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Keywords: variational autoencoder
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Journal Articles

An Invariant Representation of Coupler Curves Using a Variational AutoEncoder: Application to Path Synthesis of Four-Bar Mechanisms

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Anar Nurizada, Anurag Purwar
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011008.
Paper No: JCISE-23-1067
https://doi.org/10.1115/1.4063726
Published Online: October 27, 2023
... variational autoencoder (VAE). This study shows that a VAE can provide a standalone representation of a coupler curve, regardless of the input representation, and that the compact latent dimensions of the VAE can be used to describe coupler curves of four-bar linkages. Additionally, a new approach...
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Topics: Artificial neural networks, Linkages, Wavelets
Journal Articles

Feature Extraction Based on Self-Supervised Learning for Remaining Useful Life Prediction

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Zhenjun Yu, Ningbo Lei, Yu Mo, Xin Xu, Xiu Li, Biqing Huang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. February 2024, 24(2): 021004.
Paper No: JCISE-23-1065
https://doi.org/10.1115/1.4062599
Published Online: July 18, 2023
... to this work. 09 02 2023 07 05 2023 08 05 2023 18 07 2023 fault prognosis remaining useful life prediction self-supervised learning variational autoencoder National Key R & D Program of China 10.13039/501100013290 2021YFF0901304 Engineering...
View Articletitled, Feature Extraction Based on Self-Supervised Learning for Remaining Useful Life Prediction
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Topics: Algorithms, Feature extraction, Sensors, Service life (Equipment), Trains