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Keywords: data and model synergy
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Journal Articles

Data and Model Synergy-Driven Rolling Bearings Remaining Useful Life Prediction Approach Based on Deep Neural Network and Wiener Process

Yonghuai Zhu, Xiaoya Zhou, Jiangfeng Cheng, Zhifeng Liu, Xiaofu Zou, Qiang Cheng, Hui Xu, Yong Wang, Fei Tao
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. April 2025, 147(4): 041005.
Paper No: MANU-24-1447
https://doi.org/10.1115/1.4067092
Published Online: November 21, 2024
... challenge. To overcome the challenge, this paper proposes a data and model synergy-driven RUL prediction framework that includes two data and model synergy strategies. First, a convolutional stacked bidirectional long short-term memory network with temporal attention mechanism is established to construct...
View Articletitled, Data and Model Synergy-Driven Rolling Bearings Remaining Useful Life Prediction Approach Based on Deep Neural Network and Wiener Process
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Topics: Physics, Rolling bearings, Service life (Equipment)