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Integration of particle swarm optimization-based fuzzy neural network and artificial neural network for supplier selection

机译:基于粒子群优化的模糊神经网络与人工神经网络的集成用于供应商选择

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摘要

This study is intended to develop an intelligent supplier decision support system which is able to consider both the quantitative and qualitative factors. It is composed of (1) the collection of quantitative data such as profit and productivity, (2) a particle swarm optimization (PSO)-based fuzzy neural network (FNN) to derive the rules for qualitative data, and (3) a decision integration model for integrating both the quantitative data and fuzzy knowledge decision to achieve the optimal decision. The results show that the decision support system developed in this study make more precise and favorable judgments in selecting suppliers after taking into account both qualitative and quantitative factors.
机译:这项研究旨在开发一种能够同时考虑定量和定性因素的智能供应商决策支持系统。它包括(1)收集利润和生产率等定量数据,(2)基于粒子群优化(PSO)的模糊神经网络(FNN)得出定性数据的规则,以及(3)决策集成模型,用于集成定量数据和模糊知识决策,以实现最佳决策。结果表明,本研究开发的决策支持系统在考虑定性和定量因素的情况下,在选择供应商方面做出了更加精确和有利的判断。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2010年第12期|P.3976-3990|共15页
  • 作者

    R.J. Kuo; S.Y. Hong; Y.C. Huang;

  • 作者单位

    Department of industrial Management, National Taiwan University of Science and Technology, No. 43, Section 4, Keelung Road, Taipei 106, Taiwan;

    Department of Industrial Engineering and Management, National Taipei University of Technology, No. 1, Section 3, Chung-Hsiao East Road, Taipei 106, Taiwan;

    Department of Accounting, I-Shou University, No. 1, Section 1, Syuecheng Rd., Dashu Township, Kaohsiung County 840, Taiwan;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    supplier selection; fuzzy neural network; particle swarm optimization;

    机译:供应商选择;模糊神经网络粒子群优化;
  • 入库时间 2022-08-18 03:00:10

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