Abstract
This study assesses the potential impacts of future global warming on the carbon budget of terrestrial ecosystems across monsoon Asia using the Inter-Sectoral Impact Model Intercomparison Project (ISI-MIP) dataset. We used simulation results of two emission pathways (RCP2.6 and RCP8.5), climate projections of five climate models, and seven terrestrial biome models to analyze the changes in net primary production and carbon stocks in the South, Southeast, and East Asian subregions during the period 1981–2099. The simulations indicated that by the end of the 21st century, net primary production would increase by 9–45 % and ecosystem carbon storage would increase by 42–86 Pg C. The clearest climatic impacts were found when using the adaptation-oriented emission scenario (RCP8.5), which assumes a greater CO2 increase and a larger change in climatic conditions. Substantial disparities in temporal trajectories and spatial patterns were found in the estimated changes, owing to the uncertainties in the emission scenarios, climate projections, and ecosystem models. We attempted to derive consistent patterns throughout the simulations to specify potential hotspots of climatic impacts (e.g., soil carbon change in the southern Tibetan Plateau). Finally, we discuss changes to the climatic characteristics in the study region (e.g., a change in the rainy season), the implications for ecosystem services, and the need for collaborative field monitoring studies.
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Ailikun B, Yasunari T (2001) ENSO and Asian summer monsoon: persistence and transitivity in the seasonal march. J Meteor Soc Jpn 79:145–159
Annamalai H, Hafner J, Sooraj KP, Pillai P (2013) Global warming shifts the monsoon circulation, drying South Asia. J Clim 26:2701–2718. doi:10.1175/JCLI-D-12-00208.1
Bondeau A, Smith PC, Zaehle S, Schaphoff S, Lucht W, Cramer W, Gerten D, Lotze-Campen H, Müller C, Reichstein M, Smith B (2007) Modelling the role of agriculture for the 20th century global terrestrial carbon balance. Glob Change Biol 13:679–706. doi:10.1111/j.1365-2486.2006.01305.x
Boose ER, Foster DR, Fluet M (1994) Hurricane impacts to tropical and temperate forest landscapes. Ecol Monogr 64:369–400
Cai W, Santoso A, Wang G, Weller E, Wu L, Ashok K, Masumoto Y, Yamagata T (2014) Increased frequency of extreme Indian Ocean Dipole events due to greenhouse warming. Nature 510:254–258. doi:10.1038/nature13327
Chung H, Muraoka H, Nakamura M, Han S, Muller O, Son Y (2013) Experimental warming studies on tree species and forest ecosystems: a literature review. J Plant Res 126:447–460. doi:10.1007/s10265-013-0565-3
Clark DB, Mercado LM, Sitch S, Jones CD, Gedney N, Best MJ, Pryor M, Rooney GG, Essery RLH, Blyth E, Boucher O, Harding RJ, Huntingford C, Cox PM (2011) The Joint UK Land Environment Simulator (JULES), model description—part 2: carbon fluxes and vegetation dynamics. Geosci Model Dev 4:701–722. doi:10.5194/gmd-4-701-2011
Cox PM, Betts RA, Collins M, Harris PP, Huntingford C, Jones CD (2004) Amazonian forest dieback under climate-carbon cycle projections for the 21st century. Theor Appl Climatol 78:137–156
Eguchi N, Karatsu K, Ueda T, Funada R, Takagi K, Hiura T, Sasa K, Koike T (2008) Photosynthetic responses of birch and alder saplings grown in a free air CO2 enrichment system in northern Japan. Trees 22:437–447. doi:10.1007/s00468-007-0204-5
Esser G (1995) Contribution of Monsoon Asia to the carbon budget of the biosphere, past and future. Vegetatio 121:175–188
Fang J, Chen A, Peng C, Zhao S, Ci L (2001) Changes in forest biomass carbon storage in China between 1949 and 1998. Science 292:2320–2322
Friend AD, White A (2000) Evaluation and analysis of a dynamic terrestrial ecosystem model under preindustrial conditions at the global scale. Glob Biogeochem Cycles 14:1173–1190
Friend AD, Lucht W, Rademacher TT, Keribin RM, Betts R, Cadule P, Ciais P, Clark DB, Dankers R, Falloon P, Ito A, Kahana R, Kleidon A, Lomas MR, Nishina K, Ostberg S, Pavlick R, Peylin P, Schaphoff S, Vuichard N, Warszwski L, Wiltshire A, Woodward FI (2014) Carbon residence time dominates uncertainty in terrestrial vegetation responses to future climate and atmospheric CO2. Proc Nat Acad Sci 111:3280–3285. doi:10.1073/pnas.1222477110
Fu C (2003) Potential impacts of human-induced land cover change on East Asia monsoon. Global Plan Change 37:219–229. doi:10.1016/S0921-8181(02)00207-2
Hempel S, Frieler K, Warszawski L, Schewe J, Piontek F (2013) A trend-preserving bias correction—the ISI-MIP approach. Earth Sys Dyn 4:219–236. doi:10.5194/esd-4-219-2013
Hirata R, Saigusa N, Yamamoto S, Ohtani Y, Ide R, Asanuma J, Gamo M, Hirano T, Kondo H, Kosugi Y, Li S-G, Nakai Y, Takagi K, Tani M, Wang H (2008) Spatial distribution of carbon balance in forest ecosystem across East Asia. Agric For Meteorol 148:761–775. doi:10.1016/j.agrformet.2007.11.016
Hsu P-C, Li T, Luo J-J, Murakami H, Kitoh A, Zhao M (2012) Increase of global monsoon area and precipitation under global warming: a robust signal? Geophys Res Lett 39:L06701. doi:10.1029/2012GL051037
Ichii K, Kondo M, Okabe Y, Ueyama M, Kobayashi H, Lee S-J, Saigusa N, Zhu Z, Myneni R (2013a) Recent changes in terrestrial gross primary productivity in Asia from 1982 to 2011. Remote Sens 5:6043–6062. doi:10.3390/rs5116043
Ichii K, Kondo M, Lee Y-H, Wang S-Q, Kim J, Ueyama M, Lim H-J, Shi H, Suzuki T, Ito A, Ju W, Huang M, Sasai T, Asanuma J, Han S, Hirano T, Hirata R, Kato T, Kwon H, Li S-G, Li Y-N, Maeda T, Miyata A, Matsuura Y, Murayama S, Nakai Y, Ohta T, Saitoh TM, Saigusa N, Takagi K, Tang Y-H, Wang H-M, Yu G-R, Zhang Y-P, Zaho F-H (2013b) Site-level model-data synthesis of terrestrial carbon fluxes in the CarboEastAsia eddy-covariance observation network: toward future modeling efforts. J For Res 18:13–20. doi:10.1007/s10310-012-0367-9
Intergovernmental Panel on Climate Change (IPCC) (2013) Climate change 2013: the physical science basis. Cambridge University Press, Cambridge
Ito A (2011) A historical meta-analysis of global terrestrial net primary productivity: are estimates converging? Glob Change Biol 17:3161–3175. doi:10.1111/j.1365-2486.2011.02450.x
Ito A (2012) Detection and attribution of global change impact on a tower-observed ecosystem carbon budget: a critical appraisal. Environ Res Lett 7:1–6. doi:10.1088/1748-9326/7/1/014013
Ito A, Inatomi M (2012) Water-use efficiency of the terrestrial biosphere: a model analysis on interactions between the global carbon and water cycles. J Hydrometeorol 13:681–694. doi:10.1175/JHM-D-10-05034.1
Ito A, Oikawa T (2000) The large carbon emission from terrestrial ecosystems in 1998: a model simulation. J Meteor Soc Jpn 78:103–110
Ito A, Saitoh TM, Sasai T (2015) Synergies between observational and modeling studies at the Takayama site: towards a better understanding of processes in terrestrial ecosystems. Ecol Res 30:201–210. doi:10.1007/s11284-014-1205-7
Jobbágy EG, Jackson RB (2000) The vertical distribution of soil organic carbon and its relation to climate and vegetation. Ecol Appl 10:423–436
Jung M, Henkel K, Herold M, Churkina G (2006) Exploiting synergies of global land cover products for carbon cycle modeling. Remote Sens Environ 101:534–553
Kato T, Tang Y (2008) Spatial variability and major controlling factors of CO2 sink strength in Asian terrestrial ecosystems; evidence from eddy covariance data. Glob Change Biol 14:2333–2348. doi:10.1111/j.1365-2486.2008.01646.x
Kira T (1991) Forest ecosystems of East and Southeast Asia in a global perspective. Ecol Res 6:185–200
Kitoh A, Endo H, Kumar KK, Cavalcanti IFA, Goswami P, Zhou T (2013) Monsoons in a changing world: a regional perspective in a global context. J Geophys Res 118:3053–3065. doi:10.1002/jgrd.50258
Koh LP, Miettinen J, Liew SC, Ghazoul J (2011) Remotely sensed evidence of tropical peatland conversion to oil palm. Proc Nat Acad Sci 108:5127–5132. doi:10.1073/pnas.1018776108
Kohyama T (2005) Scaling up from shifting-gap mosaic to geographic distribution in the modeling of forest dynamics. Ecol Res 20:305–312
Krinner G, Viovy N, de Noblet-Ducoudré N, Ogée J, Polcher J, Friedlingstein P, Ciais P, Sitch S, Prentice IC (2005) A dynamic global vegetation model for studies of the coupled atmosphere-biosphere system. Glob Biogeochem Cycles 19:GB1015. doi:10.1029/2003GB002199
Kumagai T, Porporato A (2012) Strategies of a Bornean tropical rainforest water use as a function of rainfall regime: isohydric or anisohydric? Plant Cell Environ 35:61–71. doi:10.1111/j.1365-3040.2011.02428.x
Kwon H, Kim J, Hong J, Lim J-H (2010) Influence of the Asian monsoon on net ecosystem carbon exchange in two major ecosystems in Korea. Biogeosciences 7:1493–1504. doi:10.5194/bg-7-1493-2010
Latif M, Keenlyside NS (2009) El Niño/Southern Oscillation response to global warming. Proc Nat Acad Sci 106:20578–20583. doi:10.1073/pnas.0710860105
Meinshausen M, Smith SJ, Calvin K, Daniel JS, Kainuma MLT, Lamarque J-F, Matsumoto K, Montzka SA, Raper SCB, Riahi K, Thomson A, Velders GJM, van Vuuren DPP (2011) The RCP greenhouse gas concentrations and their extensions from 1765 to 2300. Clim Change 109:213–241. doi:10.1007/s10584-011-0156-z
Millennium Ecosystem Assessment (2005) Ecosystems and human well-being: synthesis. Island Press, Washington, DC
Mizoguchi Y, Miyata A, Ohtani Y, Hirata R, Yuta S (2009) A review of tower flux observation sites in Asia. J For Res 14:1–9. doi:10.1007/s10310-008-0101-9
Moss RH, Edmonds JA, Hibbard KA, Manning MR, Rose SK, van Vuuren DP, Carter TR, Emori S, Kainuma M, Kram T, Meehl GA, Mitchell JFB, Nakicenovic N, Riahi K, Smith SJ, Stouffer RJ, Thomson AM, Weyant JP, Wilbanks TJ (2010) The next generation of scenarios for climate change research and assessment. Nature 463:747–756. doi:10.1038/nature08823
Myers N, Mittermeier RA, Mittermeier CG, da Fanseca GAB, Kent J (2000) Biodiversity hotspots for conservation priorities. Nature 403:853–858
Nasahara KN, Nagai S (2015) Review: development of an in situ observation network for terrestrial ecological remote sensing: the Phenological Eyes Network (PEN). Ecol Res 30:211–223. doi:10.1007/s11284-014-1239-x
Nishina K, Ito A, Beerling DJ, Cadule P, Ciais P, Clark DB, Falloon P, Friend AD, Kahana R, Kato E, Keribin R, Lucht W, Lomas M, Rademacher TT, Pavlick R, Schaphoff S, Vuichard N, Warszwaski L, Yokohata T (2014) Quantifying uncertainties in soil carbon responses to changes in global mean temperature and precipitation. Earth Syst Dyn 5:197–209. doi:10.5194/esd-5-197-2014
Nishina K, Ito A, Falloon P, Friend AD, Beerling DJ, Ciais P, Clark DB, Kahana R, Kato E, Lucht W, Lomas M, Pavlick R, Schaphoff S, Warszawski L, Yokohata T (2015) Decomposing uncertainties in the future terrestrial carbon budget associated with emission scenario, climate projection, and ecosystem simulation using the ISI-MIP result. Earth Syst Dyn 6:435–445. doi:10.5194/esd-6-435-2015
Ohsawa M (1995) Latitudinal comparison of altitudinal changes in forest structure, leaf-type, and species richness in humid monsoon Asia. Vegetatio 121:3–10
Oikawa T, Ito A (2001) Modeling carbon dynamics of terrestrial ecosystems in Monsoon Asia. In: Matsuno T, Kida H (eds) Present and future of modeling global environmental change: towards integrated modeling. TERRAPUB, Tokyo, pp 207–219
Pan Y, Birdsey RA, Fang J, Houghton R, Kauppi PE, Kurz WA, Phillips OL, Shvidenko A, Lewis SL, Canadell JG, Ciais P, Jackson RB, Pacala SW, McGuire AD, Piao S, Rautiainen A, Sitch S, Hayes D (2011) A large and persistent carbon sink in the world’s forests. Science 333:988–993. doi:10.1126/science.1201609
Pavlick R, Drewry DT, Bohn K, Reu B, Kleidon A (2013) The Jena Diversity—Dynamic Global Vegetation Model (JeDi-DGVM): a diverse approach to representing terrestrial biogeography and biogeochemistry based on plant functional trade-offs. Biogeosciences 10:4137–4177. doi:10.5194/bg-10-4137-2013
Peduzzi P, Chatenoux B, Dao H, de Bono A, Herold C, Kossin J, Mouton F, Nordbeck O (2012) Global trends in tropical cyclone risk. Nat Clim Change 2:289–294. doi:10.1038/NCLIMATE1410
Piao S, Ito A, Li SG, Huang Y, Ciais P, Wang XH, Peng SS, Nan HJ, Zhao C, Ahlström A, Andres RJ, Chevallier F, Fang JY, Hartmann J, Huntingford C, Jeong S, Levis S, Levy PE, Li JS, Lomas MR, Mao JF, Mohammat A, Muraoka H, Peng CH, Peylin P, Poulter B, Shen ZH, Shi X, Sitch S, Tao S, Tian HQ, Wu XP, Xu M, Yu GR, Viovy N, Zaehle S, Zeng N, Zhu B (2012) The carbon budget of terrestrial ecosystems in East Asia over the last two decades. Biogeosciences 9:3571–3586. doi:10.5194/bg-9-3571-2012
Piao S, Sitch S, Ciais P, Friedlingstein P, Peylin P, Wang X, Ahlström A, Anav A, Canadell JG, Cong N, Huntingford C, Jung M, Levis S, Levy PE, Li J, Lin X, Lomas MR, Lu M, Luo Y, Ma Y, Myneni RB, Poulter B, Sun Z, Wang T, Viovy N, Zaehle S, Zeng N (2013) Evaluation of terrestrial carbon cycle models for their response to climate variability and to CO2 trends. Glob Change Biol 19:2117–2132. doi:10.1111/gcb.12187
Poulter B, Pederson N, Liu H, Zhu Z, D’Arrigo R, Ciais P, Davi N, Frank D, Leland C, Myneni R, Piao S, Wang T (2013) Recent trends in Inner Asian forest dynamics to temperature and precipitation indicate high sensitivity to climate change. Agric For Meteorol 178(179):31–45. doi:10.1016/j.agrformet.2012.12.006
Reichstein M, Bahn M, Ciais P, Frank D, Mahecha MD, Seneviratne SI, Zscheischler J, Beer C, Buchmann N, Frank DC, Papale D, Rammig A, Smith P, Thonicke K, van der Velde M, Vicca S, Walz A, Wattenbach M (2013) Climate extremes and the carbon cycle. Nature 500:287–295. doi:10.1038/nature12350
Ropelewski CF, Halpert MS (1987) Global and regional precipitation patterns associated with the El Nino/Southern Oscillation. Mon Weather Rev 115:1606–1626
Saatchi SS, Harris NL, Brown S, Lefsky M, Mitchard ETA, Salas W, Zutta BR, Buermann W, Lewis SL, Hagen S, Petrova S, White L, Silman M, Morel A (2011) Benchmark map of forest carbon stocks in tropical regions across three continents. Proc Nat Acad Sci 108:9899–9904. doi:10.1073/pnas.1019576108
Saigusa N, Ichii K, Murakami H, Hirata R, Asanuma J, Den H, Han S-J, Ide R, Li S-G, Ohta T, Sasai T, Wang S-Q, Yu G-R (2010) Impact of meteorological anomalies in the 2003 summer of Gross Primary Productivity in East Asia. Biogeosci 7:641–655
Saji HN, Goswami BN, Vinayachandran PN, Yamagata T (1999) A dipole mode in the tropical Indian Ocean. Nature 401:360–363
Sitch S, Smith B, Prentice IC, Arneth A, Bondeau A, Cramer W, Kaplan JO, Levis S, Lucht W, Sykes MT, Thonicke K, Venevsky S (2003) Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model. Glob Change Biol 9:161–185
Sodhi NS, Posa MRC, Lee TM, Bickford D, Koh LP, Brook BW (2010) The state and conservation of Southeast Asian biodiversity. Biodiv Conserv 19:317–328. doi:10.1007/s10531-009-9607-5
Takata K, Saito K, Yasunari T (2009) Changes in the Asian monsoon climate during 1700–1850 induced by preindustrial cultivation. Proc Nat Acad Sci 106:9586–9589. doi:10.1073/pnas.0807346106
Tanaka HL, Ishizaki N, Nohara D (2005) Intercomparison of the intensities and trends of Hadley, Walter and Monsoon circulations in the global warming projections. SOLA 1:77–80. doi:10.2151/sola.2005-2021
Tao B, Tian H, Chen G, Ren W, Lu C, Alley KD, Xu X, Liu M, Pan S, Virji H (2013) Terrestrial carbon balance in tropical Asia: contribution from cropland expansion and land management. Glob Plan Change 100:85–98. doi:10.1016/j.gloplacha.2012.09.006
Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experiment design. Bull Am Meteorol Soc 93:485–498. doi:10.1175/BAMS-D-11-00094.1
Tian H, Melillo JM, Kicklighter DW, Pan S, Liu J, McGuire AD, Moore BI (2003) Regional carbon dynamics in monsoon Asia and its implications for the global carbon cycle. Glob Plan Change 37:201–217
Tian H, Lu C, Yang J, Banger K, Huntzinger DN, Schwalm CR, Schwalm CR, Michalak AM, Cook R, Ciais P, Hayes D, Huang M, Ito A, Jain A, Lei H, Mao J, Pan S, Post WM, Peng S, Poulter B, Ren W, Ricciuto D, Schaefer K, Shi X, Tao B, Wang W, Wei Y, Yang Q, Zhang B, Zeng N (2015) Global patterns and controls of soil organic carbon dynamics as simulated by multiple terrestrial biosphere models: current status and future directions. Glob Biogeochem Cycles 29. doi:10.1002/2014GB005021
Timmermann A, Oberhuber J, Bacher A, Esch M, Latif M, Roecker E (1999) Increased El Niño frequency in a climate model forced by future greenhouse warming. Nature 398:694–697
Todd-Brown KEO, Randerson JT, Post WM, Hoffman FM, Tarnocai C, Schuur EAG, Allison SD (2013) Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations. Biogeosciences 10:1717–1736. doi:10.5194/bg-10-1717-2013
Turner AG, Annamalai H (2012) Climate change and the South Asian summer monsoon. Nat Clim Change 2:587–595. doi:10.1038/NCLIMATE1495
Warszawski L, Frieler K, Huber V, Piontek F, Serdeczny O, Schewe J (2014) The Inter-Sectoral Impact Model Intercomparison Project (ISI-MIP): project framework. Proc Natl Acad Sci 111:3228–3232. doi:10.1073/pnas.1312330110
Webster PJ, Maganã VO, Palmer TN, Shukla J, Tomas RA, Yanai M, Yasunari T (1998) Monsoons: processes, predictability, and the prospects for prediction. J Geophys Res 103:14451–14510
Webster PJ, Holland GJ, Curry JA, Chang H-R (2005) Changes in tropical cyclone number, duration, and intensity in a warming environment. Science 309:1844–1846
Werth D, Avissar R (2005) The local and global effects of Southeast Asian deforestation. Geophys Res Lett 32:L20702. doi:10.1029/2005GL022970
Woodward FI, Lomas MR (2004) Vegetation dynamics—simulating responses to climatic change. Biol Rev 79:643–670. doi:10.1017/S1464793103006419
Xu H, Hong Y, Hong B (2012) Decreasing Asian summer monsoon intensity after 1860 AD in the global warming epoch. Clim Dyn 39:2079–2088. doi:10.1007/s00382-012-1378-0
Yamada Y, Oouchi K, Satoh M, Tomita H, Yanase W (2010) Projection of changes in tropical cyclone activity and cloud height due to greenhouse warming: global cloud-system-resolving approach. Geophys Res Lett 37:L07709. doi:10.1029/2010GL042518
Yasunari T, Niles D, Taniguchi M, Chen D (2013) Asia: proving ground for global sustainability. Curr Opin Environ Sustain 5:288–292. doi:10.1016/j.cosust.2013.08.002
Yu G-R, Wen X-F, Sun X-M, Tanner BD, Lee X, Chen J-Y (2006) Overview of ChinaFLUX and evaluation of its eddy covariance measurement. Agric For Meteorol 137:125–137
Zhao S, Peng C, Jiang H, Tian D, Lei X, Zhou X (2006) Land use change in Asia and the ecological consequences. Ecol Res 21:890–896
Zhisheng A, Guoxiong W, Jianping L, Youbin S, Yimin L, Weijian Z, Yanjun C, Anmin D, Li L, Jiangyu M, Hai C, Zhengguo S, Liangcheng T, Hong Y, Hong A, Hong C, Juan F (2015) Global monsoon dynamics and climate change. Ann Rev Earth Planet Sci 43:2.1–2.49. doi:10.1146/annurev-earth-060313-054623
Zscheischler J, Reichstein M, von Buttlar J, Mu M, Randerson JT, Mahecha MD (2014) Carbon cycle extremes during the 21st century in CMIP5 models: future evolution and attribution to climatic drivers. Geophys Res Lett 41:8853–8861. doi:10.1002/2014GL062409
Acknowledgments
This study was supported by the Environmental Research and Technology Development Fund (S-10) of the Ministry of the Environment, Japan, and a Grant-in-aid (No. 26281014) from the Japan Society for the Promotion of Science. This study used the ISI-MIP dataset supported by the Potsdam Institute for Climate Impact Research, Germany.
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Ito, A., Nishina, K. & Noda, H.M. Evaluation of global warming impacts on the carbon budget of terrestrial ecosystems in monsoon Asia: a multi-model analysis. Ecol Res 31, 459–474 (2016). https://doi.org/10.1007/s11284-016-1354-y
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DOI: https://doi.org/10.1007/s11284-016-1354-y