Pahlevan Seyedeh Maryam, Hosseini Seyed Mohammad Seyed, Goli Alireza
Department of Industrial Engineering, Iran University of Science and Technology, Narmak, Tehran, Iran.
Department of Industrial Engineering, Faculty of Engineering, University of Isfahan, Isfahan, Iran.
Environ Sci Pollut Res Int. 2021 Jan 21. doi: 10.1007/s11356-020-12150-8.
This study provides a three-objective mixed-integer linear mathematical model to design a sustainable closed-loop supply chain network in the aluminum industry. In this regard, the proposed model optimizes economic, social, and environmental objectives simultaneously. The main contribution of this research is to provide a framework for the sustainable aluminum supply chain in Iran by applying the life cycle assessment (LCA) to estimate the environmental impacts and using two novel meta-heuristic algorithms to optimize the proposed mathematical model. In this regard, the multi-objective gray wolf optimizer (MOGWO), the multi-objective red deer algorithm (MORDA), and augmented epsilon constraint (AEC) are used to achieve Pareto optimal solutions. Comparisons between solutions methods show that the MOGWO algorithm and MORDA have a very high advantage over the AEC method in terms of the scatter of Pareto solutions. Moreover, the statistical tests indicate that the MORDA has an advantage over MOGWO in terms of Pareto boundary diversification as well as the quality of solutions. On the other hand, results of the implementation in the aluminum industry show that increasing the coefficient of recycled materials' use in the production of secondary aluminum has a significant impact on the Pareto boundary and leads to reducing production costs and in particular the reduction of carbon dioxide emissions.
本研究提供了一个三目标混合整数线性数学模型,用于设计铝行业可持续的闭环供应链网络。在这方面,所提出的模型同时优化经济、社会和环境目标。本研究的主要贡献在于,通过应用生命周期评估(LCA)来估计环境影响,并使用两种新颖的元启发式算法来优化所提出的数学模型,从而为伊朗可持续铝供应链提供一个框架。在这方面,多目标灰狼优化器(MOGWO)、多目标马鹿算法(MORDA)和增强型ε约束(AEC)被用于获得帕累托最优解。求解方法之间的比较表明,在帕累托解的分散性方面,MOGWO算法和MORDA比AEC方法具有很大优势。此外,统计检验表明,在帕累托边界多样化以及解的质量方面,MORDA比MOGWO具有优势。另一方面,在铝行业的实施结果表明,提高再生材料在再生铝生产中的使用系数对帕累托边界有显著影响,并导致生产成本降低,特别是二氧化碳排放量的减少。