Machine health condition prediction via online dynamic fuzzy neural networks

作者: Yongping Pan , Meng Joo Er , Xiang Li , Haoyong Yu , Rafael Gouriveau

DOI: 10.1016/J.ENGAPPAI.2014.05.015

关键词:

摘要: … This paper presents an online MHC prediction approach using online dynamic fuzzy NNs (… (1) initial fuzzy rules are randomly generated without the knowledge of training data; (2) fuzzy …

参考文章(50)
Yongping Pan, Xiangyu Hu, Meng Joo Er, Xiang Li, Rafael Gouriveau, Bearing Condition Prediction Using Enhanced Online Learning Fuzzy Neural Networks Springer, Singapore. pp. 175- 182 ,(2013) , 10.1007/978-981-4451-48-2_29
Biqing Wu, Michael Roemer, Frank Lewis, George Vachtsevanos, Andrew Hess, Intelligent Fault Diagnosis and Prognosis for Engineering Systems ,(2006)
Guohu Li, Min Liu, Mingyu Dong, A new online learning algorithm for structure-adjustable extreme learning machine Computers & Mathematics With Applications. ,vol. 60, pp. 377- 389 ,(2010) , 10.1016/J.CAMWA.2010.03.023
Jie Liu, Wilson Wang, Farid Golnaraghi, A multi-step predictor with a variable input pattern for system state forecasting Mechanical Systems and Signal Processing. ,vol. 23, pp. 1586- 1599 ,(2009) , 10.1016/J.YMSSP.2008.09.006
Wilson Wang, An adaptive predictor for dynamic system forecasting Mechanical Systems and Signal Processing. ,vol. 21, pp. 809- 823 ,(2007) , 10.1016/J.YMSSP.2005.12.008
Ming Yu, Danwei Wang, Ming Luo, Model-Based Prognosis for Hybrid Systems With Mode-Dependent Degradation Behaviors IEEE Transactions on Industrial Electronics. ,vol. 61, pp. 546- 554 ,(2014) , 10.1109/TIE.2013.2244538
Harri Niska, Teri Hiltunen, Ari Karppinen, Juhani Ruuskanen, Mikko Kolehmainen, Evolving the neural network model for forecasting air pollution time series Engineering Applications of Artificial Intelligence. ,vol. 17, pp. 159- 167 ,(2004) , 10.1016/J.ENGAPPAI.2004.02.002
Jianbo Yu, Shijin Wang, Lifeng Xi, Letters: Evolving artificial neural networks using an improved PSO and DPSO Neurocomputing. ,vol. 71, pp. 1054- 1060 ,(2008) , 10.1016/J.NEUCOM.2007.10.013
Gang Leng, Girijesh Prasad, Thomas Martin McGinnity, An on-line algorithm for creating self-organizing fuzzy neural networks Neural Networks. ,vol. 17, pp. 1477- 1493 ,(2004) , 10.1016/J.NEUNET.2004.07.009