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Cost estimation of plastic injection molding parts through integration of PSO and BP neural network

机译:通过PSO和BP神经网络的集成来估计注塑件的成本

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摘要

Plastic injection molding technology has been widely used in a variety of high-tech products, auto parts and generic household products. Against the waves of globalization, the plastic injection enterprises must shorten time-to-market to enhancement of competence, and launch products ahead of all other competitors, and thus they can quickly seize a big target market and lead the price. The backpropagation (BP) neural network was used in this study to construct an estimating model for the cost of plastic injection molding parts so as to reduce the complexity in the traditional cost estimating procedures. Because the parameters of BP neural network have a significant influence on results, and particle swarm optimization (PSO) is capable of quickly finding optimal solutions. We integrated PSO and BP neural network so that the convergence rate was improved and precision was relatively enhanced through particle evolutions based on the optimum parameter combination from BP neural network.
机译:塑料注射成型技术已被广泛用于各种高科技产品,汽车零部件和通用家用产品。面对全球化的浪潮,注塑企业必须缩短上市时间以增强竞争力,并在所有其他竞争对手之前推出产品,这样他们才能迅速抢占一个大目标市场并领导价格。在这项研究中,使用了反向传播(BP)神经网络来构建塑料注射成型零件的成本估算模型,从而降低了传统成本估算程序的复杂性。由于BP神经网络的参数对结果有重大影响,因此粒子群优化(PSO)能够快速找到最佳解决方案。我们将PSO和BP神经网络集成在一起,在基于BP神经网络的最佳参数组合的基础上,通过粒子进化提高了收敛速度,并相对提高了精度。

著录项

  • 来源
    《Expert Systems with Application》 |2013年第2期|418-428|共11页
  • 作者

    H.S. Wang; Y.N. Wang; Y.C. Wang;

  • 作者单位

    Department of Industrial Engineering & Management, National Taipei University of Technology, 1, Sec. 3, Chung-Hsiao E. Rd., Taipei 106, Taiwan, ROC;

    Department of Industrial Engineering & Management, National Taipei University of Technology, 1, Sec. 3, Chung-Hsiao E. Rd., Taipei 106, Taiwan, ROC;

    Department of Industrial Engineering & Management, National Taipei University of Technology, 1, Sec. 3, Chung-Hsiao E. Rd., Taipei 106, Taiwan, ROC;

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

    plastic injection molding parts; cost estimation; BP neural network; particle swarm optimization;

    机译:塑料注射成型零件;费用估算;BP神经网络;粒子群优化;

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