Green Traveling Purchaser Problem model: A bi-objective optimization approach

Sadeque Hamdan, R. Larbi, Ali Cheaitou, I. Alsyouf
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引用次数: 11

Abstract

The green traveling purchaser problem (GTPP) is a generalization of the Traveling Purchaser Problem which consists of selecting suppliers, allocating orders and choosing the best routes, while minimizing the purchasing and traveling costs and CO2 emissions. The two objective functions pertaining to minimization of CO2 emissions and purchasing costs are in some cases conflicting and are thus considered separately. This paper presents an exact method to solve the proposed bi-objective optimization model where the bi-objective mathematical model is transformed into a single objective function model using the weighted comprehensive criterion method. The model is solved using branch and cut algorithm in MATLAB software. Computational experiments were carried out using two random instances, and the results show that the algorithm gives the bi-objective Pareto optimal solutions with significant difference in computation times when the speed is constant or varies between the routes. Using different weighting factors, this model can be considered as a decision making tool that allows decision makers to use the solution that fits the most with their organization's strategy.
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绿色旅游购买者问题模型:双目标优化方法
绿色旅行购买者问题(GTPP)是对旅行购买者问题的概括,它包括选择供应商、分配订单和选择最佳路线,同时使采购和旅行成本以及二氧化碳排放量最小化。关于尽量减少二氧化碳排放和采购费用的两个目标职能在某些情况下是相互冲突的,因此要分开考虑。本文提出了一种精确求解双目标优化模型的方法,利用加权综合判据法将双目标数学模型转化为单目标函数模型。在MATLAB软件中采用分支割算法对模型进行求解。采用两个随机实例进行了计算实验,结果表明,该算法在速度不变或不同的情况下给出了双目标Pareto最优解,计算时间差异显著。使用不同的权重因素,该模型可以被视为一种决策制定工具,它允许决策者使用最适合其组织战略的解决方案。
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