedo E (2016) Structural characterization of a compacted alfisol under different tillage systems. J Soil Sci Plant Nut 16:689–701. https://doi.org/10.4067/S0718-95162016005000050
Brunet P, Clément R, Bouvier C (2010) Monitoring soil water content and deficit using Electrical Resistivity Tomography (ERT) – A case study in the Cevennes area, France. J Hydrol 380:146–153. https://doi.org/10.1016/j.jhydrol.2009.10.032
Bruno F, Martillier F (2000) Test of high-resolution seismic reflection and other geophysical techniques on the boup landslide in The Swiss Alps. SurvGeophys 21:335–350. https://doi.org/10.1023/A:1006736824075
Burgess SSO, Adams MA, Turner NC, Ong CK (1998) The redistribution of soil water by tree root systems. Oecologia 115:306–311. https://doi.org/10.1007/s004420050521
Butnor JR, Doolittle JA, Kress L, Cohen S, Johnsen KH (2001) Use of ground-penetrating radar to study tree roots in the southeastern United States. Tree Physiol 21:1269–1278. https://doi.org/10.1093/treephys/21.17.1269
Cassiani G, Boaga J, Vanella D, Perri MT, Consoli S (2015) Monitoring and modelling of soil–plant interactions: the joint use of ERT, sap flow and eddy covariance data to characterize the volume of an orange tree root zone. Hydrol Earth Syst Sci 19:2213–2225. https://doi.org/10.5194/hess-19-2213-2015
Cassidy NJ (2009a) Electrical and magnetic properties of rocks, soils and fluids. In: Jol HM (ed) Ground-Penetrating Radar Theory and Applications. Elsevier, Amsterdam, pp 41–72
Cassidy NJ (2009b) Ground penetrating radar data processing, modelling and analysis. In: Jol HM (ed) Ground Penetrating Radar Theory and Applications. Elsevier, Amsterdam, pp 141–176
Čermák J, Cudlín P, Gebauer R, Børja I, Martinková M, Stanĕk Z, Koller J, Neruda J, Nadezhdina N (2013) Estimating the absorptive root area in Norway spruce by using the common direct and indirect earth impedance methods. Plant Soil 372:401–415. https://doi.org/10.1007/s11104-013-1740-y
Čermák J, Nadezhdina N, Nadezhdin V, Staněk Z, Koller J, Trcala M, Amato M, Kantor P (2014) Absorptive root area and stem resistivity in whole trees of contrasting structure and size-improvement of methods. Plant Soil 383:257–273. https://doi.org/10.1007/s11104-014-2126-5
Čermák J, Ulrich R, Staněk Z, Koller J, Aubrecht L (2006) Electrical measurement of tree root absorbing surfaces by the earth impedance method: 2 Verification based on allometric relationships and root severing experiments. Tree Physiol 26:1113–1121. https://doi.org/10.1093/treephys/26.9.1113
Conyers LB (1999) Geophysics, ground-penetrating radar, and archaeology. Soc Am Archaeol Bull 17:26–29
Czech Geological Survey (2018) Geological map 1: 50000. In: Geoscience maps 1: 50 000 Available via WWW. https://mapygeologycz/geocr50/. Accessed 2021–03–21
Dawson TE (1993) Hydraulic lift and water use by plants: implication for water balance, performance, and plant-plant interactions. Oecologia 95:565–574. https://doi.org/10.1007/BF00317442
De Carlo L, Vivaldi GA, Caputo MC (2022) Electromagnetic induction measurements for investigating soil salinization caused by saline reclaimed water. Atmosphere 13:74. https://doi.org/10.3390/atmos13010073
Dörner J, Horn R (2009) Direction-dependent behaviour of hydraulic and mechanical properties in structure soils under conventional and conservation tillage. Soil Tillage Res 102:225–232. https://doi.org/10.1016/j.still.2008.07.004
Dunn PK, Smyth GK (2018) Generalized linear models with examples in R. Springer New York, p 562, e-Book ISBN 978–1–4419–0118–7
Fan J, Scheuermann A, Guyot A, Baumgartl T, Lockington DA (2015) Quantifying spatiotemporal dynamics of root-zone soil water in a mixed forest on subtropical coastal sand dune using surface ERT and spatial TDR. J Hydrol 523:475–488. https://doi.org/10.1016/j.jhydrol.2015.01.064
Fox J, Monette G (1992) Generalized collinearity diagnostics. J Am Stat Assoc 87:178–183. https://doi.org/10.1080/01621459.1992.10475190
Glina B, Waroszewski J, Kabała C (2014) Water retention of the loess-derived Luvisols with lamellic illuvial horizon in the Trzebnica Hills (SW Poland). Soil Sci Annu 65:18–24. https://doi.org/10.2478/ssa-2014-0003
Groenendyk DG, Ferré TPA, Thorp KR, Rice AK (2015) Hydrologic-process-based soil texture classifications for improved visualisation of landscape function. PLoS ONE 10. https://doi.org/10.1371/journal.pone.0131299
Guo L, Lin H, Fan B, Cui X, Chen J (2013) Impact of root water content on root biomass estimation using ground penetrating radar: evidence from forward simulations and field controlled experiments. Plant Soil 371:503–520. https://doi.org/10.1007/s11104-013-1710-4
Guo L, Moun GJ, Hudson S, Lin H, Levia D (2020) Pairing geophysical techniques improves understanding of the near-surface Critical Zone: Visualization of preferential routing of stem flow along coarse roots. Geoderma 357:113953. https://doi.org/10.1016/j.geoderma.2019.113953
Hagrey SA (2007) Geophysical imaging of root-zone, trunk, and moisture heterogeneity. J Exp Bot 58:839–854. https://doi.org/10.1093/jxb/erl237
Hartvich F, Valenta J (2013) Tracing an intra-montane fault: an interdisciplinary approach. SurvGeophys 34:317–347. https://doi.org/10.1007/s10712-012-9216-9
Hirano Y, Dannoura M, Aono K, Igarashi T, Ishii M, Yamase K, Makita N, Kanazawa Y (2009) Limiting factors in the detection of tree roots using ground-penetrating radar. Plant Soil 319:15–24. https://doi.org/10.1007/s11104-008-9845-4
Hirano Y, Yamamoto R, Dannoura M, Aono K, Igarashi T, Ishii M, Yamase K, Makita N, Kanazawa Y (2012) Detection frequency of Pinus thunbergii roots by ground-penetrating radar is related to root biomass. Plant Soil 360:363–373. https://doi.org/10.1007/s11104-012-1252-1
Hruška J, Čermák J, Šustek S (1999) Mapping of tree root systems by means of the ground-penetrating radar. Tree Physiol 19:125–130. https://doi.org/10.1093/treephys/19.2.125
IUSS Working Group WRB (2014) World reference base for soil resources 2014. International soil classification system for naming soils and creating legends for soil maps. World Soil Resources Reports No. 106. FAO, Rome
Jungk A (2001) Root hairs and the acquisition of plant nutrients from soil. J Plant Nutr Soil Sc 164:121–129
Kiflu H, Kruse S, Loke MH, Wilkinson PB, Harro D (2016) Improving resistivity survey resolution at sites with limited spatial extent using buried electrode arrays. J Appl Geophys 135:338–355. https://doi.org/10.1016/j.jappgeo.2016.10.011
Klanica R, Křivánek R, Grison H, Tábořík P, Šteffl J (2022) Capabilities and limitations of electrical resistivity tomography for mapping and surveying hillfort fortifications. Archaeol Prospect, 1–16. (in print). https://doi.org/10.1002/arp.1857
Kodešová R, Jirků V, Kodeš V, Mühlhanselová M, Nikodema A, Žigová A (2011) Soil structure and soil hydraulic properties of Haplic Luvisol used as arable land and grassland. Soil till Res 111:154–161. https://doi.org/10.1016/j.still.2010.09.007
Kramer PJ, Bullock HC (1966) Seasonal variations in the proportions of suberized and unsuberized roots of trees in relation to the absorption of water. Am J Bot 53:200–204. https://doi.org/10.1002/j.1537-2197.1966.tb07322.x
Lapenna V, Perrone A (2022) Time-Lapse Electrical Resistivity Tomography (TL-ERT) for landslide monitoring: recent advances and future directions. Appl Sci 12:1425. https://doi.org/10.3390/app12031425
Leucci G (2010) The use of three geophysical methods for 3D images of total root volume of soil in urban environments. Explor Geophys 41:268–278. https://doi.org/10.1071/EG09034
Liste HH, White JC (2008) Plant hydraulic lift of soil water – implications for crop production and land restoration. Plant Soil 313:1–17. https://doi.org/10.1007/s11104-008-9696-z
Liu X, Dong X, Xue Q, Leskovar D, Jifo J, Butnor JR, Marek T (2018) Ground penetrating radar (GPR) detects fine roots of agricultural crops in the field. Plant Soil 423:517–531. https://doi.org/10.1007/s11104-017-3531-3
Lobet G, Couvreur V, Meunier F, Javaux M, Draye X (2014) Plant water uptake in drying soils. Plant Physiol 164:1619–1627. https://doi.org/10.1104/pp.113.233486
Loke MH (2019) Tutorial: 2‐D and 3‐D electrical imaging surveys. in: user’s manual. Available via www.geotomosoft.com. Accessed 21 Feb 2020
Loke MH, Barker RD (1996) Rapid least-squares inversion of apparent resistivity pseudosections using a quasi-Newton method. Geophys Prospect 44:131–152. https://doi.org/10.1111/j.1365-2478.1996.tb00142.x
Loke MH, Chambers JE, Rucker DF, Kuras O, Wilkinson PB (2013) Recent developments in the direct-current geoelectrical imaging method. J ApplGeophys 95:135–156. https://doi.org/10.1016/j.jappgeo.2013.02.017
Lynch JP (2005) Root architecture and nutrient acquisition. In: BassiriRad H (ed) Nutrient acquisition by plants. Springer, Berlin, pp 147–183
Mareš S, Zima L, Dohnal J, Jáně Z, Kněz J (2004) Geoelectrics estimating changes in water saturation of the vadose zone. In: EAGE (Eds.) Conference Proceedings of the Near Surface 2004 – 10th European Meeting of Environmental and Engineering Geophysics, Utrecht
Marschener H (1998) Role of root growth, arbuscular mycorrhiza, and root exudates for the efficiency in nutrient acquisition. Field Crop Res 56:203–207. https://doi.org/10.1016/S0378-4290(97)00131-7
Martinez G, Huang J, Vanderlinden K, Giraldez JV, Triantafilis J (2018) Potential to predict depth-specific soil–water content beneath an olive tree using electromagnetic conductivity imaging. Soil Use Manage 34:236–248. https://doi.org/10.1111/sum.12411
Mary B, Peruzzo L, Boaga J, Cenni N, Schmutz M, Wu Y, Cassiani G (2020) Time-lapse monitoring of root water uptake using electrical resistivity tomography and mise-à-la-masse: a vineyard infiltration experiment. Soil 6:95–114. https://doi.org/10.5194/soil-6-95-2020
Mašek J (editor) (1984) Geological map 1:25,000 Sheet 12–422 Průhonice. – Archive of the Czech Geological Survey, Prague
McLachlan P, Blanchy G, Binley A (2021) EMagPy: Open-source standalone software for processing, forward modelling and inversion of electromagnetic induction data. Comput Geosci 146:104561. https://doi.org/10.1016/j.cageo.2020.104561
McNeill JD (1980) Electromagnetic terrain conductivity measurement at low induction numbers. Geonics Limited Technical Note TN-6, Ontario. Available at http://www.geonics.com/pdfs/technicalnotes/tn6.pdf. Accessed 11 September 2022
Mustasaar M, Plado J, Joeleht A (2012) Determination of electromagnetic wave velocity in horizontally layered sedimentary target: a ground-penetrating radar study from Silurian Limestones, Estonia. Acta Geophys 60:357–370. https://doi.org/10.2478/s11600-011-0068-3
Nabighian MN (1991) Electromagnetic methods in applied geophysics. Society of Exploration Geophysicists, Tulsa
Otto JC, Sass O (2006) Comparing geophysical methods for talus slope investigation in the Turmann valley (Swiss Alps). Geomorphology 76:257–272. https://doi.org/10.1016/j.geomorph.2005.11.008
Pawlik Ł, Kasprzak M (2018) Regolith properties under trees and the biomechanical effects caused by tree root systems as recognized by electrical resistivity tomography (ERT). Geomorphology 300:1–12. https://doi.org/10.1016/j.geomorph.2017.10.002
Petronis M, Valenta J, Rapprich V, Lindline J, Heizler M, van Wyk de Vries B, Tábořík P, (2018) Emplacement history of the Miocene Zebín Tuff Cone (Czech Republic) revealed from ground geophysics, anisotropy of magnetic susceptibility, paleomagnetic, and 40Ar/39Ar geochronology data. Geochem Geophys Geosyst 19:3764–3792. https://doi.org/10.1029/2017GC007324
Rizzo DM, Gross R (2000) Distribution of Armillaria on pear root systems and a comparison of root excavation techniques. In: Stokes A (ed) The supporting roots of trees and woody plants: form, functionand physiology. Springer, Dordrecht, pp 305–311
Rossi R, Amato M, Bitella G, Bochicchio R, Ferreira Gomes JJ, Lovelli S, Martorella E, Favale P (2011) Electrical resistivity tomography as a non-destructive method for mapping root biomass in an orchard. Eur J Soil Sci 1080 62(2):206–215. https://doi.org/10.1111/j.1365-2389.2010.01329.x
Rudolph S, van der Kruk J, von Hebel C, Ali M, Herbst M, Montzka C, Pätzold S, Robinson DA, Vereecken H, Weihermüller L (2015) Linking satellite derived LAI patterns with subsoil heterogeneity using large-scale ground-based electromagnetic induction measurements. Geoderma 241:262–271. https://doi.org/10.1016/j.geoderma.2014.11.015
Samouëlian A, Cousin I, Tabbagh A, Bruand A, Richard G (2005) Electrical resistivity survey in soil science: a review. Soil Tillage Res 83:173–193. https://doi.org/10.1016/j.still.2004.10.004
Sana H, Tábořík P, Valenta J, Fayaz AB, Flašar J, Štěpančíková P, Khwaja NA (2021) Detecting active faults in intramountain basins using electrical resistivity tomography: A focus on Kashmir Basin, NW Himalaya. J Appl Geophys 192:104395. https://doi.org/10.1016/j.jappgeo.2021.104395
Sandmeier Software (2013) ReflexWTM v. 7.2, Available via WWW. https://www.sandmeier-geo.de/reflexw.html. Accessed 15 Jan 2022
Škarpich V, Hradecký J, Tábořík P (2011) Structure and genesis of the Quaternary filling of the Slavíč River valley (Moravskoslezské Beskydy Mts., Czech Republic). Morav Geogr Rep 19:30–38
Słowik M (2012) Influence of measurement conditions on depth range and resolution of GPR images: The example of lowland valley alluvial fill (the Obra River, Poland). J Appl Geophys 85:1–14. https://doi.org/10.1016/j.jappgeo.2012.06.007
Snavely N, Seitz SM, Szeliski R (2008) Modeling the world from internet photo collections. Int J Comput vis 80:189–210. https://doi.org/10.1007/s11263-007-0107-3
Soil Survey Staff (1999) Soil Taxonomy: A basic system of soil classification for making and interpreting soil surveys. 2nd edn. Natural Resources Conservation Service. U.S. Department of Agriculture Handbook 436
Špaček P, Valenta J, Tábořík P, Ambrož V, Urban M, Štěpančíková P (2017) Fault slip versus slope deformations: Experience from paleoseismic trenches in the region with low slip-rate faults and strong Pleistocene periglacial mass wasting (Bohemian Massif). Quatern Int 451:56–73. https://doi.org/10.1016/j.quaint.2017.05.006
Spies BR, Eggers DE (1986) The use and misuse of apparent resistivity in electromagnetic methods. Geophysics 51:1462–1471. https://doi.org/10.1190/1.1442194
Stacke V, Tábořík P (2015) Interaction of the hillslopes and valley bottoms on the NW slope of the Lysá hora Mt, the highest peak of the Western Beskids. Carpath J Earth Env 10:159–174
Stokes A, Fourcaud T, Hruska J, Cermak J, Nadyezdhina N, Nadyezhdin V, Praus L (2002) An evaluation of different methods to investigate root system architecture of urban trees in situ: I Ground-penetrating radar. J Arboric 28:2–10
Tábořík P, Lenart J, Blecha V, Vilhelm, J, Turský O (2017) Geophysical anatomy of counter-slope scarps in sedimentary flysch rocks (Outer Western Carpathians). Geomorphology 276:59–70. https://doi.org/10.1016/jgeomorph201609038
Tanner S, Katra I, Argaman E, Ben-Hur M (2021) Mechanisms and processes affecting aggregate stability and saturated hydraulic conductivity of top and sub layers in semi-arid soils. Geoderma 404:1–10. https://doi.org/10.1016/j.geoderma.2021.115304
Taubner H, Roth B, Tippkötter R (2009) Determination of soil texture: Comparison of sedimentation method and laser-diffraction analysis. J Plant Nutr Soil Sci 172:161–171. https://doi.org/10.1002/jpln.200800085
Tolk J (2003) Soils, permanent wilting points. In: Stewart BA, Howel TA (eds) Encyclopaedia of Water Science. Dekker Press, New York, pp 927–929
Trinks I, Hinterleitner A, Neubauer W, Nau E, Löcker K, Wallner M, Gabler M, Filzwieser R, Wilding J, Schiel H, Jansa V, Schneidhofer P, Trausmuth T, Sandici V, Ruß D, Flöry S, Kainz J, Kucera M Vonkilch A, Tencer T, Gustavsen L, Kristiansen M, Bye‐Johansen LM, Tonning C, Zitz T, Paasche K, Gansum T, Seren S (2018) Large‐area high‐resolution ground‐penetrating radar measurements for archaeological prospection. Archaeol Prospect 25:171–195. https://doi.org/10.1002/arp1599
Turski M, Witkowska-Walczak B (2004) Physical properties of luvisols formed from loess deposits of different genesis. Acta Agrophys 1:1–56
Uhlemann S, Chambers J, Wilkinson P, Maurer H, Merritt A, Meldrum P, Kuras O, Gunn D, Smith A, Dijkstra T (2017) Four-dimensional imaging of moisture dynamics during landslide reactivation. J Geophys Res Earth Surf 122. https://doi.org/10.1002/2016JF003983
Urban J, Bequet R, Mainiero R (2011) Assessing the applicability of the earth impedance method for in situ studies of tree root systems. J Exp Bot 62:1857–1869. https://doi.org/10.1093/jxb/erq370
Valenta J, Rapprich V, Stárková M, Skácelová Z, Fojtíková L, Staněk F, Balek J (2014) Problems and challenges in detection of pre-Mesozoic maar volcanoes, example from the Principálek Volcano in the Permian Krkonoše Piedmont Basin. J Geosci 59:169–181. https://doi.org/10.3190/jgeosci.170
von Hebel C, Rudolph S, Mester A, Huisman JA, Kumbhar P, Vereecken H, van der Kruk J (2014) Three-dimensional imaging of subsurface structural patterns using quantitative large-scale multiconfiguration electromagnetic induction data. Water Resour Res 50:2732–2748. https://doi.org/10.1002/2013WR014864
von Hebel C, van der Kruk J, Huisman JA, Mester A, Altdorff D, Endres AL, Zimmermann E, Garré S, Vereecken H (2019) Calibration, conversion, and quantitative multi-layer inversion of multi-coil rigid-boom electromagnetic induction data. Sensors 19:4753. https://doi.org/10.3390/s19214753
Wang C, Li SY, He XJ, Chen Q, Zhang H, Liu XY (2021) Improved prediction of water retention characteristics based on soil gradation and clay fraction. Geoderma 404. https://doi.org/10.1016/j.geoderma.2021.115293
Weger J, Hutla P, Bubeník J (2016) Yield and fuel characteristics of willows tested for biomass production on agricultural soil. Res Agric Eng 62:155–161. https://doi.org/10.17221/12/2014-RAE
Xiao H, Liu G, Zhang Q, Fenli Z, Zhang X, Liu P, Zhang J, Hu F, Elbasit MAMA (2018) Quantifying contributions of slaking and mechanical breakdown of soil aggregates to splash erosion for different soils from the Loess Plateau of China. Soil till Res 178:150–158. https://doi.org/10.1016/j.still.2017.12.026
Zeitoun R, Vandergeest M, Vasava HB, Machado PVF, Jordan S, Parkin G, Wagner-Riddle C (2021) In-situ estimation of soil water retention curve in silt loam and loamy sand soils at different soil depths. Sensors 21. https://doi.org/10.3390/s21020447
Zenone T, Morelli G, Teobaldelli M, Fischanger F, Matteucci M, Sordini M, Seufert G (2008) Preliminary use of ground-penetrating radar and electrical resistivity tomography to study tree roots in pine forests and poplar plantations. Funct Plant Biol 35:1047–1058. https://doi.org/10.1071/FP08062
Zhu L, Wang ZH, Mao GL, Zheng SX, Xu X (2014a) Water uptake from different soil depths of haplophytic shrubs grown in Northern area of Ningxia plain (China) in contrasted water regimes. J Plant Interact 9:26–34. https://doi.org/10.1080/17429145.2012.751139
Zhu S, Huang C, Su Y, Sato M (2014b) 3D ground penetrating radar to detect tree roots and estimate root biomass in the field. Remote Sens 6:5754–5773. https://doi.org/10.3390/rs6065754
Acknowledgements
This research was supported by the Internal Grant Agency of the Faculty of Forestry and Wood Technology (Project No.: LDF_VP_2017047). Geophysical investigation and data processing were carried out with the support of the Long-term Conceptual Development of Research Organisation (RVO 67985891). We greatly acknowledge support of the Center for Geosphere Dynamics (UNCE/SCI/006) and the Department of Phytoenergy of VUKOZ Průhonice. The authors thank Jaroslav Bubenik BSc. for technical help during field research and Dr. Kevin Roche for his help with English revision.
Funding
This research was supported by the Internal Grant Agency of the Faculty of Forestry and Wood Technology (Project No.: LDF_VP_2017047). Geophysical investigation and data processing were carried out with the support of the Long-term Conceptual Development of Research Organisation (RVO 67985891). We greatly acknowledge support of the Center for Geosphere Dynamics (UNCE/SCI/006). The contribution of VUKOZ was funded by institutional support from the Department of Phytoenergy (VUKOZ-IP-00027073).
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Conceptualisation: [Robert Majewski, Jan Valenta, Jan Čermák]; Methodology: [Robert Majewski, Jan Valenta, Petr Tábořík]; Formal analysis and investigation: [Robert Majewski, Jan Valenta, Petr Tábořík, Jan Weger, Aleš Kučera, Zdeněk Patočka]; Writing—original draft preparation: [Robert Majewski]; Writing—review and editing: [Robert Majewski, Jan Valenta, Petr Tábořík, Jan Weger, Aleš Kučera, Zdeněk Patočka, Jan Čermák]; Funding acquisition: [Robert Majewski, Petr Tábořík, Jan Weger, Jan Čermák]; Supervision: [Jan Valenta, Jan Čermák].
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Majewski, R.S., Valenta, J., Tábořík, P. et al. Geophysical imaging of tree root absorption and conduction zones under field conditions: a comparison of common geoelectrical methods. Plant Soil 481, 447–473 (2022). https://doi.org/10.1007/s11104-022-05648-2
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DOI: https://doi.org/10.1007/s11104-022-05648-2