吉林大学学报(工学版) ›› 2016, Vol. 46 ›› Issue (4): 1269-1275.doi: 10.13229/j.cnki.jdxbgxb201604037

• Orginal Article • Previous Articles     Next Articles

Intelligent algorithm for optimized dynamic reliability design of mechanic structure

YU Fan-hua1, LIU Ren-yun2, ZHANG Yi-min3, SUN Qiu-cheng2, ZHANG Xiao-li2, 3   

  1. 1.College of Computer Science & Technology, Changchun Normal University, Changchun 130032, China;
    2.College of Mathematics, Changchun Normal University, Changchun 130032, China;
    3.College of Mechanical Engineering and Automation, Northeastern University, Shenyang 110004, China
  • Received:2015-04-13 Online:2016-07-20 Published:2016-07-20

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Abstract: A Monte Carlo time-varying extreme learning machine is presented for dynamic reliability design of mechanical components under multiple failure modes. The explicit function expression of the reliable degree of these variables, such as the loads, strength, elastic modulus and design parameters, can be obtained by this model. Then, on this basis, a dynamic reliability design model for the mechanical components is established, and the dynamic particle swarm algorithm is applied for the solution of this model. Experiment results show that this method can provide all design parameters meeting the requirement of the reliable degree in the whole service life. This method can be used as an effective approach for optimized dynamic reliability design of mechanical components.

Key words: computer application, extreme learning machine, dynamic particle swarm algorithm, reliability optimization design, multi-objective optimization

CLC Number: 

  • TP39
[1] 张义民.机械动态与渐变可靠性理论与技术评述[J].机械工程学报,2013,49(20):101-114.
Zhang Yi-min. Review of theory and technology of mechanical reliability for dynamic and gradual systems[J]. Journal of Mechanical Engineering,2013,49(20):101-114.
[2] 王新刚,张义民,王宝艳.机械零部件的动态可靠性灵敏度分析[J]. 机械工程学报,2010, 46(10):188-193.
Wang Xin-gang, Zhang Yi-min,Wang Bao-yan.Dynamic reliability sensitivity analysis of mechanical components[J]. Journal of Mechanical Engineering, 2010, 46(10):188-193.
[3] 王正,康锐,谢里阳.以载荷作用次数为寿命指标的失效相关系统可靠性建模[J].机械工程学报,2010,46(3):188-197.
Wang Zheng,Kang Rui,Xie Li-yang. Reliability modeling of systems with dependent failure when the Life measured by the number of loadings[J]. Journal of Mechanical Engineering, 2010,46(3):188-197.
[4] Fang Yong-feng,Chen Jian-ju.Analysis of structure dynamic reliability under the together stochastic loads[J].Advances in Information and Science Technology,2012,4(8):74-83.
[5] 卢昊,张义民,赵长龙,等.多失效模式机械零件可靠性灵敏度估计[J].机械工程学报,2012,48(2):63-67.
Lu Hao, Zhang Yi-min, Zhao Chang-long, et al.Reliability sensitivity estimation of mechanical components with multiple failure modes[J]. Journal of Mechanical Engineering,, 2012,48(2):63-67.
[6] 喻天翔, 宋笔锋, 万方义,等. 机械零件多失效模式相关可靠度算法研究[J]. 机械强度, 2006, 28(4):508-511.
Yu Tian-xiang Song Bi-feng Wan Fang-yi. Research on calculating the reliability of mechanical component with correlaed failure modes[J]. Journal of Mechanical Strength, 2006, 28 (4):508-511.
[7] Ditlevsen O. Narrow reliability bounds for structural systems[J]. Mech Based Des Struc,1979, 7(4):453-472.
[8] 张义民,刘仁云,于繁华.基于计算智能技术的结构系统可靠性优化设计[J].工程力学,2007, 24(8):27-31.
Zhang Yi-min,Liu Ren-yun,Yu Fan-hua.Computational intelligence-based reliability design optimization for structural system[J].Engineering Mechanics, 2007, 24(8):27-31.
[9] 张义民,张雷.结构系统可靠性优化设计的神经网络方法[J]. 计算力学学报, 2005,22(3): 257- 261.
Zhang Yi-mi,Zhang Lei. Reliability-based structural optimization using neural network[J].Chinese Journal of Computational Mechanics, 2005,22(3): 257-261.
[10] Huang G B,Zhu Q Y.Extreme learning machine:Theory and applications[J].Neurocomputing, 2006,70(1):489-501.
[11] Yin Jian-chuan, Zou Zao-jian, Xu Feng,et al.Online ship roll motion prediction based on grey sequential extreme learning machine[J]. Neurocomputing, 2014,129(10):168-174.
[12] 张弦,王宏力.具有选择与遗忘机制的极端学习机在时间序列预测中的应用[J].物理学报,2011,60(8):68-74.
Zhang Xian,Wang Hong-li. Selective forgetting extreme learning machine and its application to time series prediction[J]. Acta Phys Sin,2011,60(8):68-74.
[13] 林晓华,冯毅雄,谭建荣.基于免疫优化的产品系统可靠性参数区间预测方法[J]. 浙江大学学报:工学版,2013,47(6) : 1013-1021.
Lin Xiao-hua,Feng Yi-xiong,Tan Jian-rong. Intervals prediction of system reliability parameters based on immune optimization[J].Journal of Zhejiang University(Engineering Science), 2013,47(6) : 1013-1021.
[14] 李桂青,李秋胜.工程结构时变可靠度理论及其应用[M].北京:科学出版社,2011:138-139.
[15] Coello CA.Treating constraintsas objectives for single-objective evolutionary optimization[J] Engineering Optimization,2000, 32(3):275-308.
[16] 刘若辰,焦李成,雷七峰. 一种新的差分进化约束优化算法[J]. 西安电子科技大学学报,2011, 28(1):47-53.
Liu Ruo-chen,Jiao Li-cheng,Lei Qi-feng.New differential evolution constrained optimization algorithm[J]. Journal of Xidian University,2011, 28(1):47-53.
[17] 胡静,曾建潮,谭瑛. 动态环境下基于种群多样性的微粒群算法[J].系统仿真学报,2007,19(21):4932-4935.
Hu Jing, Zeng Jian-chao,Tan Ying.Particle swarm optimizer based on diversity of particle in dynamic environments[J]. Journal of System Simulation,2007,19(21):4932-4935.
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