DocumentCode :
511641
Title :
An Artificial Immune System Model Based on Semantics
Author :
Wang Chu-Jiao ; Xia Shi-xiong ; Wang Hai-zhi
Author_Institution :
Sch. of Comput. Sci. & Technol., China Univ. of Min. & Technol., Xu Zhou, China
Volume :
1
fYear :
2009
fDate :
28-30 Oct. 2009
Firstpage :
269
Lastpage :
273
Abstract :
With the development of artificial immune technology, People set more and more focus on the diagnosis problem in such complex distribution systems based on artificial immunity. This paper presents an intelligent methodology for diagnosing incipient faults in mine hoist. In this fault diagnosis system, In order to enhance the fault diagnosis performance, we propose a novel ideal of semantic-centered fault diagnosis based on artificial immunity for mine hoist. Concerning with the disadvantage negative selection algorithm can not effectively capture the semantic information in some complex spaces, in the given definition of model-based fault diagnosis, this paper proposes a logic-based semantic model. The model represents lymphocytes and antigens as logic-operator, which can express complex semantics and gain the minimal diagnosis by the theorem provers of first order logic. Finally, in the background of process-based abnormal detection, we designed a systematic framework which tries to exploit semantic information. It proves that this model can effectively solve the semantic problem of diagnosis for mine hoist.
Keywords :
artificial immune systems; fault diagnosis; formal logic; antigens; artificial immune system; first order logic; intelligent methodology; logic-based semantic model; lymphocytes; process-based abnormal detection; semantic-centered fault diagnosis; Artificial immune systems; Artificial intelligence; Artificial neural networks; Computer science; Fault detection; Fault diagnosis; Hidden Markov models; Logic; Marine technology; Power system modeling; artificial immune; compiling approach; fault diagnosis; model; semantic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Engineering, 2009. WCSE '09. Second International Workshop on
Conference_Location :
Qingdao
Print_ISBN :
978-0-7695-3881-5
Type :
conf
DOI :
10.1109/WCSE.2009.668
Filename :
5403313
Link To Document :
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