A hybrid immune model for unsupervised structural damage pattern recognition
文献类型：期刊论文
| 作者 | Chen B(陈波); Zang CZ(臧传治)
|
| 刊名 | EXPERT SYSTEMS WITH APPLICATIONS
 |
| 出版日期 | 2011 |
| 卷号 | 38期号:3页码:1650-1658 |
| 关键词 | Structural health monitoring Unsupervised structural damage pattern recognition Fuzzy clustering Artificial immune pattern recognition |
| ISSN号 | 0957-4174 |
| 产权排序 | 1 |
| 中文摘要 | This paper presents an unsupervised structural damage pattern recognition approach based on the fuzzy clustering and the artificial immune pattern recognition (AIPR). The fuzzy clustering technique is used to initialize the pattern representative (memory cell) for each data pattern and cluster training data into a specified number of patterns. To improve the quality of memory cells, the artificial immune pattern recognition method based on immune learning mechanisms is employed to evolve memory cells. The presented hybrid immune model (combined with fuzzy clustering and the artificial immune pattern recognition) has been tested using a benchmark structure proposed by the IASC-ASCE (International Association for Structural Control-American Society of Civil Engineers) Structural Health Monitoring Task Group. The test results show the feasibility of using the hybrid AIPR (HAIPR) method for the unsupervised structural damage pattern recognition. (C) 2010 Elsevier Ltd. All rights reserved. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic ; Operations Research & Management Science |
| 研究领域[WOS] | Computer Science ; Engineering ; Operations Research & Management Science |
| 关键词[WOS] | SYSTEMS |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000284863200041 |
| 公开日期 | 2012-05-29 |
| 源URL | [http://ir.sia.cn/handle/173321/7058]  |
| 专题 | 沈阳自动化研究所_工业信息学研究室 |
| 推荐引用方式 GB/T 7714 | Chen B,Zang CZ. A hybrid immune model for unsupervised structural damage pattern recognition[J]. EXPERT SYSTEMS WITH APPLICATIONS,2011,38(3):1650-1658. |
| APA | Chen B,&Zang CZ.(2011).A hybrid immune model for unsupervised structural damage pattern recognition.EXPERT SYSTEMS WITH APPLICATIONS,38(3),1650-1658. |
| MLA | Chen B,et al."A hybrid immune model for unsupervised structural damage pattern recognition".EXPERT SYSTEMS WITH APPLICATIONS 38.3(2011):1650-1658. |
入库方式： OAI收割
来源：沈阳自动化研究所
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