A multi-objective optimization approach for sustainable management of computers E-waste in a closed-loop supply chain network

IF 10 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL
Jorge David Restrepo Diaz, Saman Hassanzadeh Amin
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Abstract

This study explores the integration of reverse and forward supply chains in a Closed-Loop Supply Chain (CLSC) for electronic waste management, driven by business and government regulatory concerns. It highlights the economic benefits and efficient management of Electronic Waste (E-waste), particularly focusing on End-of-Life (EoL) products to tackle the global E-waste crisis. This research introduces a novel multi-objective mixed-integer linear programming model adapted for an E-waste CLSC network. This model incorporates hybrid manufacturing facilities and Triple Bottom Line (TBL) objectives to maximize profits and social innovations while minimizing gas emissions to reduce landfill waste. An application involving a computer manufacturing network in Ontario, Canada, utilizing Google Maps for distance calculations, illustrates the design and optimization impact of an electronic CLSC network. This study employs computational experiments and sensitivity analyses, using three solution methods, including weighted-sum, ε-constraint, and hybrid approaches within a multiperiod framework to validate the model's robustness. These methods help decision-makers integrate a TBL approach into the CLSC network which reflects economic, environmental, and social factors. By generating Pareto optimal solutions using these methods, decision-makers can evaluate different options through trade-off analysis. The findings show that the ε-constraint method offers a greater number of efficient solutions, enabling a better balance of objectives. Finally, this study concludes with managerial insights and recommendations based on the research outcomes. The findings provide insights into product and part flows, facilities utilization, and distribution across the network segments.
闭环供应链网络中计算机电子废弃物可持续管理的多目标优化方法
本研究探讨了在商业和政府监管的推动下,电子废物管理闭环供应链(CLSC)中反向和正向供应链的整合。它强调了电子废物(E-waste)的经济效益和有效管理,特别是关注报废(EoL)产品,以解决全球电子废物危机。提出了一种新的多目标混合整数线性规划模型,该模型适用于电子垃圾CLSC网络。这种模式结合了混合制造设施和三重底线(TBL)目标,以最大限度地提高利润和社会创新,同时最大限度地减少气体排放,减少垃圾填埋。一个涉及加拿大安大略省计算机制造网络的应用程序,利用谷歌Maps进行距离计算,说明了电子CLSC网络的设计和优化影响。本研究采用计算实验和敏感性分析,在多周期框架下采用加权和、ε约束和混合三种求解方法验证模型的鲁棒性。这些方法有助于决策者将TBL方法整合到反映经济、环境和社会因素的CLSC网络中。通过使用这些方法生成帕累托最优解,决策者可以通过权衡分析来评估不同的选择。研究结果表明,ε约束方法提供了更多的有效解,能够更好地平衡目标。最后,根据研究结果提出管理见解和建议。这些发现提供了对产品和零件流、设施利用率和跨网络段分布的见解。
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来源期刊
Journal of Cleaner Production
Journal of Cleaner Production 环境科学-工程:环境
CiteScore
20.40
自引率
9.00%
发文量
4720
审稿时长
111 days
期刊介绍: The Journal of Cleaner Production is an international, transdisciplinary journal that addresses and discusses theoretical and practical Cleaner Production, Environmental, and Sustainability issues. It aims to help societies become more sustainable by focusing on the concept of 'Cleaner Production', which aims at preventing waste production and increasing efficiencies in energy, water, resources, and human capital use. The journal serves as a platform for corporations, governments, education institutions, regions, and societies to engage in discussions and research related to Cleaner Production, environmental, and sustainability practices.
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