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题名: A structural damage detection and classification algorithm based on clone selection
作者: Zhou Y(周悦) ; Jia XS(贾雪松) ; Qiao F(乔枫) ; Zang CZ(臧传治)
作者部门: 工业控制网络与系统研究室
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
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
出版日期: 2013
页码: 333-338
收录类别: EI
ISBN号: 9780956715739
关键词: Algorithms ; Antibodies ; Cloning ; Damage detection ; Experiments ; Identification (control systems) ; Immune system ; Semiconductor storage ; Structural analysis ; Structural health monitoring
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.
语种: 英语
产权排序: 2
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/14576
Appears in Collections:工业控制网络与系统研究室_会议论文

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Recommended Citation:
周悦; 贾雪松; 乔枫; 臧传治.A structural damage detection and classification algorithm based on clone selection.见:IEEE Computer Society.2013 Proceedings of International Conference on Modelling, Identification and Control, ICMIC 2013,Washington, DC,2013,333-338
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