Abstract
An investigation was carried out to assess the climate change impacts on rainfed maize yield using AquaCrop and CERES–maize crop simulation models, and evaluation of adaptation measures were performed for Sikkim state of India. Data related to crop phenology retrieved from the field experiments were used to calibrate and validate the crop models for three representative sites. Climate projections of six global circulation models (ECHAM5, CCSM, HadCM3, CSIRO-MK3.0, CGCM3.1, and MIROC3.2) for scenarios A2 and B2 were bias-corrected at station scale by power law transformation. Simulation results by the two crop models indicate a significant declination in the yield of NLD-White variety of maize ranging from 4.7 ± 1.4 to 20.4 ± 7.2 % for the future time windows under A2 scenario and 2.5 ± 0.9 to 15.8 ± 5.7 % under B2 scenario relative to the yield simulated for the baseline period of 1991–2000. It is also observed that, for a particular temperature, yield remarkably increases with escalated carbon dioxide (CO2) concentration. On contrary, increase in temperature reduces the yield at a particular CO2 concentration. The overall decline in the yield under future climate scenarios can be alleviated by early planting, appropriate nutrient management, introducing supplementary irrigation, and shifting to heat-tolerant varieties.
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Alcamo J, Dronin N, Endejan M, Golubev G, Kirilenko A (2007) A new assessment of climate change impacts on food production shortfalls and water availability in Russia. Glob Environ Change 17:429–444
Allen RG, Pereira LS, Raes D, Smith M (1998) Guidelines for computing crop water requirements, Irrigation and Drainage Paper 56, Food and Agricultural Organization of the United. Nations, Rome
Asseng S, Ewert F, Rosenzweig C, Jones JW, Hatfield JL et al. (2013) Uncertainty in simulating wheat yields under climate change. Nature Climate Change doi: 10.1038/NCLIMATE1916
Attri SD, Rathore LS (2003) Simulation of impact projected climate change on wheat in India. Int J Climatol 23:693–705
Babel MS, Agarwal A, Swain DK, Herath S (2011) Evaluation of climate change impacts and adaptation measures for rice cultivation in Northeast Thailand. Clim Res 46:137–146
Babel MS, Bhusal SP, Wahid SM, Agarwal A (2013) Climate change and water resources in the Bagmati River basin, Nepal. Theor Appl Climatol doi: 10.1007/s00704-013-0919-4
Babel MS, Turyatunga E (2014) Evaluation of climate change impacts and adaptation measures for maize cultivation in the western Uganda agro-ecological zone. Theor Appl Climatol doi:10.1007/s00704-014-1097-z
Basnet BS, Avaste RK, Bhutia KG (2003) Present status of maize cultivation in Sikkim and future strategies. ENVIS Bulletin: Himalayan Ecology 11(1). Accessed on 19 August 2013
Berg A, de Noblet-Ducoudre N, Sultan B, Lengaigne M, Guimberteau M (2013) Projections of climate change impacts on potential C4 crop productivity over tropical regions. Agric Forest Meteorol 170:89–102
Bryan E, Deressa TT, Gbetibouo GA, Ringler C (2009) Adaptation to climate change in Ethiopia and South Africa: options and constraints. Environ Sci Policy 12:413–426
Challinor AJ, Smith MS, Thornton P (2013) Use of agro-climate ensembles for quantifying uncertainty and informing adaptation. Agric Forest Meteorol 170:2–7
Cicchino M, Edreira JIR, Otegui ME (2010) Heat stress during late vegetative growth of Maize: effects on phenology and assessment of optimum temperature. Crop Sci 50(4):1431–1437
Collins WD, Bitz CM, Blackmon ML, Bonan GB, Bretherton CS, Carton JA, Chang P, Doney SC, Hack JJ, Henderson TB, Kiehl JT, Large WG, Mckenna DS, Santer BD, Smith RD (2005) The community climate system model version 3 (CCSM3). J Clim 19:2122–2143
Deb P, Debnath P, Pattanaaik SK (2013) Physico-chemical properties and water holding capacity of cultivated soils along altitudinal gradient in South Sikkim, India. Indian J Agric Res 48(2):120–126
Debnath P, Deb P, Sen D, Pattannaik SK, Sah D, Ghosh SK (2012) Physico-chemical properties and its relationship with water holding capacity of cultivated soils along altitudinal gradient in Sikkim. Intl J Agric Env Biotech 5(1):99–102
Du MY, Kawashima S, Yonemura S, Zhang XZ, Chen SB (2004) Mutual influence between human activities and climate change in the Tibetan Plateau during recent years. Glob Planet Chang 41:241–249
Elmore R, Taylor E (2011) Corn and “a Big Long Heat Wave on the Way” Iowa Integrated Crop Management Newsletter Iowa State Univ. http://www.extension.iastate.edu/CropNews/2011/0715elmoretaylor.htm. Accessed on 15 June 2014
GIAHS (2009) Sikkim-Himalaya-Agriculture: improving and scaling up of the traditionally managed agricultural systems of global significance (Sikkim State–India). http://www.fao.org/nr/giahs/other-systems/other/asia-pacific/en. Accessed 26 July 2013
Gohari A, Eslamian S, Abedi-Koupaei J, Bavani AM, Wang D, Madani K (2013) Climate change impacts on crop production in Iran’s Zayandeh-Rud River Basin. Sci Total Environ 442:405–419
Gordon C, Cooper C, Senior CA, Banks H, Gregory JM, Johns TC, Mitchell JFB, Wood RA (2000) The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley centre coupled mode without flux adjustments. Clim Dynm 16:147–168
Gordon HB, Rotstayn LD, McGregor JL, Dix MR, Kowalczyk EA, O’Farrel SP, Waterman LJ, Hirst AC, Wilson SG, Collier MA, Watterson IG, Elliott TI (2002) The CSIRO Mk3 climate system model [Electronic publication]. Aspendale: CSIRO Atmospheric Research. (CSIRO Atmospheric Research technical paper; no. 60). 130 pp.
Greets S, Raes D, Garcia M, Miranda R, Cusicanqui JA, Taboada C, Mendoza J, Huanca R, Mamani A, Condori O, Mamani J, Morales B, Osco V, Steduto P (2009) Simulating yield response to Quinoa to water availability with AquaCrop. Agron J 101:498–508
Harrison L, Michaelsen J, Funk C, Husak G (2011) Effects of temperature changes on maize production in Mozambique. Clim Res 46:211–222
Hawkins E, Osborne TM, Kit Ho C, Challinor AJ (2013) Calibration and bias correction of climate projections for crop modelling: an idealized case study over Europe. Agric Forest Meteorol 170:19–31
Hӧglind M, Thorsen SM, Semenov MA (2013) Assessing uncertainties in impact of climate change on grass production in Northern Europe using ensembles of global climate models. Agric Forest Meteorol 170:103–113
Hoogenboom G, Jones JW, Wilkens PW, Porter CH, Boote KJ, Hunt LA, Singh U, Lizaso JL, White JW, Uryasev O, Royce FS, Ogoshi R, Gijsman AJ, Tsuji GY, Koo J (2012) Decision support system for agrotechnology transfer (DSSAT) version 4.5 [CD-ROM]. University of Hawaii, Honolulu, Hawaii
ICIMOD (2010) Rural livelihoods and adaptation to climate change in the Himalayas; INFORMATION SHEET #5/10. Prepared by International Centre for Integrated Mountain Development Publications Unit, November 2010, Kathmandu, Nepal
Intergovernmental Panel on Climate Change (IPCC) (2007a) Summary for policy makers. In: Parry ML, Canzani OF, Palutikof JP et al. Climate change 2007: impacts, adaptation and vulnerability. Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, UK
Intergovernmental Panel on Climate Change (IPCC) (2007b) Climate change 2007: impacts, adaptation and vulnerability. Contribution of Working Group II to the 4th assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge
Jeffrey W, White JW, Jones JW, Porter C, McMaster GS, Sommer R (2010) Issues of spatial and temporal scale in modeling the effects of field operations on soil properties. Oper Res Int J 10:279–299
Jones JW, Hoogenboom G, Porter CH, Boote KJ, Batchelor WD, Hunt LA, Wilkens PW, Singh U, Gijsman AJ, Ritchie JT (2003) DSSAT cropping system model. Eur J of Agron 18:235–265
Joshi K, Chaturvedi P (2013) Impact of climate change on agriculture. Oct J Environ Res 1(1):39–42
Kim HY, Ko J, Kang S, Tenhunen J (2013) Impacts of climate change on paddy rice yield in a temperate climate. Global Chang Biol 19:548–562
Krishnan P, Swain DK, Bhaskar BC, Nayak SK, Dash RN (2007) Impact of elevated CO2and temperature on rice yield and methods of adaptation as evaluated by crop simulation studies. Agric Ecosyst Environ 122:233–242
K-1 model developers (2004) K-1 coupled GCM (MIROC) description. K-1 technical report, Hasumi H, and Emori S Eds., Center for Climate System Research, University of Tokyo, 34 pp
Leakey ADB, Uribelarrea M, Ainsworth EA, Naidu SL, Rogers A, Ort DR, Long SP (2006) Photosynthesis, productivity, and yield of maize are not affected by open-air elevation of CO2 concentration in the absence of drought. Plant Physiol 140(2):779–790
Leander R, Buishand TA (2007) Resampling of regional climate model output for the simulation of extreme river flows. J Hydrol 332:487–496
Lobells DB, Burke MB, Tabaidi C, Mastrandrea MD, Falcon WP, Naylor RL (2008) Prioritizing climate change adaptation need for food security in 2030. Science 319:607–610
Malla G (2008) Climate change and its impact on Nepalese agriculture. J Agric Environ 9:62–71
McFarlane NA, Scinocca JF, Lazare M, Harvey R, Verseghy D, Li J (2005) The CCCma third generation atmospheric general circulation model. CCma Internal Rep., 25 pp
Mishra B, Babel MS, Tripathi NK (2013) Analysis of climatic variability and snow cover in the Kaligandaki River Basin, Himalaya, Nepal. Theor Appl Climatol doi: 10.1007/s00704-013-0966-1
Moradi R, Koocheki A, Mahallati MN, Mansoori H (2013) Adaptation strategies for maize cultivation under climate change in Iran: irrigation and planting date management. Mitig Adapt Strateg Glob Change 18:265–284
Nayava JL, Gurung DB (2010) Impact of climate change on production and productivity: a case study of maize research and development in Nepal. J Agric Environ 11:59–69
Olesen JE, Trnka M, Kersebaum KC, Skjelvag AO, Seguin B, Peltonen-Sainio P, Rossi F, Kozyra J, Micale F (2011) Impacts and adaptation of European crop production systems to climate change. Eur J Agron 33(2):96–112
O’Neill T (2007) National geographic magazine. National Geography Society October 2007 Washington, DC
Önol B, Bozkurt D, Turuncoglu UU, Sen OL, Dalfes HN (2014) Evaluation of the twenty-first century RCM simulations driven by multiple GCMs over the Eastern Mediterranean–Black Sea region. Clim Dyn 42:1949–1965
Panda RK, Alam J, Nandgude S (2012) Effect of climate variability on maize yield and evaluation of coping strategies using the crop growth model. Int J Clim Chang: Impacts Response 3(2):71–94
Raes D, Steduto P, Hsiao TC, Fereres E (2009) AquaCrop: the FAO crop model to simulate yield response to water: II. Main algorithms and software description. Agron J 101:438–447
Reidsma P, Ewert F, Lansink AO, Leemans R (2010) Adaptation to climate change and climate variability in European agriculture: the importance of farm level responses. Eur J Agron 32:91–102
Rezaei EE, Gaiser T, Siebert S, Sultan B, Ewert F (2014) Combined impacts of climate and nutrient fertilization on yields of pearl millet in Niger. Eur J Agron 55:77–88
Roeckner E, Bäuml G, Bonaventura L, Brokopf R, Esch M, Giorgetta M, Hagemann S, Kirchner I, Kornblueh L, Manzini E, Rhodin A, Schlese U, Schulzweida U, Tompkins A (2003) The atmospheric general circulation model ECHAM5. Part I: Model description. Max Planck Institute for Meteorology Report 349, 127 pp. Hamburg, Germany
Ruiz-Vera UM, Siebers M, Gray SB, Drag DW, Rosenthal DM, Kimball BA, Ort DR, Bernaacchi CJ (2013) Global warming can negate the expected CO2 stimulation in photosynthesis and productivity for soybean grown in the Midwestern United States. Plant Physiol 162:410–423
Seetharam K (2008) Climate change scenario over Gangtok. Mausam 59(3):361–366
Semenov MA, Stratonovitch P (2010) Use of multi-model ensembles from global climate models for assessment of climate change impacts. Clim Res 41:1–14
Shrestha AB, Wake CP, Mayewski PA, Dibb JE (1999) Maximum temperature trends in the Himalaya and its vicinity: an analysis based on temperature records from Nepal for the period 1971–94. J Clim 12:2775–2786
Shrestha S, Gyawali B, Bhattarai U (2013) Impacts of climate change on irrigation water requirements for rice-wheat cultivation in Bagmati River basin, Nepal. J Wat Clim Chang 4(4):422–439
Shrestha S, Deb P, Bui TTT (2014a) Adaptation strategies for rice cultivation under climate change in Central Vietnam. Mitig Adapt Strateg Glob Change doi: 10.1007/s11027-014-9567-2
Shrestha S, Thin NMM, Deb P (2014b) Assessment of climate change impacts on irrigation water requirement and rice yield for Ngamoeyeik Irrigation Project in Myanmar. J Wat Clim Change doi:10.2166/wcc.2014.144
Sikkimstat Statistical database for Sikkim state. Government of India http://www.sikkimstat.com/agriculture/2/stats.aspx. Accessed on 15 August 2013
Steduto P, Hsiao TC, Raes D, Fereres E (2009) AquaCrop—the FAO crop model to simulate yield response to water: 1. Concepts and underlying principles. Agron J 101:426–437
Tachie-Obeng E, Akponikpe PBI, Adiku S (2013) Considering effective adaptation options to impacts of climate change for maize production in Ghana. Environ Dev 5:131–145
Tao F, Yokozawa M, Hayashi Y, Lin E (2003a) Changes in soil moisture in China over the last half-century and their effects on agricultural production. Agric For Meteorol 118:251–261
Tao F, Yokozawa M, Hayashi Y, Lin E (2003b) Future climate change, the agricultural water cycle, and agricultural productions in China. Agric Ecosyst Environ 95:203–215
Tao F, Zhang Z (2010) Adaptation of maize production to climate change in North China Plain: quantify the relative contributions of adaptation options. Eur J Agron 33:103–116
Tebaldi C, Lobell DB (2008) Towards probabilistic projections of climate change impacts on global yields. Geophys Res Lett 35:L08705. doi:10.1029/2008GL033423
Thomas RJ (2008) Opportunities to reduce the vulnerability of dryland farmers in Central and West Asia and North Africa to climate change. Agric Ecosyst Environ 126:36–45
Tingem M, Rivington M (2009) Adaptation for crop agriculture to climate change in Cameroon: turning on the heat. Mitig Adapt Strat Global Chang 14:153–168
Travasso MI, Magrin GO, Baethgen WE, Castano JP, Rodriguez GR, Pires JL, Gimenez A, Cunha G, Fernandes M (2006) Adaptation measures for maize and soybean in southeastern South America. AIACC Working Paper No. 28 pp. 16–31
Tubiello FN, Rosenzweig C, Goldberg RA, Jagtap S, Jones JW (2002) Effects of climate change on US crop production: simulation results using two different GCM scenarios. Part I: wheat, potato, maize and citrus. Clim Res 20:259–270
Twine TE, Bryant JJ, Richter KT, Bernacchi CJ, McConnaughay KD, Morris SJ, Leakey ADB (2013) Glob Chang Biol 19(9):2838–2852
Vanuytrecht E, Raes D, Willems P (2014) Global sensitivity analysis of yield output from the water productivity model. Environ Model Softw 51:323–332
Wang M, Li Y, Ye W, Bornman JF, Yan X (2011) Effects of climate change on maize production, and potential adaptation measures: a case study in Jilin Province, China. Clim Res 46:223–242
Yao FM, Qin PC, Zhang JH, Lin ED, Boken V (2011) Uncertainties in assessing the effect of climate change on agriculture using model simulation and uncertainty processing methods. Chin Sci Bull 56:729–737
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The authors are wholeheartedly thankful to Indian Council of Agricultural Research (ICAR), Sikkim center and Indian Meteorological Department (IMD) for providing the necessary data to carry out this research study.
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Deb, P., Shrestha, S. & Babel, M.S. Forecasting climate change impacts and evaluation of adaptation options for maize cropping in the hilly terrain of Himalayas: Sikkim, India. Theor Appl Climatol 121, 649–667 (2015). https://doi.org/10.1007/s00704-014-1262-4
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DOI: https://doi.org/10.1007/s00704-014-1262-4