Dynamic Irrigation Management Under Weather Uncertainty and Soil Heterogeneity

• 成果类型: Article; Early Access
• 署名作者: Sonmez, Erkut; Ata, Baris; Heeren, Derek
• 署名单位: University of Nebraska System; University of Nebraska Lincoln; University of Chicago; University of Nebraska System; University of Nebraska Lincoln
• 刊物名称: M&SOM-MANUFACTURING & SERVICE OPERATIONS MANAGEMENT
• ISSN/ISSBN: 1523-4614
• DOI: 10.1287/msom.2020.0187
• 发表日期: 2026
• 关键词: water; models; agriculture; price

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 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.