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Risk aversion based interval stochastic programming approach for agricultural water management under uncertainty

机译:不确定条件下基于风险规避的区间随机农业水管理规划方法

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摘要

In this study, a risk aversion based interval stochastic programming (RAIS) method is proposed through integrating interval multistage stochastic programming and conditional value at risk (CVaR) measure for tackling uncertainties expressed as probability distributions and intervals within a multistage context. The RAIS method can reflect dynamic features of the system conditions through transactions at discrete points in time over the planning horizon. Using the CVaR measure, RAIS can effectively reflect system risk resulted from random parameters. When random events are occurred, the adjustable alternatives can be achieved by setting desired targets according to the CVaR, which could make the revised decisions to minimize the economic penalties. Then, the RAIS method is applied to planning agricultural water management in the Zhangweinan River Basin that is plagued by drought due to serious water scarcity. A set of decision alternatives with different combinations of risk levels employed to the objective function and constraints are generated for planning water resources allocation. The results can not only help decision makers examine potential interactions between risks under uncertainty, but also help generate desired policies for agricultural water management with a maximized payoff and a minimized loss.
机译:在这项研究中,通过集成区间多阶段随机规划和条件风险价值(CVaR)措施,提出了一种基于风险厌恶的区间随机规划(RAIS)方法,以解决在多阶段上下文中表示为概率分布和区间的不确定性。 RAIS方法可以通过在计划范围内的离散时间点进行事务处理来反映系统条件的动态特征。使用CVaR度量,RAIS可以有效地反映随机参数导致的系统风险。当发生随机事件时,可以通过根据CVaR设置所需的目标来实现可调整的替代方案,这可以做出修改后的决策以最大程度地减少经济损失。然后,将RAIS方法应用于张渭南河流域的农业用水管理规划中,该地区由于严重缺水而遭受干旱困扰。为规划水资源分配,生成了一组具有不同风险组合的决策选择方案,这些不同风险组合应用于目标函数和约束条件。结果不仅可以帮助决策者检查不确定性下风险之间的潜在相互作用,而且还可以帮助农业部门制定期望的政策,以实现最大的回报和最小的损失。

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