Search Results - "Model-constrained autoencoder"

Model-constrained deep learning for online fault diagnosis in Li-ion batteries over stochastic conditions.

Authors: Cao, Rui Zhang, Zhengjie Shi, Runwu et al.

Source: Nature Communications; 2/14/2025, Vol. 16, p1-11, 11p

Subject Terms: FAULT diagnosis, DEEP learning, INTERNET safety, STOCHASTIC systems, SHORT circuits, LITHIUM-ion batteries

TAEN: a model-constrained Tikhonov autoencoder network for forward and inverse problems.

Authors: Van Nguyen, Hai Bui-Thanh, Tan Dawson, Clint

Source: Computer Methods in Applied Mechanics & Engineering. Nov2025:Part A, Vol. 446, pN.PAG-N.PAG. 1p.

Subject Terms: *INVERSE problems, *AUTOENCODERS, *MACHINE learning, *INITIAL value problems, *RANDOMIZATION (Statistics), *APPROXIMATION theory, *NUMERICAL analysis