Analytical ferrography image recognition using convolutional neural network

Author:

YONEMICHI Junki1,HONDA Tomomi1,KON Tomohiko1,KAWABATA Masahiko2,ABETA Yasushi2,TAKEUCHI Takaharu2

Affiliation:

1. Graduate school of Engineering, University of Fukui

2. Technologies, TRIBOTEX

Publisher

Japan Society of Mechanical Engineers

Reference11 articles.

1. Anderson. D. P., Wear particles atlas (Revised), Noria Corporation, (2012), pp.8-30.

2. General Incorporated Association Japanese Society of Tribologists ed., ISO 18436-4 compliant condition monitoring and diagnosis of machinery and equipment (tribology) Category Ⅱ, (2019), pp.186-189 (in Japanese).

3. Kawada, M., Utsumi, S., Lu, Y., Kawasaki., Z., Matsu-ura, K. and Okamoto, T., Wear particle detection in the lubricating oil of the rotating machine bearing by ferrography analytical method using image processing and neural networks, The Transactions of the Institute of Electrical Engineers of Japan B, Vol.117, No.8 (1997), pp.1132-1139 (in Japanese).

4. Kou, K., Research on condition monitoring and diagnostic methods for rotating machinery and equipment - Vibration and AE signals and approach on Bayesian network, Doctoral dissertation, (2014), pp.1-31 (in Japanese).

5. Liu, Z., Zuo, H., Bai, F., Liu, Y., Dhupia, J., Jia, J. J., and Chen, Z., Intelligent classification of online wear particle in lubricating oil using optical direct imaging method and convolutional neural network for rotating machinery, Tribology International, Vol.189, No.109015 (2020), pp.1-12.

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