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Hourly and daily rainfall intensification causes opposing effects on C and N emissions, storage, and leaching in dry and wet grasslands

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Abstract

Climate change is expected to alter hourly and daily rainfall regimes and, in turn, the dynamics of ecosystem processes controlling greenhouse gas emissions that affect climate. Here, we investigate the effects of expected twenty-first century changes in hourly and daily rainfall on soil carbon and nitrogen emissions, soil organic matter (SOM) stocks, and leaching using a coupled mechanistic carbon and nitrogen soil biogeochemical model (BAMS2). The model represents various abiotic and biotic processes involving 11 SOM pools. These processes include fungal depolymerization, heterotrophic bacterial mineralization, nitrification, denitrification, microbial mortality, necromass decomposition, microbial response to water stress, protection, aqueous advection and diffusion, aqueous complexation, and gaseous dissolution. Multi-decadal modeling with varying rainfall patterns was conducted on nine Australian grasslands in tropical, temperate, and semi-arid regions. Our results show that annual \({\text{CO}}_2\) emissions in the semi-arid grasslands increase by more than 20% with a 20% increase in annual rainfall (with no changes in the rainfall timing), but the tropical grasslands have opposite trends. A 20% increase in annual rainfall also increases annual \({\text{N}}_2{\text{O}}\) and NO emissions in the semi-arid grasslands by more than 10% but decreases emissions by at least 25% in the temperate grasslands. When subjected to low frequency and high magnitude daily rainfall events with unchanged annual totals, the semi-arid grasslands are the most sensitive, but changes in annual \({\text{CO}}_2\) emissions and SOM stocks are less than \(5\%\). Intensification of hourly rainfall did not significantly alter \({\text{CO}}_2\) emissions and SOM stocks but changed annual \({\text{NH}}_3\) emissions in the tropical grasslands by more than 300%.

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References

  • Achat DL, Augusto L, Gallet-Budynek A, Loustau D (2016) Future challenges in coupled C–N–P cycle models for terrestrial ecosystems under global change: a review. Biogeochemistry 131(1–2):173–202

    Article  Google Scholar 

  • Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: guidelines for computing crop water requirements—FAO Irrigation and drainage paper 56. Food and Agriculture Organisation of the United Nations (FAO), Rome

    Google Scholar 

  • Allen RG, Clemmens AJ, Burt CM, Solomon K, O’Halloran T (2005) Prediction accuracy for projectwide evapotranspiration using crop coefficients and reference evapotranspiration. J Irrig Drain Eng 131(1):24–36

    Article  Google Scholar 

  • Alshameri A, He H, Zhu J, Xi Y, Zhu R, Ma L, Tao Q (2018) Adsorption of ammonium by different natural clay minerals: characterization, kinetics and adsorption isotherms. Appl Clay Sci 159:83–93

    Article  Google Scholar 

  • Aronson E, Allison SD (2012) Meta-analysis of environmental impacts on nitrous oxide release in response to N amendment. Front Microbiol 3:272

    Article  Google Scholar 

  • Atkins P, De Paula J (2005) Elements of physical chemistry, 4th edn. Oxford University Press, Oxford

    Google Scholar 

  • Barnard RL, Osborne CA, Firestone MK (2015) Changing precipitation pattern alters soil microbial community response to wet-up under a Mediterranean-type climate. ISME J 9(4):946

    Article  Google Scholar 

  • Bateman EJ, Baggs EM (2005) Contributions of nitrification and denitrification to N$_2$O emissions from soils at different water-filled pore space. Biol Fertil Soils 41(6):379–388

    Article  Google Scholar 

  • Bengtson P, Barker J, Grayston SJ (2012) Evidence of a strong coupling between root exudation, C and N availability, and stimulated SOM decomposition caused by rhizosphere priming effects. Ecol Evol 2(8):1843–1852

    Article  Google Scholar 

  • Bessler H, Oelmann Y, Roscher C, Buchmann N, Scherer-Lorenzen M, Schulze ED, Tempert VM, Wilcke W, Engels C (2012) Nitrogen uptake by grassland communities: contribution of N2 fixation, facilitation, complementarity, and species dominance. Plant Soil 358(1–2):301–322

    Article  Google Scholar 

  • Birch HF (1958) The effect of soil drying on humus decomposition and nitrogen availability. Plant Soil 10(1):9–31

    Article  Google Scholar 

  • Black AS, Waring SA (1979) Adsorption of nitrate, chloride and sulfate by some highly weathered soils from south-west Queensland. Soil Res 17(2):271–282

    Article  Google Scholar 

  • Bond-Lamberty BP, Thomson AM (2018) A Global Database of Soil Respiration Data, Version 4.0. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1578

  • Bouma TJ, Bryla DR (2000) On the assessment of root and soil respiration for soils of different textures: interactions with soil moisture contents and soil CO2 concentrations. Plant Soil 227(1–2):215–221

    Article  Google Scholar 

  • Brooks RH, Corey AT (1964) Hydraulic properties of porous media. Hydrology Papers 3. Colorado State University, Fort Collins

    Google Scholar 

  • Caranto JD, Lancaster KM (2017) Nitric oxide is an obligate bacterial nitrification intermediate produced by hydroxylamine oxidoreductase. Proc Natl Acad Sci 114(31):8217–8222

    Article  Google Scholar 

  • Chen J, Brissette FP, Leconte R (2010) A daily stochastic weather generator for preserving low-frequency of climate variability. J Hydrol 388(3–4):480–490

    Article  Google Scholar 

  • Christie EK (1978) Ecosystem processes in semiarid grasslands. I. Primary production and water use of two communities possessing different photosynthetic pathways. Aust J Agric Res 29(4):773–787

    Article  Google Scholar 

  • Collins SL, Sinsabaugh RL, Crenshaw C, Green L, Porras-Alfaro A, Stursova M, Zeglin LH (2008) Pulse dynamics and microbial processes in aridland ecosystems. J Ecol 96(3):413–420

    Article  Google Scholar 

  • Curiel Yuste J, Baldocchi DD, Gershenson A, Goldstein A, Misson L, Wong S (2007) Microbial soil respiration and its dependency on carbon inputs, soil temperature and moisture. Glob Chang Biol 13(9):2018–2035

    Article  Google Scholar 

  • Daims H, Lebedeva FV, Pjevac P, Han P, Herbold C, Albertsen M, Kirkegaard RH et al (2015) Complete nitrification by Nitrospira bacteria. Nature 528(7583):504

    Article  Google Scholar 

  • Davidson EA, Kingerlee W (1997) A global inventory of nitric oxide emissions from soils. Nutr Cycl Agroecosyst 48(1–2):37–50

    Article  Google Scholar 

  • Davidson EA, Samanta S, Caramori SS, Savage K (2012) The dual Arrhenius and Michaelis–Menten kinetics model for decomposition of soil organic matter at hourly to seasonal time scales. Glob Chang Biol 18(1):371–384

    Article  Google Scholar 

  • da Silva Cardoso A, de Figueiredo Brito L, Janusckiewicz ER, da Silva Morgado E, Barbero RP, Koscheck JFW, Ruggieri AC et al (2017) Impact of grazing intensity and seasons on greenhouse gas emissions in tropical grassland. Ecosystems 20(4):845–859

    Article  Google Scholar 

  • Delgado-Baquerizo M, Maestre FT, Gallardo A, Bowker MA, Wallenstein MD, Quero JL, García-Palacios P et al (2013) Decoupling of soil nutrient cycles as a function of aridity in global drylands. Nature 502(7473):672

    Article  Google Scholar 

  • Dijkstra FA, Augustine DJ, Brewer P, von Fischer JC (2012) Nitrogen cycling and water pulses in semiarid grasslands: are microbial and plant processes temporally asynchronous? Oecologia 170(3):799–808

    Article  Google Scholar 

  • Donat MG, Alexander LV, Yang H, Durre I, Vose R, Dunn RJH, Hewitson B et al (2013) Updated analyses of temperature and precipitation extreme indices since the beginning of the twentieth century: the HadEX2 dataset. J Geophys Res 118(5):2098–2118

    Google Scholar 

  • Easterling DR, Meehl GA, Parmesan C, Changnon SA, Karl TR, Mearns LO (2000) Climate extremes: observations, modeling, and impacts. Science 289(5487):2068–2074

    Article  Google Scholar 

  • Ettwig KF et al, Butler MK, Le Paslier D, Pelletier E, Mangenot S, Kuypers MM, Gloerich J et al (2010) Nitrite-driven anaerobic methane oxidation by oxygenic bacteria. Nature 464(7288):543

    Article  Google Scholar 

  • Fischer EM, Knutti R (2014) Detection of spatially aggregated changes in temperature and precipitation extremes. Geophys Res Lett 41(2):547–554

    Article  Google Scholar 

  • Grayston SJ, Vaughan D, Jones D (1997) Rhizosphere carbon flow in trees, in comparison with annual plants: the importance of root exudation and its impact on microbial activity and nutrient availability. Appl Soil Ecol 5(1):29–56

    Article  Google Scholar 

  • Greenwood KL, Hutchinson KJ (1998) Root characteristics of temperate pasture in New South Wales after grazing at three stocking rates for 30 years. Grass Forage Sci 53(2):120–128

    Article  Google Scholar 

  • Gu C, Riley WJ (2010) Combined effects of short term rainfall patterns and soil texture on soil nitrogen cycling: a modeling analysis. J Contam Hydrol 112(1–4):141–154

    Article  Google Scholar 

  • Guerreiro SB, Fowler HJ, Barbero R, Westra S, Lenderink G, Blenkinsop S, Lewis E, Li XF (2018) Detection of continental-scale intensification of hourly rainfall extremes. Nat Clim Chang 8(9):803

    Article  Google Scholar 

  • Harper CW, Blair JM, Fay PA, Knapp AK, Carlisle JD (2005) Increased rainfall variability and reduced rainfall amount decreases soil CO$_2$ flux in a grassland ecosystem. Glob Chang Biol 11(2):322–334

    Article  Google Scholar 

  • Hawkes CV, Waring BG, Rocca JD, Kivlin SN (2017) Historical climate controls soil respiration responses to current soil moisture. Proc. Natl Acad. Sci. 114(24):6322–6327

    Article  Google Scholar 

  • Heisler-White JL, Knapp AK, Kelly EF (2008) Increasing precipitation event size increases aboveground net primary productivity in a semi-arid grassland. Oecologia 158(1):129–140

    Article  Google Scholar 

  • Hengl T, de Jesus JM, Heuvelink GB, Gonzalez MR, Kilibarda M, Blagotić A (2017) SoilGrids250m: global gridded soil information based on machine learning. PLoS ONE 12(2):e169748

    Article  Google Scholar 

  • Henriksen TM, Breland TA (1999) Nitrogen availability effects on carbon mineralization, fungal and bacterial growth, and enzyme activities during decomposition of wheat straw in soil. Soil Biol Biochem 31(8):1121–1134

    Article  Google Scholar 

  • Holland EA, Post WM, Matthews E, Sulzman J, Staufer R, Krankina O (2015) A global database of litterfall mass and litter pool carbon and nutrients. Data set. http://daac.ornl.gov from Oak Ridge National Laboratory Distributed Active Archive Center, Oak Ridge, Tennessee, USA https://doi.org/10.3334/ORNLDAAC/1244

  • Kieft TL (1987) Microbial biomass response to a rapid increase in water potential when dry soil is wetted. Soil Biol Biochem 19(2):119–126

    Article  Google Scholar 

  • Kim DG, Vargas R, Bond-Lamberty B, Turetsky MR (2012) Effects of soil rewetting and thawing on soil gas fluxes: a review of current literature and suggestions for future research. Biogeosciences 9(7):2459–2483

    Article  Google Scholar 

  • Kuypers MM, Marchant HK, Kartal B (2018) The microbial nitrogen-cycling network. Nat Rev Microbiol 16(5):263

    Article  Google Scholar 

  • Lau JA, Lennon JT (2012) Rapid responses of soil microorganisms improve plant fitness in novel environments. Proc Natl Acad Sci 109(35):14058–14062

    Article  Google Scholar 

  • Lee X, Wu HJ, Sigler J, Oishi C, Siccama T (2004) Rapid and transient response of soil respiration to rain. Glob Chang Biol 10(6):1017–1026

    Article  Google Scholar 

  • Li C, Frolking S, Frolking TA (1992) A model of nitrous oxide evolution from soil driven by rainfall events: 1. Model structure and sensitivity. J Geophys Res 97(D9):9759–9776

    Article  Google Scholar 

  • Li X, Miller AE, Meixner T, Schimel JP, Melack JM, Sickman JO (2010) Adding an empirical factor to better represent the rewetting pulse mechanism in a soil biogeochemical model. Geoderma 159(3–4):440–451

    Article  Google Scholar 

  • Liu T, Wang L, Feng X, Zhang J, Ma T, Wang X, Liu Z (2018) Comparing soil carbon loss through respiration and leaching under extreme precipitation events in arid and semiarid grasslands. Biogeosciences 15(5):1627–1641

    Article  Google Scholar 

  • Lü XT, Dijkstra FA, Kong DL, Wang ZW, Han XG (2014) Plant nitrogen uptake drives responses of productivity to nitrogen and water addition in a grassland. Sci Rep 4:4817

    Article  Google Scholar 

  • Lundquist EJ, Scow KM, Jackson LE, Uesugi SL, Johnson CR (1999) Rapid response of soil microbial communities from conventional, low input, and organic farming systems to a wet/dry cycle. Soil Biol Biochem 31(12):1661–1675

    Article  Google Scholar 

  • Lymburner L, Tan P, Mueller N, Thackway R, Lewis A, Thankappan M, Randall L, Islam A, Senarath U (2011) The National Dynamic Land Cover Dataset. Geoscience Australia. http://data.bioregionalassessments.gov.au/dataset/1556b944-731c-4b7f-a03e-14577c7e68db. Accessed 16 August 2018

  • Maggi F (2019) BRTSim, a general-purpose computational solver for hydrological, biogeochemical, and ecosystem dynamics. arXiv preprint arXiv:1903.07015

  • Maggi F, Porporato A (2007) Coupled moisture and microbial dynamics in unsaturated soils. Water Resour Res. https://doi.org/10.1029/2006WR005367

    Article  Google Scholar 

  • Maggi F, Riley WJ (2010) Mathematical treatment of isotopologue and isotopomer speciation and fractionation in biochemical kinetics. Geochim Cosmochim Acta 74(6):1823–1835

    Article  Google Scholar 

  • Maggi F, Gu C, Riley WJ, Hornberger GM, Venterea RT, Xu T, Oldenburg CM et al (2008) A mechanistic treatment of the dominant soil nitrogen cycling processes: model development, testing, and application. J Geophys Res. https://doi.org/10.1029/2007JG000578

    Article  Google Scholar 

  • Manzoni S, Porporato A (2007) A theoretical analysis of nonlinearities and feedbacks in soil carbon and nitrogen cycles. Soil Biol Biochem 39(7):1542–1556

    Article  Google Scholar 

  • Manzoni S, Porporato A (2009) Soil carbon and nitrogen mineralization: theory and models across scales. Soil Biol Biochem 41(7):1355–1379

    Article  Google Scholar 

  • Manzoni S, Schimel JP, Porporato A (2012) Responses of soil microbial communities to water stress: results from a meta-analysis. Ecology 93(4):930–938

    Article  Google Scholar 

  • Manzoni S, Moyano F, Kätterer T, Schimel J (2016) Modeling coupled enzymatic and solute transport controls on decomposition in drying soils. Soil Biol Biochem 95:275–287

    Article  Google Scholar 

  • Maslin M, Austin P (2012) Uncertainty: climate models at their limit? Nature 486(7402):183

    Article  Google Scholar 

  • McCarl BA, Apland J (1986) Validation of linear programming models. J Agric Appl Econ 18(2):155–164

    Article  Google Scholar 

  • Mench M, Martin E (1991) Mobilization of cadmium and other metals from two soils by root exudates of Zea mays L., Nicotiana tabacum L. and Nicotiana rustica L. Plant Soil 132(2):187–196

    Article  Google Scholar 

  • Menne MJ, Durre I, Vose RS, Gleason BE, Houston TG (2012) An overview of the global historical climatology network-daily database. J Atmos Ocean Technol 29(7):897–910

    Article  Google Scholar 

  • Menne MJ, Durre I, Korzeniewski B, McNeal S, Thomas K, Yin X, Anthony S, Ray R, Vose RS, Gleason BE, Houston TG (2012) Global historical climatology network—Daily (GHCN-Daily), Version 3. NOAA National Climatic Data Center. https://doi.org/10.7289/V5D21VHZ. Accessed September 2018

  • Monod J (1949) The growth of bacterial cultures. Annu Rev Microbiol 3(1):371–394

    Article  Google Scholar 

  • Moretto AS, Distel RA, Didoné NG (2001) Decomposition and nutrient dynamic of leaf litter and roots from palatable and unpalatable grasses in a semi-arid grassland. Appl Soil Ecol 18(1):31–37

    Article  Google Scholar 

  • Mouginot C, Kawamura R, Matulich KL, Berlemont R, Allison SD, Amend AS, Martiny AC (2014) Elemental stoichiometry of fungi and bacteria strains from grassland leaf litter. Soil Biol Biochem 76:278–285

    Article  Google Scholar 

  • Moyano FE, Manzoni S, Chenu C (2013) Responses of soil heterotrophic respiration to moisture availability: an exploration of processes and models. Soil Biol Biochem 59:72–85

    Article  Google Scholar 

  • Mulder A, Van de Graaf AA, Robertson LA, Kuenen JG (1995) Anaerobic ammonium oxidation discovered in a denitrifying fluidized bed reactor. FEMS Microbiol Ecol 16(3):177–183

    Article  Google Scholar 

  • Navarro-García F, Casermeiro MÁ, Schimel JP (2012) When structure means conservation: effect of aggregate structure in controlling microbial responses to rewetting events. Soil Biol Biochem 44(1):1–8

    Article  Google Scholar 

  • Neilen AD, Chen CR, Parker BM, Faggotter SJ, Burford MA (2017) Differences in nitrate and phosphorus export between wooded and grassed riparian zones from farmland to receiving waterways under varying rainfall conditions. Sci Total Environ 598:188–197

    Article  Google Scholar 

  • Nielsen UN, Ball BA (2015) Impacts of altered precipitation regimes on soil communities and biogeochemistry in arid and semi-arid ecosystems. Glob Chang Biol 21(4):1407–1421

    Article  Google Scholar 

  • Placella SA, Brodie EL, Firestone MK (2012) Rainfall-induced carbon dioxide pulses result from sequential resuscitation of phylogenetically clustered microbial groups. Proc Natl Acad Sci 109(27):10931–10936

    Article  Google Scholar 

  • Porporato A, Laio F, Ridolfi L, Caylor KK, Rodriguez-Iturbe I (2003) Soil moisture and plant stress dynamics along the Kalahari precipitation gradient. J Geophys Res. https://doi.org/10.1029/2002JD002448

    Article  Google Scholar 

  • Reed SC, Cleveland CC, Townsend AR (2011) Functional ecology of free-living nitrogen fixation: a contemporary perspective. Annu Rev Ecol Evol Syst 42:489–512

    Article  Google Scholar 

  • Richards LA (1931) Capillary conduction of liquids through porous mediums. J Appl Phys 1(5):318–333

    Google Scholar 

  • Riley WJ, Matson PA (2000) NLOSS: a mechanistic model of denitrified N$_2$O and N$_2$ evolution from soil. Soil Sci 165(3):237–249

    Article  Google Scholar 

  • Riley WJ, Maggi F, Kleber M, Torn MS, Tang JY, Dwivedi D, Guerry N (2014) Long residence times of rapidly decomposable soil organic matter: application of a multi-phase, multi-component, and vertically resolved model (BAMS1) to soil carbon dynamics. Geosci Model Dev 7(4):1335–1355

    Article  Google Scholar 

  • Schimel JP (2018) Life in dry soils: effects of drought on soil microbial communities and processes. Annu Rev Ecol Evol Syst 49:409–432

    Article  Google Scholar 

  • Schimel J, Balser TC, Wallenstein M (2007) Microbial stress-response physiology and its implications for ecosystem function. Ecology 88(6):1386–1394

    Article  Google Scholar 

  • Schreiber F, Wunderlin P, Udert KM, Wells GF (2012) Nitric oxide and nitrous oxide turnover in natural and engineered microbial communities: biological pathways, chemical reactions, and novel technologies. Front Microbiol 3:372

    Article  Google Scholar 

  • Schwinning S, Sala OE (2004) Hierarchy of responses to resource pulses in arid and semi-arid ecosystems. Oecologia 141(2):211–220

    Article  Google Scholar 

  • Sexstone AJ, Parkin TB, Tiedje JM (1985) Temporal response of soil denitrification rates to rainfall and irrigation 1. Soil Sci Soc Am J 49(1):99–103

    Article  Google Scholar 

  • Six J, Conant RT, Paul EA, Paustian K (2002) Stabilization mechanisms of soil organic matter: implications for C-saturation of soils. Plant Soil 241(2):155–176

    Article  Google Scholar 

  • Skiba U, Smith KA (2000) The control of nitrous oxide emissions from agricultural and natural soils. Chemosphere 2(3–4):379–386

    Google Scholar 

  • Stark JM, Firestone MK (1995) Mechanisms for soil moisture effects on activity of nitrifying bacteria. Appl Environ Microbiol 61(1):218–221

    Google Scholar 

  • Stern H, Dahni RR (2013) The distribution of climate zones across Australia: identifying and explaining changes during the past century, in 25th Conference on Climate Variability and Change. American Meteorological Society, Austin

    Google Scholar 

  • Tang JY, Riley WJ (2019) A theory of effective microbial substrate affinity parameters in variably saturated soils and an example application to aerobic soil heterotrophic respiration. J Geophys Res Biogeosci 124(4):918–940

    Article  Google Scholar 

  • Thomas RJ, Asakawa NM (1993) Decomposition of leaf litter from tropical forage grasses and legumes. Soil Biol Biochem 25(10):1351–1361

    Article  Google Scholar 

  • Tiedje JM, Sexstone AJ, Myrold DD, Robinson JA (1983) Denitrification: ecological niches, competition and survival. Antonie van Leeuwenhoek 48(6):569–583

    Article  Google Scholar 

  • Tietjen B, Schlaepfer DR, Bradford JB, Lauenroth WK, Hall SA, Duniway MC, Wilson SD et al (2017) Climate change-induced vegetation shifts lead to more ecological droughts despite projected rainfall increases in many global temperate drylands. Glob Chang Biol 23(7):2743–2754

    Article  Google Scholar 

  • Vargas R, Detto M, Baldocchi DD, Allen MF (2010) Multiscale analysis of temporal variability of soil CO$_2$ production as influenced by weather and vegetation. Glob Chang Biol 16(5):1589–1605

    Article  Google Scholar 

  • Wang W, Fang J (2009) Soil respiration and human effects on global grasslands. Glob Planet Chang 67(1–2):20–28

    Article  Google Scholar 

  • Warren CR (2014) Response of osmolytes in soil to drying and rewetting. Soil Biol Biochem 70:22–32

    Article  Google Scholar 

  • Wickland KP, Neff JC (2008) Decomposition of soil organic matter from boreal black spruce forest: environmental and chemical controls. Biogeochemistry 87(1):29–47

    Article  Google Scholar 

  • Wolery TJ (1992) EQ3/6: A software package for geochemical modeling of aqueous systems: package overview and installation guide (version 7.0). Lawrence Livermore National Laboratory Livermore, CA

  • Xiang SR, Doyle A, Holden PA, Schimel JP (2008) Drying and rewetting effects on C and N mineralization and microbial activity in surface and subsurface California grassland soils. Soil Biol Biochem 40(9):2281–2289

    Article  Google Scholar 

  • Xie P, Chen M, Shi W (2010) CPC unified gauge-based analysis of global daily precipitation. In Preprints, 24th conference on hydrology, Atlanta, GA, American Meteor Society, vol 2. https://www.esrl.noaa.gov/psd/

  • Xu Y, Xu Z, Cai Z, Reverchon F (2013) Review of denitrification in tropical and subtropical soils of terrestrial ecosystems. J Soils Sediments 13(4):699–710

    Article  Google Scholar 

  • Yan Z, Liu C, Todd-Brown KE, Liu Y, Bond-Lamberty B, Bailey VL (2016) Pore-scale investigation on the response of heterotrophic respiration to moisture conditions in heterogeneous soils. Biogeochemistry 131(1–2):121–134

    Article  Google Scholar 

  • Yan Z, Bond-Lamberty B, Todd-Brown KE, Bailey VL, Li S, Liu C, Liu C (2018) A moisture function of soil heterotrophic respiration that incorporates microscale processes. Nat Commun 9(1):2562

    Article  Google Scholar 

  • Yu K, Saha MV, D’Odorico P (2017) The effects of interannual rainfall variability on tree-grass composition along Kalahari rainfall gradient. Ecosystems 20(5):975–988

    Article  Google Scholar 

  • Zhang X, Wan H, Zwiers FW, Hegerl GC, Min SK (2013) Attributing intensification of precipitation extremes to human influence. Geophys Res Lett 40(19):5252–5257

    Article  Google Scholar 

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Acknowledgements

FHMT and FM are supported by the SREI2020 EnviroSphere research program of the University of Sydney. FM is also supported by the Mid Career Research Award and Sydney Research Accelerator Fellowship (SOAR) of the University of Sydney. WJR is supported by the Director, Office of Science, Office of Biological and Environmental Research of the U.S. Department of Energy under Contract No. DE-AC02-05CH11231 as part of the LBNL TES Belowground Biogeochemistry Scientific Focus Area. The authors thank Giulia Ceriotti for the many conversations on topics presented here. The authors acknowledge the Sydney Informatics Hub and the University of Sydney’s high performance computing cluster Artemis for providing the high performance computing resources that have contributed to the results reported within this work. The BRTSim solver package can be downloaded at https://sites.google.com/site/thebrtsimproject/home or from the mirror https://www.dropbox.com/sh/wrfspx9f1dvuspr/AAD5iA9PsteX3ygAJxQDxAy9a?dl=0.

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Tang, F.H.M., Riley, W.J. & Maggi, F. Hourly and daily rainfall intensification causes opposing effects on C and N emissions, storage, and leaching in dry and wet grasslands. Biogeochemistry 144, 197–214 (2019). https://doi.org/10.1007/s10533-019-00580-7

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