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Agent-Based Modeling for Evaluation of Crop Pattern and Water Management Policies

机译:基于Agent的作物模式和水管理政策评估模型。

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The objective of the present paper is to propose a framework for development of an optimal cropping pattern aimed at ground water recovery using an agent based approach. In the proposed agent-based model (ABM), the agents' learning from each other as well as their self-learning from their own behavioral feedback was studied through simulation of the behavior of agricultural agents using fuzzy inference system (FIS). Moreover, the agents' behavior were determined using linear programming in order to maximize the farmers' income. The governmental agent regulated the interactions between agricultural and environmental agents by imposing its policies in the form of scenarios. The efficiency of the presented methodology was evaluated using hydrological data of Najaf Abad region, located in Iran's central plain, on the basis of three hydrological scenarios (wet, normal, and dry) subject to governmental policy of aquifer recovery. The results showed that in a normal scenario with current groundwater withdrawal, the water level reduced by an average of 0.18 m per year. In contrast, the water level increased by an average of 0.48 m under aquifer recovery scenario. Furthermore, despite 17% reduction in water rights of agricultural agents in the study area, the total long-term agricultural income declined only by less than 4%, and in the planning horizon, their average annual income associated with these two management scenarios were estimated at 123.5 and 119 million US dollars, respectively.
机译:本文的目的是为使用基于代理的方法开发一种针对地下水回收的最佳种植模式提供一个框架。在提出的基于主体的模型(ABM)中,通过使用模糊推理系统(FIS)对农业主体的行为进行仿真,研究了主体之间的学习以及他们从自身行为反馈中的自我学习。此外,使用线性规划确定代理商的行为,以最大化农民的收入。政府机构通过以情景形式实施其政策来规范农业与环境机构之间的互动。在三种水文情景(湿,正常和干燥)下,根据政府的含水层回收政策,使用位于伊朗中部平原的纳杰夫·阿巴德地区的水文数据,评估了所提出方法的效率。结果表明,在正常情况下,以目前的地下水开采量为例,水平面平均每年减少0.18 m。相反,在含水层回收情况下,水位平均增加了0.48 m。此外,尽管研究区域内农业代理人的水权减少了17%,但长期农业总收入仅下降了不到4%,并且在规划期内,估计了这两种管理方案的平均年收入分别为123.5美元和1.19亿美元。

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