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Chance-constrained programming with fuzzy stochastic coefficients

机译:具有模糊随机系数的机会约束编程

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摘要

We consider fuzzy stochastic programming problems with a crisp objective function and linear constraints whose coefficients are fuzzy random variables, in particular of type L-R. To solve this type of problems, we formulate deterministic counterparts of chance-constrained programming with fuzzy stochastic coefficients, by combining constraints on probability of satisfying constraints, as well as their possibility and necessity. We discuss the possible indices for comparing fuzzy quantities by putting together interval orders and statistical preference. We study the convexity of the set of feasible solutions under various assumptions. We also consider the case where fuzzy intervals are viewed as consonant random intervals. The particular cases of type L-R fuzzy Gaussian and discrete random variables are detailed.
机译:我们考虑具有随机目标函数和线性约束的模糊随机规划问题,线性约束的系数是模糊随机变量,尤其是L-R型。为了解决这类问题,我们通过组合满足约束概率的约束以及它们的可能性和必要性,用模糊随机系数来制定机会约束编程的确定性对应物。我们讨论了通过将区间顺序和统计偏好放在一起来比较模糊数量的可能指标。我们研究了各种假设下可行解集的凸性。我们还考虑将模糊间隔视为辅音随机间隔的情况。详细介绍了L-R型模糊高斯和离散随机变量的特殊情况。

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