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
相关论文
共 50 条
  • [21] Machine setup and component placement in printed circuit board assembly
    Bard, Jonathan F.
    Clayton, Raymond W.
    Feo, Thomas A.
    International Journal of Flexible Manufacturing Systems, 1994, 6 (01): : 5 - 31
  • [22] TELEVISION-CONTROLLED PRINTED CIRCUIT BOARD DRILLING MACHINE
    PATERSON, D
    TURNERSMITH, AR
    HALE, JAG
    SARAGA, P
    MACHINERY AND PRODUCTION ENGINEERING, 1975, 127 (3287): : 540 - 541
  • [23] Printed circuit board inspection using Support Vector Machine
    Sim, KJ
    Yun, TS
    Kim, HS
    Kim, HJ
    COMPUTER APPLICATIONS IN INDUSTRY AND ENGINEERING, 2000, : 124 - 127
  • [24] Machine vision processing/selection in printed circuit board manufacturing
    Trivedi, A
    Liu, PCH
    PROCEEDINGS OF THE TWENTY-NINTH SOUTHEASTERN SYMPOSIUM ON SYSTEM THEORY, 1997, : 190 - 194
  • [25] Reamer wear of waste printed circuit board shearing machine
    Zhu, Fen-Fen
    Li, Jin-Hui
    Wen, Xue-Feng
    Yu, Zi-Da
    Mocaxue Xuebao/Tribology, 2006, 26 (01): : 84 - 87
  • [26] A Measurement System for Printed Circuit Board Parameters Based on Image
    Xiong, Bangshu
    Ou, Qiaofeng
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 2387 - +
  • [27] Fatigue behavior of thin Cu foils for flexible printed circuit board
    Han, Seungwoo
    Seo, Kijeong
    Kim, Wandoo
    Lee, Hakjoo
    Lee, Hyunwoo
    Shin, Jaeho
    Lee, Jaejoon
    ADVANCES IN NANOMATERIALS AND PROCESSING, PTS 1 AND 2, 2007, 124-126 : 1369 - +
  • [28] DMAB Effects in Electroless Ni Plating for Flexible Printed Circuit Board
    Kim, Hyung-Chul
    Rha, Sa-Kyun
    Lee, Youn-Seoung
    KOREAN JOURNAL OF MATERIALS RESEARCH, 2014, 24 (11): : 632 - 638
  • [29] Flexible Thermal Ground Planes Fabricated With Printed Circuit Board Technology
    Liew, Li-Anne
    Lin, Ching-Yi
    Lewis, Ryan
    Song, Susan
    Li, Qian
    Yang, Ronggui
    Lee, Y. C.
    JOURNAL OF ELECTRONIC PACKAGING, 2017, 139 (01)
  • [30] Heat transfer enhancement by flexible printed circuit board's deformation
    Lim, C. H.
    Abdullah, M. Z.
    Azid, I. A.
    Khor, C. Y.
    INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER, 2017, 84 : 86 - 93