模糊随机系数双层线性规划问题的区间规划方法

Aihong Ren, Yuping Wang
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引用次数: 6

摘要

在现实世界中,许多决策问题往往需要建模为一类双层规划问题,其中模糊随机系数同时包含在目标函数和约束函数中。针对这些问题,提出了一种基于α-水平集的区间规划方法,确定包含最优和最差最优值的最优取值范围,为决策者提供更多信息。在此基础上,将期望优化模型与概率机会约束相结合,将最佳和最差优化问题转化为确定性优化问题。此外,设计了一种估计分布算法,以得到最佳和最差的Stackelberg解。最后给出了一个数值算例,说明了所提模型和算法的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An interval programming approach for bilevel linear programming problem with fuzzy random coefficients
In the real world, many decision making problems often need to be modeled as a class of bilevel programming problems where fuzzy random coefficients are contained in both objective functions and constraint functions. To deal with these problems, an interval programming approach based on the α-level set is proposed to determine the optimal value range containing the best and worst optimal values so as to provide more information for decision makers. Furthermore, by incorporating expectation optimization model into probabilistic chance constraints, the best and worst optimal problems are transformed into deterministic ones. In addition, an estimation of distribution algorithm is designed to derive the best and worst Stackelberg solutions. Finally, a numerical example is given to show the application of the proposed models and algorithm.
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