Optimal Design of Gears by Means of Genetic Algorithm and Neural Network

被引:0
|
作者
Li, Yonggang [1 ]
Ma, Yongmei [1 ]
机构
[1] Sichuan Univ, Sch Mfg Sci & Engn, Chengdu 610065, Peoples R China
关键词
BP Neural Network; Genetic Algorithm; Optimization Design; Gear Design;
D O I
10.4028/www.scientific.net/AMM.397-400.816
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Optimal design of gears was complicated with much difficulty to determine the parameter of strength constraint equation, and find the optimal solution. Used BP Neural Network to approximate the relative parameter of gears optimization design which was shown by chart. Used Genetic Algorithm to search the optimal solution. The result shows that the application of Genetic Algorithm and Neural Network in gear optimization is effective.
引用
收藏
页码:816 / 820
页数:5
相关论文
共 50 条
  • [1] Use of genetic algorithm to design optimal neural network structure
    Öztürk, N
    [J]. ENGINEERING COMPUTATIONS, 2003, 20 (7-8) : 979 - 997
  • [2] Optimal Design of a Parallel Robot Using Neural Network and Genetic Algorithm
    Lopez, Erick Garcia
    Yu, Wen
    Li, Xiaoou
    [J]. 2019 TENTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2019, : 64 - 69
  • [3] Optimal groundwater remediation design using an Adaptive Neural Network Genetic Algorithm
    Yan, SQ
    Minsker, B
    [J]. WATER RESOURCES RESEARCH, 2006, 42 (05)
  • [4] A genetic algorithm to obtain the optimal recurrent neural network
    Blanco, A
    Delgado, M
    Pegalajar, MC
    [J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2000, 23 (01) : 67 - 83
  • [5] Optimal design for mechanical properties of composite with combination of genetic algorithm and artificial neural network
    Zhang, Fanwei
    Zhou, Songbang
    Zhang, Yue
    Zhang, Dahai
    Li, Zongping
    [J]. HIGH-PERFORMANCE CERAMICS V, PTS 1 AND 2, 2008, 368-372 : 1645 - +
  • [6] Optimal design of normalized fuzzy neural network controller based on quantum genetic algorithm
    Li, Pan-Chi
    Li, Shi-Yong
    [J]. Xitong Fangzhen Xuebao / Journal of System Simulation, 2007, 19 (16): : 3710 - 3714
  • [7] Optimal service station design for traffic mitigation via genetic algorithm and neural network <
    Cenedese, Carlo
    Cucuzzella, Michele
    Ramusino, Adriano Cotta
    Spalenza, Davide
    Lygeros, John
    Ferrara, Antonella
    [J]. IFAC PAPERSONLINE, 2023, 56 (02): : 1528 - 1533
  • [8] USING A GENETIC ALGORITHM FOR THE DESIGN OF AN OPTIMAL TRANSPORT NETWORK
    Krol, Aleksander
    Pamula, Teresa
    [J]. TRANSPORT PROBLEMS, 2009, 4 (04) : 107 - 113
  • [9] Optimal design of WDM transport network with genetic algorithm
    Dai, Wuju
    Zhang, Hanyi
    Huo, Xiaoli
    Li, Yanhe
    He, Yongqi
    [J]. Qinghua Daxue Xuebao/Journal of Tsinghua University, 2002, 42 (07): : 917 - 920
  • [10] Near optimal grinding process design using neural network and real coded genetic algorithm
    Mukherjee, Indrajit
    Ray, Pradip Kumar
    [J]. Proceedings of the 8th Biennial Conference on Engineering Systems Design and Analysis, Vol 4, 2006, : 711 - 717