Feature extraction and classification algorithm, which one is more essential? An experimental study on a specific task of vibration signal diagnosis

Author:

Liu Qiang,Zhang Jiade,Liu Jingna,Yang Zhi

Funder

National Natural Science Foundation of China

the Youth Talent Project of China’s Hebei Provincial Education Department

the Youth Foundation of Hebei science and technology research project

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

Reference38 articles.

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2. Zhao M, Kang M, Tang B et al (2018) Deep residual networks with dynamically weighted wavelet coefficients for fault diagnosis of planetary gearboxes. IEEE Trans Ind Electr 65:4290–4300

3. Hao Y, Song LY, Cui LL et al (2019) A three-dimensional geometric features-based SCA algorithm for compound faults diagnosis. Measurement 134:480–491

4. Yu F, Li Y, Qi Z (2020) Compound fault diagnosis of gearbox based on wavelet packet transform and sparse representation classification. In: 2020 Chinese Control and Decision Conference (CCDC), pp 5339–5343

5. Jiang H, Li CL, Li HX (2013) An improved EEMD with multiwavelet packet for rotating machinery multi-fault diagnosis. Mech Syst Signal Process 36:225–239

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