Optimized Positional Compensation Parameters for Exposure Machine for Flexible Printed Circuit Board

被引:17
|
作者
Tsai, Jinn-Tsong [1 ]
Lin, Chorng-Tyan [2 ,3 ]
Chang, Cheng-Chung [2 ,3 ]
Chou, Jyh-Horng [2 ,4 ,5 ]
机构
[1] Natl Pingtung Univ, Dept Comp Sci, Pingtung 900, Taiwan
[2] Natl Kaohsiung Univ Appl Sci, Dept Elect Engn, Kaohsiung 807, Taiwan
[3] Met Ind Res & Dev Ctr, Kaohsiung 811, Taiwan
[4] Natl Kaohsiung First Univ Sci & Technol, Inst Elect Engn, Kaohsiung 824, Taiwan
[5] Kaohsiung Med Univ, Dept Healthcare Adm & Med Informat, Kaohsiung 807, Taiwan
关键词
Exposure machine; flexible printed circuit board (FPCB); full-factorial experimental design; neural network; positional compensation parameter; Taguchi-based genetic algorithm (TBGA); NEURAL-NETWORKS; TAGUCHI; ALGORITHM; ALIGNMENT;
D O I
10.1109/TII.2015.2489578
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A soft-computing technology is proposed for optimizing the positional compensation parameters for an exposure machine for flexible printed circuit boards (FPCBs). The proposed technology integrates a full-factorial experimental design, a multilayer perceptron (MLP) artificial neural network, and the Taguchi-based genetic algorithm (TBGA). First, a full-factorial experimental design is used to conduct experiments and to accumulate data that represent the positional compensation parameters of an exposure machine. The MLP is then used to build a positioning model of an exposure machine by minimizing the performance criterion of mean-squared error (mse). Finally, the TBGA is used to optimize the positional compensation parameters for the exposure machine. The experimental results demonstrate the excellent performance of the MLP-TBGA approach in obtaining positional compensation parameters for decreasing the number of iterations and the alignment time. For example, in 50 independent runs, the average number of iterations for precision positioning decreased from 4.5 to 3.2, and the alignment time decreased by 41%, if the required positional accuracy was 3 mu m. In another experimental application for precision positioning in which the required positional accuracy was 5 mu m, the average number of iterations required in 50 practical experiments decreased from 3.3 to 2.1, and the alignment time decreased by 57%. The main advantage of the proposed soft-computing approach is its potential use for solving related problems in widely varying industries.
引用
收藏
页码:1366 / 1377
页数:12
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