Support Vector Machines
Tran, V. T., Thobiani, F. A., Tinga, T., Ball, A. D., & Niu, G. (2017). Single and combined fault diagnosis of reciprocating compressor valves using a hybrid deep belief network. Proceedings of the Institution of Mechanical Engineers. Part C: Journal of mechanical engineering science. DOI: 10.1177/0954406217740929
Thobiani, F. A., Tran, V. T., & Tinga, T. (2017). An Approach to Fault Diagnosis of Rotating Machinery Using the Second-Order Statistical Features of Thermal Images and Simplified Fuzzy ARTMAP. Engineering, 9(6), 524-539. . DOI: 10.4236/eng.2017.96033
Tran, V. T., Thobiani, F. A., & Ball, A. D. (2014). An approach to fault diagnosis of reciprocating compressor valves using Teager-Kaiser energy operator and deep belief networks. Expert systems with applications, 41(9), 4113–4122. DOI: 10.1016/j.eswa.2013.12.026
Niu, G., Zhao, Y., & Tran, V. T. (2014). Fault detection and isolation based on bond graph modeling and empirical residual evaluation. Proceedings of the Institution of Mechanical Engineers. Part C: Journal of mechanical engineering science, 229(3), 417-428. DOI: 10.1177/0954406214536381
Baqqar, M., Tran, V. T., Gu, F., & Ball, A. D. (2013). Comparison between adaptive neurofuzzy inference system and general regression neural networks for gearbox fault detection using motor operating parameters. In Proceedings of Computing and Engineering Annual Researchers' Conference 2013: CEARC'13, University of Huddersfield, Huddersfield (pp. 118‐126)
Baqqar, M., Tran, V. T., Gu, F., & Ball, A. D. (2013). Gearbox fault detection using static data and adaptive neurofuzzy inference system. In COMADEM 2013 proceedings
Elbarghathi, F., Tian, X., Tran, V. T., Gu, F., & Ball, A. (2013). Multi-stages helical gearbox fault detection using vibration signal and Morlet wavelet transform adapted by information entropy difference. Paper presented at International Congress of Condition Monitoring and Diagnostic Engineering Management, COMADEM 2013, Helsinki, Finland.
Wang, R., Tran, V. T., Gu, F., & Ball, A. D. (2013). An investigation on energy recovery analysis of active suspension system. In ICAC 2013: 19th International Conference on Automation and Computing, 13-14 September 2013, Brunel University, London, UK IEEE.
Tran, V. T., Thobiani, F. A., Ball, A. D., & Choi, B-K. (2013). An application to transient current signal based induction motor fault diagnosis of Fourier–Bessel expansion and simplified fuzzy ARTMAP. Expert systems with applications, 40(13), 5372–5384. DOI: 10.1016/j.eswa.2013.03.040
Tran, V. T., Yang, B-S., Gu, F., & Ball, A. D. (2013). Thermal image enhancement using bi-dimensional empirical mode decomposition in combination with relevance vector machine for rotating machinery fault diagnosis. Mechanical systems and signal processing, 38(2), 601–614. DOI: 10.1016/j.ymssp.2013.02.001