A Deep Learning Based Method for Equipment Fault Diagnosis

JU Jianbo; HU Shenglin; ZHU Chao; GUAN Han

doi:10.3969/j. issn. 1671 -637x.201 &02.021

[1] BUXTON B, GOLDSTON D, DOCTORO C, et al. Big data: science in the petabyte era［J］. Nature, 2008, 455(7209): 8-9.

[5] BENGIO Y. Learning deep architectures for AI ［J］. Foundations and Trends in Machine Learning, 2009, 2(1): 1-127.

[6] CHERIYADAT A M . Unsupervised feature learning for aerial scene classification［J］. IEEE Transactions on Geo- science & Remote Sensing, 2013, 52(1): 439-451.

[7] SHIN H C, ORTON M R, COLLINS D J, et al. Stacked autoencoders for unsupervised feature learning and multiple organ detection in a pilot study using 4D patient data［J］. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2013, 35(8): 1930-1943.

[8] VINCENT P, LAROCHELLE H, BENGIO Y, et al. Extracting and composing robust features with denoising autoencoders［C］//Proceedings of the 25th International Conference on Machine Learning, ACM, 2008: 1096-1103.

[9] YOON H, PARK C S, KIM J S, et al. Algorithm learning based neural network integrating feature selection and classification ［J］. Expert Systems with Applications, 2013, 40(1): 231-241.