A structural damage detection and classification algorithm based on clone selection
Zhou Y(周悦); Jia XS(贾雪松); Qiao F(乔枫); Zang CZ(臧传治)
2013
会议名称2013 5th International Conference on Modelling, Identification and Control, ICMIC 2013
会议日期August 31 - September 2, 2013
会议地点Cairo, Egypt
关键词Algorithms Antibodies Cloning Damage detection Experiments Identification (control systems) Immune system Semiconductor storage Structural analysis Structural health monitoring
页码333-338
中文摘要Inspired by identification ability of biological immune system, damage detection and classification problem in structural health monitoring is studied based on the autonomous, adaptive and evolutional artificial immune theory and method. A structural damage detection and classification algorithm based on clone selection principle is proposed. The algorithm samples data of structure model as antigen which stimulates the antibody sets. In order to improve the quality of memory cells, the antibodies go through learning and evolving process including cloning, mutation and selection. At last memory cell sets of high quality are used to detect and classify measured data. The experiment results of the proposed algorithm using benchmark structure model show that the algorithm can identify and classify the structural patterns exactly. The parameter settings which can achieve high classification success rate are proposed on the results analysis of experiment in this paper.
收录类别EI
产权排序2
会议主办者Cairo University; Faculty of Engineering; International Journal of Modelling, Identification and Control; Egyptian Engineers Syndicate; The Institute of Electrical and Electronics Engineers (IEEE)
会议录2013 Proceedings of International Conference on Modelling, Identification and Control, ICMIC 2013
会议录出版者IEEE Computer Society
会议录出版地Washington, DC
语种英语
ISBN号978-0-9567157-3-9
内容类型会议论文
源URL[http://ir.sia.cn/handle/173321/14576]  
专题沈阳自动化研究所_工业控制网络与系统研究室
推荐引用方式
GB/T 7714
Zhou Y,Jia XS,Qiao F,et al. A structural damage detection and classification algorithm based on clone selection[C]. 见:2013 5th International Conference on Modelling, Identification and Control, ICMIC 2013. Cairo, Egypt. August 31 - September 2, 2013.
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