Plant scheduling and planning using mixed-integer hybrid differential evolution with multiplier updating

Yung-Chien Lin, Kao-Shing Hwang, Feng-Sheng Wang
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引用次数: 37

Abstract

Plant scheduling and planning are two of the most important decision-making problems in manufacturing industry. In general, these two decision-making problems are complex, due to the features of combinatorial nature for production-strategy selection and coupling properties for constrained requirements. In this paper, we have developed two general mixed-integer nonlinear programming models to formulate the scheduling and planning problems. In order to obtain a global solution, mixed-integer hybrid differential evolution with a multiplier updating method is introduced to solve both constrained problems. The proposed method can use parameters to obtain a feasible solution as compared with the penalty function approach.
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基于乘子更新的混合整数混合差分进化的工厂调度与规划
工厂调度和计划是制造业中最重要的两个决策问题。总体而言,由于生产策略选择的组合特性和约束需求的耦合特性,这两个决策问题是复杂的。本文建立了两种通用的混合整数非线性规划模型来求解调度和规划问题。为了得到全局解,引入乘子更新的混合整数混合微分进化方法求解这两个约束问题。与罚函数法相比,该方法可以利用参数得到可行解。
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