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Research article

First published 2025

An adaptive feedforward controller for permanent magnet synchronous motor based on physics-guided neural network model

Yuxiang He, Yang Liu, Cheng Xie [...]

Transactions of the Institute of Measurement and Control

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Research article

First published 2025-2

Predicting and explaining nonlinear material response using deep physically guided neural networks with internal variables

Jacobo Ayensa-Jiménez, Javier Orera-Echeverría, Manuel Doblare

Mathematics and Mechanics of Solids

Open access

Research article

First published 2022-9

Physics-informed regularisation procedure in neural networks: An application in blast protection engineering

Jordan J Pannell, Sam E Rigby, George Panoutsos

International Journal of Protective Structures

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Research article

First published 2021-7

Structural damage identification via physics-guided machine learning: a methodology integrating pattern recognition with finite element model updating

Zhiming Zhang, Chao Sun

Structural Health Monitoring

Open access

Research article

First published 2024-11

Roughness Prediction of Jointed Plain Concrete Pavement Using Physics Informed Neural Networks

Sampath Kumar Pasupunuri, Nick Thom, Linglin Li

Transportation Research Record: Journal of the Transportation Research Board

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Research article

First published 2026-2

A feedforward control method for turntable servo system based on physics-guided neural network

Yuxiang He, Songlin Chen, Yang Liu [...]

Transactions of the Institute of Measurement and Control

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Research article

First published 2023-11

Physics-guided neural networks applied in rotor unbalance problems

Lucas Nogueira Garpelli, Diogo Stuani Alves, Katia Lucchesi Cavalca [...]

Structural Health Monitoring

Open access

Research article

First published 2024-10

Development of a semi-empirical physical model for transient NO x emissions prediction from a high-speed diesel engine

Abdullah Bajwa, Gongyi Zou, Fengyu Zhong [...]

International Journal of Engine Research

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Research article

First published 2025

Enhanced energy management in IoT-assisted hybrid microgrids through builder optimization algorithm and neural architecture search-guided physics-informed neural network

Papana Venkata Prasad, Balasubbareddy Mallala, Sivakumar Chinnave [...]

Wind Engineering

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Research article

First published 2026

Physics-guided spatiotemporal learning with invariant graph for cross-domain structural damage identification

Jianhui Yang, Pulin Pu, Qingxuan Zhao

Structural Health Monitoring

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