An optimization system for LED lens design

被引:40
作者
Chen, Wen-Chin [1 ]
Lai, Tung-Tsan [1 ]
Wang, Min-Wen [1 ,2 ,3 ]
Hung, Hsiao-Wen [2 ,3 ]
机构
[1] Chung Hua Univ, Grad Inst Management Technol, Hsinchu, Taiwan
[2] Natl Kaohsiung Univ Appl Sci, Grad Inst Mech & Precis Engn, Kaohsiung 807, Taiwan
[3] Natl Cheng Kung Univ, Ind Technol Res Inst, Taiwan Ctr Micro Nano Sci & Technol, Tainan 70101, Taiwan
关键词
LED; Taguchi method; Back-Propagation Neural Network; Genetic Algorithms;
D O I
10.1016/j.eswa.2011.03.092
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study proposed a two-stage LED lens design optimization system, and used the viewing angle and the luminance uniformity as the optical quality objective. Optical design software (TracePro) and the orthogonal table of Taguchi method were used for simulation experiment. In the first stage, the viewing angle was used as the optical quality objective to find out the preliminary optimization of lens shape. The optimal LED lens size parameter combination of the first stage was used in the second stage to create L25(56) orthogonal table, and then the Back-Propagation Neural Network (BPNN) was used to establish the LED lens quality predictor to predict the FWHM angle and luminance uniformity in different overall sizes. The Genetic Algorithm (GA) with the quality predictor was used to find out the optimum design parameter combination of overall size according to the required quality objective. A LED with wide viewing angle and high luminance uniformity was taken as an example in this study to design a LED optical lens with 135 degrees FWHM angle and 93.35% uniformity. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:11976 / 11983
页数:8
相关论文
共 11 条
  • [1] Dot-pattern design of a light guide in an edge-lit backlight using a regional partition approach
    Chang, Jee-Gong
    Fang, Yu-Bin
    [J]. OPTICAL ENGINEERING, 2007, 46 (04)
  • [2] Nonspherical LED packaging lens for uniformity improvement
    Chang, Yu-Cheng
    Ou, Chung-Jen
    Tsai, Yu-Sheng
    Juang, Fuh-Shyang
    [J]. OPTICAL REVIEW, 2009, 16 (03) : 323 - 325
  • [3] CHEN WC, 2006, J CHINESE I IND ENG, V23, P269
  • [4] A neural-network approach for an automatic LED inspection system
    Chen, Wen-Chin
    Hsu, Shou-Wen
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2007, 33 (02) : 531 - 537
  • [5] DYNAMIC MODELING OF THE MOLD FILLING PROCESS IN AN INJECTION-MOLDING MACHINE
    CHIU, CP
    SHIH, MC
    WEI, JH
    [J]. POLYMER ENGINEERING AND SCIENCE, 1991, 31 (19) : 1417 - 1425
  • [6] CHOI GH, 1994, ANN CIRP, V43, P449
  • [7] An optimization approach to practical problems in plasticating single screw extrusion
    Covas, JA
    Cunha, AG
    Oliveira, P
    [J]. POLYMER ENGINEERING AND SCIENCE, 1999, 39 (03) : 443 - 456
  • [8] FANG CJ, 2009, OPT EXPRESS, V17, P4718
  • [9] Multi-objective design and extended optimization for developing a miniature light emitting diode pocket-sized projection display
    Fang, Yi-Chin
    Tzeng, Yih-Fong
    Li, Si-Xian
    [J]. OPTICAL REVIEW, 2008, 15 (05) : 241 - 250
  • [10] Integrating lens design with digital camera simulation
    Maeda, PY
    Catrysse, PB
    Wandell, BA
    [J]. Digital Photography, 2005, 5678 : 48 - 58