Forecasting Irrigation Shifts in Fruit Cultivation Under Climate Change Scenarios in Tropical Thailand
Abstract
References
P. Tengsetasak, K. Tongkoom, J. Yomkerd, C. Susawaengsup, N. Khongdee, T. Chatsungnoen, R. Dangtungee, and P. Bhuyar, "Sustainable strategies for fresh mangosteen: adapting to climate challenges," Earth Systems and Environment, vol. 8, no. 4, pp. 1829-1847, 2024.
https://doi.org/10.1007/s41748-024-00512-y
F. Zhang, J. A. Biederman, N. A. Pierce, J. S. Guo, D. L. Potts, R. L. Scott, Y. H. Fu, and W. K. Smith, Temporal repackaging of rainfall magnifies negative impacts of vapor pressure deficit on semiaridecosystem productivity, New Phytologist, vol. 248, no. 2, pp. 615-627, 2025.
https://doi.org/10.1111/nph.70431
H. J. Fowler, G. Lenderink, A. F. Prein, S. Westra, R. P. Allan, N. Ban, R. Barbero, P. Berg, S. Blenkinsop, H. X. Do et al., Anthropogenic intensification of short-duration rainfall extremes, Nature Reviews Earth & Environment, vol. 2, no. 2, pp. 107-122, 2021.
https://doi.org/10.1038/s43017-020-00128-6
Y. Xing, M. Chen, and X. Wang, "Enhancing water use efficiency and fruit quality in jujube cultivation: A review of advanced irrigation techniques and precision management strategies," Agricultural Water Management, vol. 307, p. 109243, 2025.
https://doi.org/10.1016/j.agwat.2024.109243
A. Limsakul, "Trends in Thailand's extreme temperature indices during 1955-2018 and their relationship with global mean temperature change," Applied Environmental Research, vol. 42, no. 2, pp. 94-107, 2020.
https://doi.org/10.35762/AER.2020.42.2.8
J. F. de Oliveira-J'unior, D. Mendes, H. D. Porto, K. R. A. Cardoso, J. A. F. Neto, E. B. C. da Silva, M. de Aquino Pereira, M. C. D. Mendes, B. B. D. Baracho, and P. Jamjareegulgarn, "Analysis of drought and extreme precipitation events in Thailand: trends, climate modeling, and implications for climate change adaptation," Scientific Reports, vol. 15, no. 1, p. 4501, 2025.
https://doi.org/10.1038/s41598-025-86826-x
N. Ohana-Levi, A. Ben-Gal, S. Munitz, and Y. Netzer, "Grapevine crop evapotranspiration and crop coefficient forecasting using linear and non-linear multiple regression models," Agricultural Water Management, vol. 262, p. 107317, 2022.
https://doi.org/10.1016/j.agwat.2021.107317
G. D. Ndichu, "Adaptation and coping strategies to climate variability among small-scale farmers in arid and semi-arid agro-ecological zones of Laikipia County, Kenya," Thesis, Kenyatta University, 2021.
J. L'opez, D. A. Way, and W. Sadok, "Systemic effects of rising atmospheric vapor pressure deficit on plant physiology and productivity," Global Change Biology, vol. 27, no. 9, pp. 1704-1720, 2021.
https://doi.org/10.1111/gcb.15548
H. W. Polley, "Implications of atmospheric and climatic change for crop yield and water use efficiency,"Crop Science, vol. 42, no. 1, pp. 131-140, 2002.
https://doi.org/10.2135/cropsci2002.1310
C. Lesk, W. Anderson, A. Rigden, O. Coast, J. J¨agermeyr, S. McDermid, K. F. Davis, and M. Konar,"Compound heat and moisture extreme impacts on global crop yields under climate change," Nature Reviews Earth & Environment, vol. 3, no. 12, pp. 872-889, 2022.
https://doi.org/10.1038/s43017-022-00368-8
Z. Rezvani and F. Rezvani, "A review of recent advances in water vapor deficit sensor technology for improving plant water usage efficiency," Biomechanism and Bioenergy Research, vol. 2, no. 2, pp. 65-86,
Z. Ahmed, D. Gui, G. Murtaza, L. Yunfei, and S. Ali, "An overview of smart irrigation management for improving water productivity under climate change in drylands," Agronomy, vol. 13, no. 8, p. 2113, 2023.
https://doi.org/10.3390/agronomy13082113
L. Simionesei, T. B. Ramos, J. Palma, A. R. Oliveira, and R. Neves, "IrrigaSys: A web-based irrigation decision support system based on open source data and technology," Computers and Electronics in Agriculture, vol. 178, p. 105822, 2020.
https://doi.org/10.1016/j.compag.2020.105822
H. Zhao, L. Di, and Z. Sun, "WaterSmart-GIS: A web application of a data assimilation model to support irrigation research and decision making," ISPRS International Journal of Geo-Information, vol. 11, no. 5, p. 271, 2022.
https://doi.org/10.3390/ijgi11050271
E. M. Pechlivani, G. Gkogkos, N. Giakoumoglou, I. Hadjigeorgiou, and D. Tzovaras, "Towards sustainable farming: A robust decision support system's architecture for agriculture 4.0." in Proc. 24th Int. Conf. Digital Signal Processing (DSP), Rhodes, Greece, 2023, pp. 1-5.
https://doi.org/10.1109/DSP58604.2023.10167922
P. Paredes, M. T. Petry, C. M. Oliveira, F. Montoya, R. L'opez-Urrea, and L. S. Pereira, "Single and basal crop coefficients for estimation of water requirements of subtropical and tropical orchards and plantations with consideration of fraction of ground cover, height, and training system," Irrigation Science, vol. 42, no. 6, pp. 1059-1097, 2024.
https://doi.org/10.1007/s00271-024-00925-7
W. F. F. Ilahi, N. S. I. Rosdi, M. F. Zulkapli, N. N. Che'Ya, A. S. M. Su, T. N. Ping, S. I. Ramlee, and O. C. Hock, "Growth performance of durian based on crop water requirement (ETc) using irrigation system," Journal of Tropical Resources and Sustainable Science, vol. 12, no. 1, pp. 51-56, 2024.
https://doi.org/10.47253/jtrss.v12i1.1365
S. Kunjate, P. Srinil, S. Foytong, S. Taomohra, and U. Pinngoen, "A study on water requirement and optimum water application to durian cv. Monthong," Faculty of Science and Arts, Burapha University, Chanthaburi Campus, Tech. Rep., 2018, in Thai.
Department of Agriculture, "Research and development on automatic controller for irrigation systems in durian using evaporation pan (Epan)," Department of Agriculture, Ministry of Agriculture and Cooperatives, Thailand, Tech. Rep., 2023, in Thai.
V. Hernandez-Santana, C. M. Rodriguez-Dominguez, J. Sebastian-Azcona, L. F. Perez-Romero, and A. Diaz-Espejo, "Role of hydraulic traits in stomatal regulation of transpiration under different vapour pressure deficits across five Mediterranean tree crops," Journal of Experimental Botany, vol. 74, no. 15, pp. 4597-4612, 2023.
https://doi.org/10.1093/jxb/erad157
P. Thongnim and P. Srinil, "Smart farming solutions for durian cultivation using IoT and chatbot integration for precision agriculture," Discover Internet of Things, vol. 5, no. 1, pp. 1-23, 2025.
https://doi.org/10.1007/s43926-025-00227-0
P. Thongnim, T. Inthasuth, and M. Leelaphaiboon, "Integrating LSTM-based VPD forecasting into IoT-driven smart irrigation systems in tropical orchards," Discover Sustainability, vol. 7, no. 1, p. 173, 2025.
https://doi.org/10.1007/s43621-025-02538-2
P. Thongnim and S. Wongjeam, "Deep learning for hourly FAO-56 PM-derived crop evapotranspiration estimation using a transformer encoder approach for data-driven irrigation management in tropical horticulture," AgriEngineering, vol. 8, no. 6, p. 207, 2026.
https://doi.org/10.3390/agriengineering8060207
P. Mehta, "The impact of climate change on the environment, water resources, and agriculture: a comprehensive review," in Climate, Environment and Agricultural Development: A Sustainable Approach Towards Society. Springer, 2024, pp. 189-201.
https://doi.org/10.1007/978-981-97-8363-2_12
J. D. Herman, J. D. Quinn, S. Steinschneider, M. Giuliani, and S. Fletcher, "Climate adaptation as a control problem: Review and perspectives on dynamic water resources planning under uncertainty," Water Resources Research, vol. 56, no. 2, p. e24389, 2020.
https://doi.org/10.1029/2019WR025502
S. M. Boltana, D. W. Bekele, T. Y. Ukumo, and T. K. Lohani, "Evaluation of irrigation scheduling to maximize tomato production using comparative assessment of soil moisture and evapotranspiration in restricted irrigated regions," Cogent Food & Agriculture, vol. 9, no. 1, p. 2214428, 2023.
https://doi.org/10.1080/23311932.2023.2214428
L. B. Ferreira, F. F. da Cunha, and S. S. Zanetti, "Selecting models for the estimation of reference evapotranspiration for irrigation scheduling purposes," PLoS ONE, vol. 16, no. 1, p. e0245270, 2021.
https://doi.org/10.1371/journal.pone.0245270
M. M. Hossain, F. Sultana, M. Mostafa, H. Ferdus, M. Rahman, J. A. Rana, S. S. Islam, S. Adhikary, A. Sannal, M. Al Emran Hosen et al., "Plant disease dynamics in a changing climate: impacts, molecular mechanisms, and climate-informed strategies for sustainable management," Discover Agriculture, vol. 2, no. 1, p. 132, 2024.
https://doi.org/10.1007/s44279-024-00144-w
S. Singh, K. S. Reddy, M. K. Bhowmick, A. K. Srivastava, S. Kumar, and P. Peramaiyan, "Accelerating climate adaptation with big data analytics and icts," in Advances in Agri-Food Systems: Volume I. Springer, 2025, pp. 179-196.
https://doi.org/10.1007/978-981-96-0759-4_10
D. Haro-Monteagudo, L. Palaz'on, C. Zoumides, and S. Beguer'ıa, "Optimal implementation of climate change adaptation measures to ensure long-term sustainability on large irrigation systems," Water Resources Management, vol. 37, no. 8, pp. 2909-2924, 2023.
https://doi.org/10.1007/s11269-022-03225-x
R. G. Allen, L. S. Pereira, D. Raes, and M. Smith, Crop Evapotranspiration: Guidelines for Computing Crop Water Requirements, ser. FAO Irrigation and Drainage Paper 56. Rome: Food and Agriculture Organization of the United Nations, 1998