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Economical impact of RFID implementation in remanufacturing: A chaos-based interactive artificial bee colony approach

机译:RFID实施对再制造的经济影响:基于混沌的交互式人工蜂群方法

摘要

In the modern manufacturing arena, environmental and economical concerns draw considerable attention from both practitioners and researchers towards remanufacturing practices. The success of remanufacturing firms depends on how efficiently the recovery process is executed. Radio Frequency Identification (RFID) technology holds immense potential to enhance the recovery process. The deployment of RFID technology at reverse echelons has the advantage of having a real time system with reduced inventory shrinkage, reduced processing time, reduced labor cost, process accuracy, and other directly measurable benefits. In spite of these expected benefits, the heavy financial investment required in implementing the RFID system is a big threat for remanufacturing companies. This paper examines the economical impact of RFID adoption to remanufacturing. The aim of the research is to compare the basic and RFID diffused reverse logistics model, and to quantitatively decide whether RFID implementation is economically viable. In order to meet these objectives, we have proposed a Chaos-based Interactive Artificial Bee Colony (CI-ABC) algorithm. Numerical results from using theCI-ABC for optimal performance are presented and analyzed. Comparison between the canonical Artificial Bee Colony and the Particle Swarm Optimization reveals the superiority of the CI-ABC for this application.
机译:在现代制造领域,从环境和经济角度出发,从业者和研究人员都对再制造实践给予了极大的关注。再制造公司​​的成功取决于恢复过程的执行效率。射频识别(RFID)技术具有极大的潜力来增强恢复过程。将RFID技术部署在反向梯队上的优势在于拥有实时系统,可减少库存量减少,减少处理时间,降低人工成本,降低过程准确性并获得其他直接可衡量的好处。尽管有这些预期的好处,但实施RFID系统所需的大量财务投资对再制造公司​​构成了巨大威胁。本文研究了采用RFID对再制造的经济影响。该研究的目的是比较基本的和RFID分布式逆向物流模型,并定量确定RFID实施是否在经济上可行。为了实现这些目标,我们提出了一种基于混沌的交互式人工蜂群(CI-ABC)算法。给出并分析了使用CI-ABC获得最佳性能的数值结果。规范人工蜂群与粒子群优化之间的比较揭示了CI-ABC在此应用中的优越性。

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