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Discovery of emerging patterns with immune network theory
Chen B(陈波); Zang CZ(臧传治)
Department工业信息学研究室
Conference NameSensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2010
Conference DateMarch 8-11, 2010
Conference PlaceSan Diego, CA
Author of SourceSPIE
Source PublicationProceedings of SPIE - The International Society for Optical Engineering
PublisherSPIE-INT SOC OPTICAL ENGINEERING
Publication PlaceBELLINGHAM
2010
Pages9 pp.
Indexed ByEI ; CPCI(ISTP)
EI Accession number20102413010924
WOS IDWOS:000285510800067
Contribution Rank1
ISSN0277-786X
ISBN978-0-8194-8062-0
KeywordArtificial Immune Network Emergent Pattern Recognition Distributed Sensing And Monitoring Systems
AbstractThis paper presents an immune network-based emergent pattern recognition method. The artificial immune network provides more flexible learning tools than neural networks and clustering technologies. With a neural network, a network structure has to be defined first. The immune network allows their components to change and learn patterns by changing the strength of connections between individual components. The presented computational model achieves emergent pattern recognition by dynamically constructing a network of feature vectors to represent the internal image of input data patterns. The immune network-based emergent pattern recognition approach has tested using a benchmark civil structure. The test result shows the feasibility of using the presented method for the emergent structural damage pattern recognition.
Language英语
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Document Type会议论文
Identifierhttp://ir.sia.cn/handle/173321/8355
Collection工业信息学研究室
Affiliation1.Dept. of Mechanical Engr.-Engr. Mechanics, Dept. of Electrical and Computer Engineering, Michigan Technological University, 1400 Townsend Drive, Houghton, MI 49931-1295, United States
2.Dept. of Mechanical Engr.-Engr. Mechanics, Michigan Technological University, 1400 Townsend Drive, Houghton, MI 49931-1295, United States
3.Shenyang Institute of Automation, Chinese Academy of Science, Nanta Street 114, Shenyang, Liaoning, 110016, China
Recommended Citation
GB/T 7714
Chen B,Zang CZ. Discovery of emerging patterns with immune network theory[C]//SPIE. BELLINGHAM:SPIE-INT SOC OPTICAL ENGINEERING,2010:9 pp..
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