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免疫群体网络算法及其在电站风机故障诊断中的应用

Keywords: 人工免疫系统,免疫群体网络算法,电站风机,故障诊断

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Abstract:

为了快速、准确的识别电站风机的故障类型,基于克隆选择算法和免疫网络算法,提出一种免疫群体网络算法,该算法能对多个抗原群体同时进行局部和全局搜索,从而形成2层搜索机制,保证了算法的局部和全局搜索能力,有效克服了未成熟收敛现象,提高了群体的多样性,仿真结果表明,免疫群体网络算法能有效识别电站风机故障。

References

[1]  AYHAN B,CHOW M Y,SONG M H.Multiple diseriminant analysis and neural network-based monolith and partition fault- detection schemes for broken rotor bar in induction motors[J].IEEE Transactions on Industrial Electronic,2006,53(4): 1298-1308.
[2]  李涛.计算机免疫学[M].北京:电子工业出版社,2004:78-92.
[3]  魏春荣.基于模糊神经网络的旋转机械故障诊断方法研究[D].大庆:大庆石油学院机械科学与工程学院安全技术及工程专业,2004.WEI Chun-rong.The research of fault diagnosis method based on fuzzy neural network for rotating machinery[D].Da Qing:Mechnical Science and Engineering School of Deqing Petroleum Institute,2004.(in Chinese)
[4]  陈刚.李冰.王超.等.660MW机组引风机的状态检修[J].动力工程,2006,26(5):703-706.CHEN Gang,LI Bing,WANG Chao,et al.Condition based maintenance of a 660 MW set s induced fans[J].Journal of Power Engineering,2006,26(5):703-706.(in Chinses)
[5]  肖人彬,王磊.人工免疫系统:原理、模型、分析及展望[J].计算机学报,2002,25(12):1281-1293.XIAO Ren-bin,WANG Lei.Artificial immune system:principle,modds,analysis and perspectives[J].Chinese Journal of Computers,2002,25(12):1281-1293.(in Chinses)
[6]  侯胜利,李应红,尉询楷.等.基于免疫聚类分析的特征提取及其在发动机故障诊断中的应用[J].推进技术,2006,27(16):554-558.HOU Sheng-li,LI Ying-hong,WEI Xun-kai,et al.Feature extraction based on immune clustering analysis and its application in aeroengine fault diagnosis[J].Journal of Propulsion Technology,2006,27(16):554-558.(in Chinses)
[7]  DASGUPTA D,KRISHNA K K,WONG D,et al.Immunity-based aircraft fault detection system[C]//Proceedings of American Institute of Aeronautics and Astronautics.Chicago:[s.n.],2004.
[8]  BURNET F M.A modification of Jerne's theory of antibody production using the concept of clonal selection [J].Aust J Sci, 1957,20:67-69.
[9]  De Castro L N,Von Zuben F J.Clonal selection algorithm with engineering app lieations[C]//Proc GECCO'00.Las Vegas: [s.n.],2000:36-37.
[10]  JERNE N K.Towards a network theory of the immune system[J].Annual Immunology.1974,125C(1-2):373-389.

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