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EVALUATION OF DECISION MAKING METHODS FOR INTEGRATED WATER RESOURCE MANAGEMENT UNDER UNCERTAINTY

机译:不确定性下水资源综合管理决策方法的评价

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This paper evaluates two established decision making methods and analyses their performance and suitability within an Integrated Water Resources Management (IWRM) problem. The methods under assessment are Info-Gap decision theory (IG) and Robust Optimisation (RO). These methods have been designed to aid decision making under severe uncertainty but differences exist in their approach and attitude to robustness and risk. For example, the Info-Gap methodology offers solutions that provide a localised robustness of sufficing over a wide range of uncertainty, but is highly dependent on the selection of the starting point. Robust Optimisation concentrates on optimising for a global robustness and cost, independent of likelihood assumptions. These methods were applied to a case study resembling the Sussex North region in England, assessing their applicability at improving the IWRM problem and highlighting the strengths and weaknesses of each method at selecting suitable adaptation strategies under climate change and future population uncertainties. Both methods show potential in water resource adaptation planning, but present conflicts in their global vs local definitions of robustness. Pareto sets of robustness to cost were produced for both methods and highlight RO as producing the lower costing strategies for the vast majority of varying target robustness levels. However, IG generally produces strategies that provide greater maximum and average risk reduction across the range of potential scenarios, indicating a trade-off of higher costing solutions for greater risk aversion.
机译:本文评估了两种既定的决策方法,并分析了它们在综合水资源管理(IWRM)问题中的表现和适用性。评估中的方法是信息差距决策理论(IG)和鲁棒优化(RO)。这些方法旨在帮助在严重不确定性下做出决策,但是它们在方法和对稳健性和风险的态度上存在差异。例如,Info-Gap方法提供的解决方案可以在广泛的不确定性范围内提供足够的局部鲁棒性,但高度依赖于起点的选择。稳健优化专注于针对全局稳健性和成本进行优化,而与可能性假设无关。这些方法被用于类似于英格兰北部苏塞克斯地区的案例研究,评估了它们在改善IWRM问题上的适用性,并强调了每种方法在气候变化和未来人口不确定性下选择合适的适应策略时的优缺点。两种方法都显示出在水资源适应计划中的潜力,但在其全局性与局部性的稳健性定义方面存在冲突。两种方法均产生了成本的Pareto鲁棒性集,并突出显示RO对于大多数可变的目标鲁棒性水平产生了较低的成本策略。但是,IG通常会制定可在一系列潜在方案中最大程度地降低最大和平均风险的策略,这表明需要权衡成本较高的解决方案以规避更大的风险。

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