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Research article

First published 2024-6-19

Evolutionary multi-objective physics-informed neural networks: The MOPINNs approach

Hugo Carrillo, Taco de Wolff, Luis Martí [...]

The European Journal on Artificial Intelligence

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Research article

First published 2026-3

Dynamic behavior of a dual-spring pendulum: A physics-informed neural network approach

Raghad Eid, Dumitru Baleanu, Jihad Asad

Journal of Low Frequency Noise,Vibration and Active Control

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Research article

First published 2026

A multi-stage physics-informed neural network for fretting fatigue life prediction of aluminum alloy

Xin Li, Haiqing Guo, Xinyue Du

Proceedings of the Institution of Mechanical Engineers,Part C: Journal of Mechanical Engineering Science

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Research article

First published 2025-3

Identification of bridge influence line and multiple-vehicle loads based on physics-informed neural networks

Xingtian Li, Jinsong Zhu

Structural Health Monitoring

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Research article

First published 2025-6

Intelligent vehicle trajectory tracking control based on physics-informed neural network dynamics model

Xiuchen Cao, Yingfeng Cai, Yicheng Li [...]

Proceedings of the Institution of Mechanical Engineers,Part D: Journal of Automobile Engineering

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Research article

First published 2025

Physics-informed graph convolutional neural networks with weighted adaptive loss for tool wear prediction under variable working conditions

Haitao Xu, Wei Wang, Jiang Sun [...]

Proceedings of the Institution of Mechanical Engineers,Part B: Journal of Engineering Manufacture

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Research article

First published 2025

Pavement Cracking Prediction Models Based on Deep Learning Physics-Informed Neural Network

Ali Taheri, John Sobanjo, Michael Elwardany

Transportation Research Record: Journal of the Transportation Research Board

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Research article

First published 2026

Multi-domain feature fusion and sparse regression-driven physical information neural network for remaining useful life prediction

Chaoge Wang, Xiangyi Meng, Funa Zhou [...]

Journal of Vibration and Control

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Research article

First published 2025-11

Predicting the fatigue life of additively manufactured AlSi10Mg alloy using a physics-informed neural network incorporating continuous damage mechanics

Qimin Wu, Haijie Wang, Bo Li

Proceedings of the Institution of Mechanical Engineers,Part B: Journal of Engineering Manufacture

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Research article

First published 2025

A remaining useful life prediction approach for ball bearing by acoustic emission signal and physics-informed neural network

Lechuang Wang, Furui Wang, Yan Yang [...]

Structural Health Monitoring

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