首页> 外文期刊>Polymers and Polymer Composites >OPTIMISATION OF PRECISION INJECTION MOULDING PROCESSING PARAMETERS AND IMPLEMENTATION OF QUALITY PREDICTION SYSTEM FOR LCD LIGHT GUIDE PLATE
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OPTIMISATION OF PRECISION INJECTION MOULDING PROCESSING PARAMETERS AND IMPLEMENTATION OF QUALITY PREDICTION SYSTEM FOR LCD LIGHT GUIDE PLATE

机译:液晶导光板精密注射成型工艺参数的优化及质量预测系统的实现

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摘要

The quality of the light guide plate determines the luminance uniformity of liquid crystal display panels. Onlyrnthrough proper control of the injection moulding processing parameters for the light guide plate can make thernprecision of the light guide plate’s dimensions to be improved, thus enhancing the light guide plate’s opticalrnproperties. The objective of this research was fi rst to discover the optimal combination for the light guide plate’srninjection moulding processing parameters. The Taguchi method was used to conduct the parameter design andrnselect the control factors within the processing parameters that affect light guide plate quality.rnA confi rmation experiment with a 95% confi dence interval was then adopted to verify the reproducibility. Atrnthe same time, a back propagation neural network was applied to set up a quality prediction system for the lightrnguide plate moulding. Its input layer had eight neurons, representing eight control factors. The hidden layerrnhad fi ve neurons. The output layer had one neuron, which was the signal-to-noise ratio of the light guide plate’srnluminance uniformity. By comparing the neural network’s predicted values with the confi rmation experiment’srnactual values, the system’s ability to make accurate predictions could be verifi ed.
机译:导光板的质量决定了液晶显示面板的亮度均匀性。只有适当控制导光板的注塑成型工艺参数,才能提高导光板尺寸的精度,从而提高导光板的光学性能。这项研究的目的是首先找到导光板注射成型加工参数的最佳组合。使用Taguchi方法进行参数设计,并在影响光导板质量的加工参数中选择控制因素。然后,采用置信区间为95%的确认实验来验证可重复性。同时,采用反向传播神经网络建立导光板成型质量预测系统。它的输入层有八个神经元,代表八个控制因素。隐藏的层有五个神经元。输出层有一个神经元,即导光板照度均匀度的信噪比。通过将神经网络的预测值与确认实验的实际值进行比较,可以验证系统做出准确预测的能力。

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  • 来源
    《Polymers and Polymer Composites》 |2007年第1期|p.17-28|共12页
  • 作者

    Kuo C; J; Su T;

  • 作者单位

    Department of Polymer Engineering, National Taiwan University of Science and Technology, No. 43, Section 4,Keelung Road, Taipei, 106, Taiwan, Republic of China;

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  • 正文语种 eng
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