A novel multiple criteria decision-making approach based on fuzzy DEMATEL, fuzzy ANP and fuzzy AHP for mapping collection and distribution centers in reverse logistics

IF 2.8 3区 工程技术 Q2 ENGINEERING, MANUFACTURING
L. Ocampo, Celbert M. Himang, A. Kumar, M. Brezocnik
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引用次数: 26

Abstract

The strategic location of reverse logistics facilities enables organizations to obtain optimal performance to collect end-of-line (EOL) products and distribute remanufactured products effectively and efficiently. The planning of facility location entails consideration of multiple essential criteria rather than optimizing a single criterion. This paper develops a methodological framework based on an integrated multiple criteria decision-making (MCDM) approach that captures the complexity of location planning for collection and distribution centers under fuzzy conditions utilizing decision making trial and evaluation laboratory (DEMATEL), analytic network process (ANP), and analytic hierarchy process (AHP). This novel approach aids decision-makers to simultaneously select a separate location for collection and distribution through a holistic assessment of a location's viability for both purposes. It advances the reverse logistics literature by considering multiple criteria and their interrelationships in the location selection process, along with uncertainty and vague-ness in decision making. Additionally, the proposed approach allows flexibility for decision-makers as they retain the control in picking a site based on its priority on being a collection or distribution center. Results show that government policies and regulations play a vital role in the facility location decision as they interact mostly with other criteria. Moreover, results also suggest that quantity and quality uncertainties for remanufacturing are significant factors that must be taken into consideration in the collection function, while economic and market-oriented issues are major concerns for a distribution function. This finding was observed through the application of the proposed methodological framework in a case study of the furniture industry in the Philippines. The practical implications of this study focus on being an aid in organizing and improving the operations of the reverse logistics sector of the Philippines. Finally, the proposed approach can be used to address general facility location problems in other industrial applications where tradeoffs among stakeholders or entities are well pronounced and decision-makers find it imperative that such tradeoffs must be carefully considered.
基于模糊DEMATEL、模糊ANP和模糊AHP的逆向物流集散中心映射多准则决策方法
逆向物流设施的战略位置使组织能够获得最优的绩效,以有效和高效地收集生产线末端(EOL)产品和分销再制造产品。设施选址规划需要考虑多个基本标准,而不是优化单一标准。本文基于综合多准则决策(MCDM)方法,利用决策试验与评价实验室(DEMATEL)、分析网络过程(ANP)和层次分析法(AHP),建立了模糊条件下集散中心选址规划复杂性的方法框架。这种新颖的方法帮助决策者通过全面评估一个地点的可行性,同时选择一个单独的地点进行收集和分发。它通过考虑选址过程中的多个标准及其相互关系,以及决策中的不确定性和模糊性,推进了逆向物流文献。此外,建议的方法为决策者提供了灵活性,因为他们保留了根据其作为收集或配送中心的优先级选择站点的控制权。结果表明,政府政策法规在设施选址决策中起着至关重要的作用,因为它们主要与其他标准相互作用。此外,研究结果还表明,再制造的数量和质量不确定性是收集函数中必须考虑的重要因素,而经济和市场导向问题是分配函数中需要考虑的主要问题。这一发现是通过在菲律宾家具行业的案例研究中应用所提出的方法框架观察到的。本研究的实际意义侧重于帮助组织和改善菲律宾逆向物流部门的运作。最后,所提出的方法可用于解决其他工业应用中的一般设施选址问题,其中利益相关者或实体之间的权衡非常明显,决策者认为必须仔细考虑这种权衡。
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来源期刊
Advances in Production Engineering & Management
Advances in Production Engineering & Management ENGINEERING, MANUFACTURINGMATERIALS SCIENC-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
5.90
自引率
22.20%
发文量
19
期刊介绍: Advances in Production Engineering & Management (APEM journal) is an interdisciplinary international academic journal published quarterly. The main goal of the APEM journal is to present original, high quality, theoretical and application-oriented research developments in all areas of production engineering and production management to a broad audience of academics and practitioners. In order to bridge the gap between theory and practice, applications based on advanced theory and case studies are particularly welcome. For theoretical papers, their originality and research contributions are the main factors in the evaluation process. General approaches, formalisms, algorithms or techniques should be illustrated with significant applications that demonstrate their applicability to real-world problems. Please note the APEM journal is not intended especially for studying problems in the finance, economics, business, and bank sectors even though the methodology in the paper is quality/project management oriented. Therefore, the papers should include a substantial level of engineering issues in the field of manufacturing engineering.
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