Dynamic Irrigation Management Under Weather Uncertainty and Soil Heterogeneity

灌溉 灌溉管理 环境科学 农业工程 盈利能力指数 利润(经济学) 农业 水资源管理 计算机科学 亏缺灌溉 节约用水 农业生产力 缺水 环境经济学 业务 水资源 环境资源管理 随机规划 灌区 稀缺 农场用水 启发式 自然资源经济学 低流量灌溉系统 动态规划 粮食安全 灌溉农业 气候变化
作者
Erkut Sönmez,Barış Ata,Derek M. Heeren
出处
期刊:Manufacturing & Service Operations Management [Institute for Operations Research and the Management Sciences]
标识
DOI:10.1287/msom.2020.0187
摘要

Problem definition: This paper studies dynamic irrigation management under weather uncertainty and spatial soil heterogeneity of the field. Irrigation is a key method for increasing agricultural yield, addressing growing concerns about food insecurity in recent years. However, managing irrigation effectively is a complex task, particularly under uncertain weather conditions. With rising concerns about freshwater scarcity, increasing production costs, and the impacts of climate change, it is imperative to develop efficient and sustainable irrigation strategies. This paper proposes an (s, S)-type irrigation policy designed for farmers facing uncertain weather conditions and spatial soil heterogeneity. Methodologically, we build on and extend the existing operations management literature on the optimality of (s, S)-type policies by incorporating endogenous demand, providing a novel approach to irrigation management. Methodology/results: We formulate our problem as a stochastic dynamic program. We demonstrate that an (s, S)-type irrigation policy is optimal for an approximate system with homogeneous soil structure. Building on this foundation, we derive performance bounds and develop effective heuristic policies for the more general case that incorporates soil heterogeneity. Our numerical results reveal significant improvements over current irrigation management practices. Managerial implications: Our proposed policies could substantially enhance farmers’ profit margins and water savings compared with commonly used irrigation practices. Moreover, we demonstrate that the benefits of these policies become increasingly significant as water scarcity intensifies. Consequently, the proposed irrigation policies present a compelling option for farmers prioritizing profitability and sustainability. Supplemental Material: The online appendix is available at https://doi.org/10.1287/msom.2020.0187 .
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