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Conjunctive water management under multiple uncertainties: A centroid-based type-2 fuzzy-probabilistic programming approach

机译:多重不确定性下的联合水资源管理:基于质心的2型模糊概率规划方法

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摘要

In this study, a centroid-based type-2 fuzzy-probabilistic programming (CT2FP) approach is developed for supporting conjunctive use of surface water and groundwater under multiple uncertainties. CT2FP can not only tackle uncertainties expressed as type-2 fuzzy sets (in both objective function and constraints) but also address complexity with characteristic of randomness and two-layer fuzziness (i.e., type-2 fuzzy random variables). Solution method based onα-plane theory, enhanced Karnik–Mendel algorithm (EKM) and interactive algorithm are proposed to transform type-2 fuzzy-probabilistic constraints into their deterministic equivalents. A case study in Zhangweinan River Basin (China) is used to demonstrate the applicability of the proposed approach. Scenarios associated with different constraint-violation risk levels are examined to generate applicable cropping patterns and water-allocation schemes. The amount of groundwater used for irrigation can be determined (i.e., more than [462.84, 495.78]×106m3in dry season and no more than [470.83, 537.19]×106m3in wet season, respectively) to address the conflict between food security and ecological protection. The relationship among crop area, water allocation, and economic benefit can be reflected to enhance the agricultural sustainable development for the study basin.
机译:在这项研究中,开发了基于质心的2型模糊概率规划(CT2FP)方法,以支持在多种不确定性条件下地表水和地下水的联合使用。 CT2FP不仅可以解决以类型2模糊集表示的不确定性(在目标函数和约束方面),而且可以解决具有随机性和两层模糊性(即类型2模糊随机变量)特征的复杂性。提出了一种基于α平面理论的求解方法,改进的Karnik-Mendel算法(EKM)和交互式算法,将2型模糊概率约束转化为确定性等价物。以中国漳渭南流域为例,证明了该方法的适用性。研究了与不同违反约束风险水平相关的方案,以生成适用的种植模式和水分配方案。可以确定用于灌溉的地下水量(即旱季分别大于[462.84,495.78]×106m3,湿季不大于[470.83,537.19]×106m3),以解决粮食安全与生态保护之间的冲突。可以反映出作物面积,水资源分配和经济效益之间的关系,以增强该流域的农业可持续发展。

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