Combining a HMM with a Genetic Algorithm for the Fault Diagnosis of Photovoltaic Inverters |
Zheng, Hong
(School of Electrical and Information Engineering, Jiangsu University)
Wang, Ruoyin (School of Electrical and Information Engineering, Jiangsu University) Xu, Wencheng (School of Electrical and Information Engineering, Jiangsu University) Wang, Yifan (School of Electrical and Information Engineering, Jiangsu University) Zhu, Wen (School of Electrical and Information Engineering, Jiangsu University) |
1 | S. Peuget, S. Courtine, and J. P. Rognon, "Fault detection and isolation on a PWM inverter by knowledge-based model," IEEE Trans. Ind. Appl., Vol. 34, No. 6, pp. 1318-1326, Nov. 1997. |
2 | R. L. de Araujo Ribeiro, C. B. Jacobina, E. R. C. da Silva, and A. M. N. Limam "Fault detection of open-switch damage in voltage-fed PWM motor drive systems," IEEE Trans. Power Electron., Vol. 18, No. 2, pp. 587-593, Mar. 2003. |
3 | H. Keskes and A. Braham, "DAG SVM and pitch synchronous wavelet transform for induction motor diagnosis," in Proc. Iet International Conference on Power Electronics, Machines and Drives , pp. 0166-0166, Apr. 2014. |
4 | D. J. Chen and Y. Z. Ye, "Open circuit fault diagnosis method for three level inverter based on multi neural network," Transactions of China Electrotechnical Society, Vol. 28, No. 6, pp. 120-126, Jun. 2013. |
5 | X. Yue, "Research on fault diagnosis of complex condition based on HMM," M.S. Thesis, South China University of Technology, China, 2012. |
6 | R.F. Han, Principle and application of genetic algorithm, Weapon Industry Press, 2010. |
7 | J. J. Fu, "Study on the Fault Diagnosis System of Active Neutral Point Clamped Three Level Inverter Based on Neural Network," M.S. Thesis, China Mining University, China, 2016. |
8 | F, F. Xie, "Fault Diagnosis Method Based on Support Vector Machine," M.S. Thesis, Hunan University, China, 2006. |
9 | G. S. Hu, J. Xie, and F. F. Zhu, "Classification of power quality disturbances using wavelet and fuzzy support vector machines," in Proc. International Conference on Machine Learning and Cybernetics IEEE, pp. 3981-3984, Vol. 7, Aug. 2005. |
10 | A. Widodo, B.S. Yang, "Support vector machine in machine condition monitoring and fault diagnosis," Mechanical Systems & Signal Processing, Vol. 21, pp. 2560-2574, Aug. 2007. DOI |
11 | Y. F. Yin, J.W. Yang, G.Q. Cai, and D.C. Yao, "Fault Diagnosis of Rolling Bearing Based on Wavelet Packet and Fourier Analysis," in Proc. Computational Aspects of Social Networks, pp. 703-706, Sep. 2010. |
12 | S. Xu, W.X. Huang, Y.W. Hu, W.T. Yu, and Z.Y. Hao, "A novel six phase permanent magnet fault tolerant motor system and its fault diagnosis method," in Proc. Annual meeting of China Power Supply Society, May 2009. |
13 | A. Bouzida, O. Touhami, R. Ibtiouen, A. Belouchrani, M. Fadel, and A. Rezzoug, "Fault diagnosis in industrial induction machines through discrete wavelet transform," IEEE Trans. Ind. Electron., Vol. 58, No. 9, pp. 4385-4395, Sep. 2011. DOI |
14 | M. Pineda-Sanchez, M. Riear-Guasp, J.A. Antonino-Daviu, J. Roger-Folch, J. Perez-Cruz, and R. Puche-Panadero, "Diagnosis of induction motor faults in the fractional fourier domain," IEEE Trans. Instrum. Meas. Vol. 59, No, 8, pp. 2065-2075, Aug. 2010. DOI |
15 | Z. M. Wu, "Analog circuit fault diagnosis based on information fusion and extreme learning machine," M.S. Thesis, Hunan University, China, 2011. |
16 | Y. P. Bao, J. Zheng, and X.G. Wu, "Speech recognition system based on HMM and genetic neural network," Computer engineering and Science, Vol. 33, No. 4, pp. 139-144, Apr. 2011. |
17 | C. L. Zhang, and X. Yue, "Fault Diagnosis of Rotating Machinery Based on Energy Moment and HMM," Key Engineering Materials, Vol. 455, pp. 558-564, Dec. 2010. DOI |
18 | H. Ocak, and K.A. Loparo, "A new bearing fault detection and diagnosis scheme based on hidden Markov modeling of vibration signals." in Proc. Acoustics, Speech, and Signal Processing, Vol. 5, pp. 3141-3144, May. 2001. |