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Soft Measurement Model of Electrical and Mechanical Export Product Quality Based on Fuzzy Least Squares Support Vector Machines

机译:基于模糊最小二乘支持向量机的机电产​​品质量的软测量模型。

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摘要

In terms of the fuzzy character of electrical and mechanical export product quality measurement system, self-adaptive variable metric chaos immune algorithm is used to optimize key parameters, and the soft measurement model of electrical and mechanical export product quality is established by using of Fuzzy Least Squares Support Vector Machines (FLS-SVM). The electrical and mechanical export product data during 1990 - 2010 show that the relative errors of warning estimated by the soft measurement model are less than 3.34%. Furthermore, factors which have major influence on soft measurements of electrical and mechanical export product quality are export product value, net trade volume, import product value and GDP successively.
机译:针对机电产品质量评估系统的模糊性,采用自适应变尺度混沌免疫算法对关键参数进行优化,利用模糊最小化建立机电产品质量软测量模型。平方支持向量机(FLS-SVM)。 1990年至2010年的机电产品出口数据显示,软测量模型估计的警告相对误差小于3.34%。此外,对机电出口产品质量进行软测量的主要因素依次是出口产品价值,净贸易额,进口产品价值和GDP。

著录项

  • 来源
    《Journal of information and computational science》 |2013年第8期|2489-2499|共11页
  • 作者

    Taosheng Wang; Hongyan Zuo;

  • 作者单位

    Research Base of Multinational Investment and Operations in Hunan Province Changsha 410205, China,Research Center of Engineering Technology for Engineering, Vehicle Chassis Manufacturing in Hunan Province, Changsha 410205, China;

    Research Center of Engineering Technology for Engineering, Vehicle Chassis Manufacturing in Hunan Province, Changsha 410205, China,School of Resource and Safety Engineering, Central South University, Changsha 410083, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Chaos; Immune Algorithm; Fuzzy; Support Vector Machines; Export Product Quality;

    机译:混沌;免疫算法;模糊;支持向量机出口产品质量;

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