利用网络 DEA 评估物联网供应链中的业务效率

Han-Ying Kao Han-Ying Kao, Chien-Hao Lan Han-Ying Kao, Chia-Hsien Hsu Chien-Hao Lan
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摘要

最近,物联网(IoT)及其应用正在成为工业领域的一个重要趋势。众多硬件和软件供应商纷纷进入物联网相关行业,展开激烈的市场竞争。相应地,对物联网产业评估的关注度也越来越高。然而,如何同时考虑物联网供应链的多个维度和标准之间的依赖关系是一个主要课题。通过考虑 DMU 的内部流程及其相互作用,本研究利用网络数据包络分析(NDEA)和多目标编程(MOP)技术设计了评估方法。这项工作旨在从研发、制造、销售和财务以及整体绩效的角度估算物联网企业的效率。通过对台湾物联网供应链的实证案例研究,实现了所提出的模型。结果表明,所提出的方法在评估物联网相关业务方面非常有用和有效。
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Efficiency Evaluation of Business in IoT Supply Chains by Network DEA
Recently Internet of things (IoT) and its applications are emerging as a momentous trend in industry. Numerous hardware and software providers have been entering the intense market competition in IoT related industries. Correspondingly, the attention on evaluation of IoT industry is growing. However, it is a main theme as how to consider the multiple dimensions and dependencies among the criteria in IoT supply chains simultaneously. By considering internal processes in DMUs as well as their interactions, this study designs the evaluation methods with network data envelopment analysis (NDEA) and multi-objective programming (MOP) techniques. This work intends to estimate the efficiency of IoT businesses from the perspectives of R&D, manufacturing, sales and finance, and the overall performance. The proposed models are implemented with empirical case studies in IoT supply chains in Taiwan. The results show the usefulness and validity of the proposed methods in evaluating IoT related business.
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