Comprehensive insights into the risks of climatic factors on rice production and its value chain- A Review

Authors

DOI:

https://doi.org/10.14719/pst.5269

Keywords:

climate change, climate risk, rice production, value chain approach

Abstract

Climate change is the most serious problem of the last two centuries. It is being observed as a silent threat to global food production, leading to food insecurity for the burgeoning population. Rice is an important food crop and has also been identified as sensitive and highly vulnerable to climate change. Global rice production is affected by climate change and will soon be seen as a food security threat. Climatic factors like temperature, rainfall, wind speed, relative humidity, and solar radiation significantly impact physiological, biochemical and morphological traits, eventually resulting in a decline in yield. The whole process is discussed in this review. Several previous studies focused more on the impact of climate change on the productivity and production of crops without paying any or less attention to the vulnerability of value chain actors to climate risks and climate-related losses in the value chain. The climate risk management by value chain approach establishes connections between input suppliers, farmers, processors, retailers and consumers, identifying risks and formulating adaptation and mitigation strategies at every stage across the value chain. The identified appropriate strategy from the review, including climate-resilient rice varieties, conservation agricultural practices, climate-smart cultivation and water management techniques, could reduce the impact of climate change and enhance food security.

Downloads

Download data is not yet available.

References

Stocker T. Climate change 2013: the physical science basis: Working Group I contribution to the Fifth assessment report of the Intergovernmental Panel on Climate Change. Cambridge University Press; 2014;24.

Fatima Z, Ahmed M, Hussain M, Abbas G, Ul-Allah S, et al. The fingerprints of climate warming on cereal crops phenology and adaptation options. Scientific Reports. 2020;10(1). https://doi.org/10.1038/s41598-020-74740-3

Sharma RK, Kumar S, Vatta K, Bheemanahalli R, et al. Impact of recent climate change on corn, rice, and wheat in southeastern USA. Scientific Reports. 2022;12(1):16928. https://doi.org/10.1038/s41598-022-21454-3

Su B, Huang J, Fischer T, Wang Y, et al. Drought losses in China might double between the 1.5 C and 2.0 C warming. Proceedings of the National Academy of Sciences. 2018;115(42):10600-5. https://doi.org/10.1073/pnas.1802129115

Meng L, Wang C, Zhang J. Heat injury risk assessment for single-cropping rice in the middle and lower reaches of the Yangtze river under climate change. Journal of Meteorological Research. 2016;30(3):426-43.https://doi.org/10.1007/s13351-016-5186-z

Gao S, Gu Q, Gong X, Li Y, Yan S, Li Y. Optimizing water-saving irrigation schemes for rice (Oryza sativa L.) using DSSAT-CERES-Rice model. International Journal of Agricultural and Biological Engineering. 2023;16(2):142-51. https://doi.org/10.25165/j.ijabe.20231602.7361

Feng A, Chao Q. An overview of assessment methods and analysis for climate change risk in China. Physics and Chemistry of the Earth, Parts a/B/C. 2020;117. https://doi.org/10.1016/j.pce.2020.102861

Hoque MA, Pradhan B, Ahmed N, Roy S. Tropical cyclone risk assessment using geospatial techniques for the eastern coastal region of Bangladesh. Science of the Total Environment. 2019;692:10-22.https://doi.org/10.1016/j.scitotenv.2019.07.132

IPCC. Summary for policymakers. In: Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA. 2014

Dash SK, Mamgain A. Changes in the frequency of different categories of temperature extremes in India. Journal of Applied Meteorology and Climatology. 2011;50(9):1842-58.https://doi.org/10.1175/2011JAMC2687.1

Kotera A, Nagano T, Hanittinan P, Koontanakulvong S. Assessing the degree of flood damage to rice crops in the Chao Phraya delta, Thailand, using MODIS satellite imaging. Paddy and water environment. 2016;14:271-80. https://doi.org/10.1007/s10333-015-0496-9

Sarhadi A, Soulis ED. Time?varying extreme rainfall intensity?duration?frequency curves in a changing climate. Geophysical Research Letters. 2017;44(5):2454-63. https://doi.org/10.1002/2016GL072201

Selvaraju R. Climate risk assessment and management in agriculture. Building resilience for adaptation to climate change in the agriculture sector. 2012;23(71):20.

Sharma J, Murthy IK, Esteves T, Negi P, Sushma S, Dasgupta S, Barua A, Bala G, Ravindranath N. Vulnerability and risk assessment: framework, methods and guideline. Indian Institute of Science. 2018:1-14.

Tung HT, Higano Y. Risk management for Rice value chain to adapt with climate change in the Mekong river delta, Vietnam. Retrieved June. 2016;6:2021.

Cohn AS, VanWey LK, Spera SA, Mustard JF. Cropping frequency and area response to climate variability can exceed yield response. Nature Climate Change. 2016;6(6):601-4. https://doi.org/10.1038/nclimate2934

Eckstein D, Hutfils ML, Winges M. Global climate risk index 2019. Who suffers most from extreme weather events. 2018;36.

Geethalakshmi V, Gowtham R, Gopinath R, Priyanka S, et al. Potential Impacts of Future Climate Changes on Crop Productivity of Cereals and Legumes in Tamil Nadu, India: A Mid?Century Time Slice Approach. Advances in Meteorology. 2023;2023(1).https://doi.org/10.1155/2023/4540454

Kokilavani S, Ramanathan SP, Dheebakaran GA, Sathyamoorthy NK et al. Decadal study of changing frequency and intensity of rainfall for selected locations of Tamil Nadu. Current World Environment. 2021;16(3). https://doi.org/10.12944/CWE.16.3.20

Food and Agriculture Organization of the United Nations. The impact of natural hazards and disasters on agriculture and food security and nutrition: A call for action to build resilient livelihoods. 2015

Leng G. Keeping global warming within 1.5 C reduces future risk of yield loss in the United States: A probabilistic modeling approach. Science of the total environment. 2018;644:52-9. https://doi.org/10.1016/j.scitotenv.2018.06.344

Guntukula R, Goyari P. Climate change effects on the crop yield and its variability in Telangana, India. Studies in Microeconomics. 2020;8(1):119-48. https://doi.org/10.1177/2321022220923197

Nelson GC, Valin H, Sands RD, Havlík P, Ahammad H, et al. Climate change effects on agriculture: Economic responses to biophysical shocks. Proceedings of the National Academy of Sciences. 2014;111(9):3274-9. https://doi.org/10.1073/pnas.1222465110

Tang L, Wu A, Li S, Tuerdimaimaiti M, Zhang G. Impacts of Climate Change on Rice Grain: A Literature Review on What Is Happening, and How Should We Proceed?. Foods. 2023;12(3):536. https://doi.org/10.3390/foods12030536

Tang L, Risalat H, Cao R, Hu Q, et al. Food security in China: a brief view of rice production in recent 20 years. Foods. 2022;11(21). https://doi.org/10.3390/foods11213324

Singh A, Chaudhuri B, Roychoudhury A. Influence of night temperature on rice yield and quality. Rice Research for Quality Improvement: Genomics and Genetic Engineering: Volume 1: Breeding Techniques and Abiotic Stress Tolerance. 2020:579-90. https://doi.org/10.1007/978-981-15-4120-9_24

Jamal MR, Kristiansen P, Kabir MJ, Lobry de Bruyn L. Challenges and adaptations for resilient rice production under changing environments in Bangladesh. Land. 2023;12(6). https://doi.org/10.3390/land12061217

Xu Y, Chu C, Yao S. The Impact of high-temperature stress on rice: Challenges and solutions. The Crop Journal. 2021;9(5):963-76. https://doi.org/10.1016/j.cj.2021.02.011

Senthilraja K, Venkatesan S, Udhaya Nandhini D, Dhasarathan M, Prabha B, Boomiraj K, Mohan Kumar S, Bhuvaneswari K, Raveendran M, Geethalakshmi V. Mitigating Methane Emission from the Rice Ecosystem through Organic Amendments. Agriculture. 2023;13(5):1037. https://doi.org/10.3390/agriculture13051037

Vinothkumar B. Development of weather based forewarning model for major pests of high altitude rainfed rice agroecosystem. Madras Agricultural Journal. 2015;102(10-12):358-362. https://doi.org/10.29321/MAJ.10.001134

Bin Rahman AR, Zhang J. Trends in rice research: 2030 and beyond. Food and Energy Security. 2023;12(2). https://doi.org/10.1002/fes3.390

GRiSP- Global Rice Science Partnership. Rice Almanac.- 4th Edition International Rice Research Institute, Los Baños. 2013

Yadav S, Kumar V. Feeding the world while caring for the planet. Direct Seed Rice Consort Newsl. 2018;1(2):3-4.

Cao TM, Lee SH, Lee JY. The Impact of Natural Disasters and Pest Infestations on Technical Efficiency in Rice Production: A Study in Vietnam. Sustainability. 2023;15(15):11633. https://doi.org/10.3390/su151511633

Yang J, Huo Z, Li X, Wang P, Wu D. Hot weather event-based characteristics of double-early rice heat risk: A study of Jiangxi province, South China. Ecological Indicators. 2020;113. https://doi.org/10.1016/j.ecolind.2020.106148

Zhan P, Zhu W, Zhang T, Li N. Regional inequalities of future climate change impact on rice (Oryza sativa L.) yield in China. Science of The Total Environment. 2023;898. https://doi.org/10.1016/j.scitotenv.2023.165495

Miller C, da Silva C. Value chain financing in agriculture, Enterprise Development and Microfinance 13 (2/3). Rugby (UK): Practical Action Publishing. 2007. https://doi.org/10.3362/0957-1329.2007.013

International Fund for Agricultural Development. How to do climate change risk assessments in value chain projects, IFAD Policy and Technical Advisory Division. 2015

Dekens J, Bagamba F. Promoting an Integrated Approach to Climate Adaptation: Lessons from the coffee value chain in Uganda. Winnipeg, MB, Canada: International Institute for Sustainable Development; 2014.

IPCC Climate Change. The Physical Science Basis Working Group I Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press: Cambridge, UK; New York, NY, USA. 2021

Arivelarasan T, Manivasagam VS, Geethalakshmi V, Bhuvaneswari K, et al. How far will climate change affect future food security? An inquiry into the irrigated rice system of Peninsular India. Agriculture. 2023;13(3):551. https://doi.org/10.3390/agriculture13030551

SRD. Area of Cultivation of Rice in India (2013-2018), Ministry of Statistics and Planning, Government of India: Puram, India. 2020

Wu F, Wang Y, Liu Y, Liu Y, Zhang Y. Simulated responses of global rice trade to variations in yield under climate change: Evidence from main rice-producing countries. Journal of Cleaner Production. 2021;281. https://doi.org/10.1016/j.jclepro.2020.124690.

Lal M. Global climate change: India's monsoon and its variability. Journal of Environmental Studies and Policy. 2003;6(1):1-34.

Saravanakumar V, Lohano HD, Balasubramanian R. A district-level analysis for measuring the effects of climate change on production of rice: Evidence from Southern India. Theoretical and Applied Climatology. 2022;150(3):941-53. https://doi.org/10.1007/s00704-022-04198-y

Sivakumar M. Importance of solar radiation and the need for improved respect to Sun by Agrometeorologists. Journal of Agrometeorology. 2023;25(1):51-60. https://doi.org/10.54386/jam.v25i1.1971

Abbas S, Mayo ZA. Impact of temperature and rainfall on rice production in Punjab, Pakistan. Environment, Development and Sustainability. 2021;23(2):1706-28. https://doi.org/10.1007/s10668-020-00647-8

Agusta H, Santosa E, Dulbari D, Guntoro D, Zaman S. Continuous heavy rainfall and wind velocity during flowering affect rice production. AGRIVITA Journal of Agricultural Science. 2022;44(2):290-302. https://doi.org/10.17503/agrivita.v44i2.2539

Fahad S, Adnan M, Noor M, Arif M, Alam M, et al. Major constraints for global rice production. In: Advances in rice research for abiotic stress tolerance 2019;1-22. Woodhead Publishing. https://doi.org/10.1016/B978-0-12-814332-2.00001-0

Chairani S. The Correlation between Rainfall, Temperature, Relative Humidity, and Rice Field Productivity in Aceh Besar. In: IOP Conference Series: Earth and Environmental Science 2022;1071,(1). IOP Publishing. https://doi.org/10.1088/1755-1315/1071/1/012030

Sridevi V, Chellamuthu V. Impact of weather on rice-A review. International Journal of Applied Research. 2015;1(9):825-31.

Tashiro TW, Wardlaw IF. The effect of high temperature on kernel dimensions and the type and occurrence of kernel damage in rice. Australian Journal of Agricultural Research. 1991;42(3):485-96. https://doi.org/10.1071/AR9910485

Sreenivasan PS. Agro climatology of rice in India. [Indian Council of Agricultural Research]. 1985; 203-30.

Tamil Nadu Agricultural University. Agrometeorology, Temperature and Plant growth, https://agritech.tnau.ac.in/ agriculture/agri_agrometeorology_temp.html. 2022

Yoshida S. Fundamentals of rice crop science. International Rice Research Institute/Philippines. 1981.

Rehmani MI, Ding C, Li G, Ata-Ul-Karim ST, Hadifa A, et al. Vulnerability of rice production to temperature extremes during rice reproductive stage in Yangtze River Valley, China. Journal of King Saud University-Science. 2021;33(8). https://doi.org/10.1016/j.jksus.2021.101599

Amir IT, Fitriana NH, Mulyana E. Risk analysis of dry land rice production on the impact of climate change and weather. In3rd International Conference on Agriculture (ICA 2022) 2023; 126-38). Atlantis Press. https://doi.org/10.2991/978-94-6463-168-5_15

Ghadirnezhad R, Fallah A. Temperature effect on yield and yield components of different rice cultivars in flowering stage. International Journal of Agronomy. 2014;2014(1). https://doi.org/10.1155/2014/846707

Abeysiriwardena DS, Ohba K, Maruyama A. Influence of temperature and relative humidity on grain sterility in rice. Journal of the National Science Foundation of Sri Lanka. 2002;30(1-2). https://doi.org/10.4038/jnsfsr.v30i1-2.2559

Rathnayake WM, De Silva RP, Dayawansa ND. Assessment of the suitability of temperature and relative humidity for rice cultivation in rainfed lowland paddy fields in Kurunegala district. Tropical Agricultural Research. 2016; 27 (4): 370– 88.

Ghosh S, Saran S, Chaudhary RC. Correlated response of photo-and thermosensitivity on certain developmental characters of rice.1983;20(4), 243-246.

DV T. Major issues in Japonica rice production. In:Proceedings of the temperate rice-achievements and potential, 1994. 1994;1:65-70.

Mahmood N, Ahmad B, Hassan S, Bakhsh K. Impact of temperature ADN precipitation on rice productivity in rice-wheat cropping system of Punjab province. J Anim Plant Sci. 2012;22:993-7.

Halder M, Roy D, Paul R. Development of tubewell irrigation and its Impact on farmer’s socio-economic condition of Dakshin Dinajpur district, West Bengal. Manik Halder, Doli Roy, Ripom Paul et al. Development of tubewell irrigation and its impact on farmer’s socio- economic condition of Dakshin Dinajpur district, West Bengal, 2022. https://doi.org/10.21203/rs.3.rs-1565343/v1

Subash N, Singh SS, Priya N. Extreme rainfall indices and its impact on rice productivity-a case study over sub-humid climatic environment. Agricultural Water Management. 2011;98(9):1373-87. https://doi.org/10.1016/j.agwat.2011.04.003

Shrestha BB, Kawasaki A, Zin WW. Development of flood damage functions for agricultural crops and their applicability in regions of Asia. Journal of Hydrology: Regional Studies. 2021;36. https://doi.org/10.1016/j.ejrh.2021.100872

Setter TL, Laureles EV, Mazaredo AM. Lodging reduces yield of rice by self-shading and reductions in canopy photosynthesis. Field Crops Research. 1997;49(2-3):95-106. https://doi.org/10.1016/S0378-4290(96)01058-1

Hitaka N. Studies on the Lodging of Rice Plant (4) The effect of rainwater deposition on lodging. Journal of Agricultural Meteorology. 1966;22(2):59-64. https://doi.org/10.2480/agrmet.22.59

Berry PM, Griffin JM, Sylvester-Bradley R, Scott RK, et al. Controlling plant form through husbandry to minimize lodging in wheat. Field Crops Research. 2000;67(1):59-81. https://doi.org/10.1016/S0378-4290(00)00084-8

Dong Y, Tsuzuki E, Kamiunten H, Terao H, Lin D, et al. Identification of quantitative trait loci associated with pre-harvest sprouting resistance in rice (Oryza sativa L.). Field Crops Research. 2003;81(2-3):133-9. https://doi.org/10.1016/S0378-4290(02)00217-4

Anuar A, Abdullah J, Muhammad NS. Quantifying the flood risk index of the Malaysian “rice bowl”. Journal of Hydrology: Regional Studies. 2023;46. https://doi.org/10.1016/j.ejrh.2023.101324

Lee H, Choi M, Hwang W, Jeong J, et al. Occurrence of rice preharvest sprouting varies greatly depending on past weather conditions during grain filling. Field Crops Research. 2021;264. https://doi.org/10.1016/j.fcr.2021.108087

Rangasamy P. Role of crop physiology in improving agricultural productivity, new vistas for plant physiology research. TNAU, Coimbatore. 1996;18.

Weerakoon WM, Maruyama A, Ohba K. Impact of humidity on temperature?induced grain sterility in rice (Oryza sativa L). Journal of Agronomy and Crop Science. 2008;194(2):135-40.https://doi.org/10.1111/j.1439-037X.2008.00293.x

Ray MO. Influence of different weather parameters on rice production-A review. ALS. 2016;5:5776-82.

Vijayakumar. Hybrid rice seed production technology - theory and practice, Directorate of Rice Research, Hyderabad. 1996.

Kamalan J, Menon PK, Koruth A. Influence of weather parameters on wetland rice yields in Kerala. Oryza. 1988;25:365-8.

Venkateswarlu B, Prasad VV, Rao AV. Effects of low light intensity on different growth phases in rice (Oryza sativa L.). Plant and Soil. 1977;47:37-47. https://doi.org/10.1007/BF00010366.

Vamadevan VK, Murty KS. Influence of meteorological elements on productivity. Rice production manual. 1976:56-63.

Dulbari D, Santosa E, Sulistyono E, Koesmaryono Y. Adaptation of wetland rice to extreme weather.

Ishimaru K, Togawa E, Ookawa T, Kashiwagi T, Madoka Y, Hirotsu N. New target for rice lodging resistance and its effect in a typhoon. Planta. 2008;227:601-9. https://doi.org/10.1007/s00425-007-0642-8

Viswambharan K, Rajaram KP, Alexander D, Chinnamma NP, NAIR NR. Climatic constraints of high-yielding photo-insensitive winter rice in Kerala. Current Science. 1989:12-21.

Joseph K, Menon PK, Koruth A. Influence of weather parameters on wetland rice yields in Kerala. Oryza. 1988;25(4):365-8.

Rao P. Agricultural Meteorology, PHI Learning publishers, New Delhi. 2003.

Mwongera C, Nowak A, Notenbaert AM, Grey S, Osiemo J, Kinyua I, Lizarazo M, Girvetz E. Climate-smart agricultural value chains: Risks and perspectives. The Climate-Smart Agriculture Papers: Investigating the Business of a Productive, Resilient and Low Emission Future. 2019:235-45. https://doi.org/10.1007/978-3-319-92798-5_20

Understanding Climate Change Adaptation for Smallholders/Marginal Farmers and Quantifying its Impact on Agri-allied Value Chains in Indo-Gangetic Plains, UNDP India 55, Lodhi Estate, New Delhi 110003, India, 34-37.

Douglas I. Climate change, flooding and food security in South Asia. Food Security. 2009:127-36. https://doi.org/10.1007/s12571-009-0015-1

Bao J. Rice milling quality. InRice 2019; 339-69). AACC International Press. https://doi.org/10.1016/B978-0-12-811508-4.00010-1

Tinsley R. Rice Value Chain Analysis–Sokoto State Nigeria (NIG 244). Retrieved November. 2012;20:2021.

Onyeneke RU, Nwajiuba CA, Emenekwe CC, Nwajiuba A, et al. Climate change adaptation in Nigerian agricultural sector: A systematic review and resilience check of adaptation measures. AIMS Agriculture and Food. 2019;4(4):967-1006. https://doi.org/10.3934/agrfood.2019.4.967

Rath B, Wonginta T, Amchang C. Risk analysis of the rice supply chain in Cambodia. Journal of International Logistics and Trade. 2022;20(2):58-77. https://doi.org/10.1108/JILT-05-2022-0007

Terdoo F, Feola G. The vulnerability of rice value chains in Sub-Saharan Africa: a review. Climate. 2016;4(3):47. https://doi.org/10.3390/cli4030047

Dazé A, Dekens J. Enabling climate risk management along agricultural value chains: Insights from the rice value chain in Uganda. International Institute for Sustainable Development (IISD); 2016.

Boragapu R, Guhathakurta P, Sreejith OP. Tropical cyclone vulnerability assessment for India. Natural Hazards. 2023;117(3):3123-43. https://doi.org/10.1007/s11069-023-05980-5

Alauddin M, Sarker MA. Climate change and farm-level adaptation decisions and strategies in drought-prone and groundwater-depleted areas of Bangladesh: an empirical investigation. Ecological Economics. 2014;106:204-13. https://doi.org/10.1016/j.ecolecon.2014.07.025

Samal P, Patra R. Natural calamities, rice production loss and risk coping strategies: evidence from Odisha. SSRN; 2012 Jan 1.

Belder P, Bouman BA, Spiertz JH, Lu G, Quilang EJ. Water use of alternately submerged and nonsubmerged irrigated lowland rice. Water-Wise Rice Production. IRRI, Los Baños, Philippines. 2002:51-61.

Yang Y, Yu J, Qian Q, Shang L. Enhancement of heat and drought stress tolerance in rice by genetic manipulation: A systematic review. Rice. 2022;15(1):67. https://doi.org/10.1186/s12284-022-00614-z

Pathak H, Kumar M, Molla KA, Chakraborty K. Abiotic stresses in rice production: impacts and management.2021;103-125.

Geethalakshmi V, Lakshmanan A, Rajalakshmi D, Jagannathan R, Sridhar G, Ramaraj AP, Bhuvaneswari K, Gurusamy L, Anbhazhagan R. Climate change impact assessment and adaptation strategies to sustain rice production in Cauvery basin of Tamil Nadu. Current science. 2011:342-7.

Bhuvaneswari K, Geethalakshmi V, Lakshmanan A, Anbhazhagan R, Sekhar DN. Climate change impact assessment and developing adaptation strategies for rice crop in western zone of Tamil Nadu. Journal of Agrometeorology. 2014;16(1):38-43. https://doi.org/10.54386/jam.v16i1.1484

Reddy IC, Prabakar C, Devi KS, Peter YS. Status and Scope of Crop Diversification as a Tool for Risk Mitigation in the Cyclone Prone Cuddalore District of Tamil Nadu, India. Plant Archives. 2020;20(2):6841-5.

Mandal UK, Burman D, Bhardwaj AK, Nayak DB, Samui A, Mullick S, Mahanta KK, Lama TD, Maji B, Mandal S, Raut S. Waterlogging and coastal salinity management through land shaping and cropping intensification in climatically vulnerable Indian Sundarbans. Agricultural Water Management. 2019;216:12-26. https://doi.org/10.1016/j.agwat.2019.01.012

Aryal JP, Jat ML, Sapkota TB, Khatri-Chhetri A, et al. Adoption of multiple climate-smart agricultural practices in the Gangetic plains of Bihar, India. International Journal of Climate Change Strategies and Management. 2018;10(3):407-27. https://doi.org/10.1108/IJCCSM-02-2017-0025

Baishya A, Mishra A, Sengupta S. Modelling and Assessment of Climate Change Impact on Rainfed Rice Cultivation in a Sub-humid Subtropical Region. Agricultural Research. 2024;13(1):85-95. https://doi.org/10.1007/s40003-023-00671-w

Maina MM, Shanono NJ, Bello MM, Nasidi NM, Abdullahi M. Simulation of climate change effect on rice (Oryza sativa L.) production in kano river irrigation scheme (KRIS) using APSIM Model. FUDMA Journal of Sciences. 2023;7(3):21-7. https://doi.org/10.33003/fjs-2023-0703-1845

Guo H, Wang R, Garfin GM, Zhang A, Lin D. Rice drought risk assessment under climate change: Based on physical vulnerability a quantitative assessment method. Science of the Total Environment. 2021;751. https://doi.org/10.1016/j.scitotenv.2020.141481

Hussain T, Gollany HT, Mulla DJ, Ben Z, Tahir M, et al. Assessment and application of EPIC in simulating upland rice productivity, soil water and nitrogen dynamics under different nitrogen applications and planting windows. Agronomy. 2023;13(9). https://doi.org/10.3390/agronomy13092379

Ansari A, Pranesti A, Telaumbanua M, Alam T, et al. Evaluating the effect of climate change on rice production in Indonesia using multimodelling approach. Heliyon. 2023. https://doi.org/10.1016/j.heliyon.2023.e19639

Havemann T. Value chain finance for agricultural climate change resilience. 2016

Sekabira H, Tepa-Yotto GT, Djouaka R, Clottey V, etal. Determinants for deployment of climate-smart integrated pest management practices: A meta-analysis approach. Agriculture. 2022;12(7). https://doi.org/10.3390/agriculture12071052

Bairagi S, Mishra AK, Durand-Morat A. Climate risk management strategies and food security: Evidence from Cambodian rice farmers. Food Policy. 2020;95. https://doi.org/10.1016/j.foodpol.2020.101935

Onyeneke RU, Amadi MU, Njoku CL. Climate change adaptation strategies by rice processors in Ebonyi State, Nigeria. Ekológia (bratislava). 2022;41(3):283-90. https://doi.org/10.2478/eko-2022-0029

Singh K, Borgohain R, Khandai S, Nath JB, Pathak K, et al. Climate Resilient Technologies and Rice Value Chain. 2019

Connor M, Cuong OQ, Demont M, Sander BO, Nelson K. The influence of climate change knowledge on consumer valuation of sustainably produced rice in Vietnam. Sustainable Production and Consumption. 2022;31:1-2. https://doi.org/10.1016/j.spc.2022.01.034.

Published

29-11-2024

How to Cite

1.
Nagaraj RA, Geethalakshmi V, Manonmani S, Ravikumar R, Murugananthi D, Bhuvaneswari K, Senthilraja K, Kumar SM, Kumar MS. Comprehensive insights into the risks of climatic factors on rice production and its value chain- A Review. Plant Sci. Today [Internet]. 2024 Nov. 29 [cited 2024 Dec. 22];11(sp4). Available from: https://horizonepublishing.com/journals/index.php/PST/article/view/5269

Most read articles by the same author(s)