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Research article

First published 2026

A novel fatigue life prediction approach of a GH4169 superalloy-welded joint based on a physics-informed machine learning method

Zhicheng Liu, Sihui Yang, Songlin Peng [...]

International Journal of Damage Mechanics

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Research article

First published 2026

Physics-informed machine learning for predicting specific energy absorption in additively manufactured tetra-chiral auxetic lattice structures

B Elumalai, A Praveen Kumar, Santosh Kumar Sahu [...]

Journal of Thermoplastic Composite Materials

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Research article

First published 2024-08

Physics-Informed Machine Learning for Accurate Prediction of Temperature and Melt Pool Dimension in Metal Additive Manufacturing

Feilong Jiang, Min Xia, Yaowu Hu

3D Printing and Additive Manufacturing

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Research article

First published 2025-6

Investigation of Inconel 718 powder flowability for laser beam powder bed fusion using physics-informed machine learning framework

Mohammad Shahadath Hossain, Daniel F Silva, Alexander Vinel [...]

Powder Metallurgy

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Research article

First published 2023-12

Physics-informed machine learning models for the prediction of transient temperature distribution of ferritic steel in directed energy deposition by cold metal transfer

Amritesh Kumar, Ritam Sarma, Swarup Bag [...]

Science and Technology of Welding and Joining

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Research article

First published 2025-9

Prediction of local scour depth in bridge piers: Physical information and machine learning based modeling

Rui Wang, Yang Ming, Guixiu Feng [...]

Advances in Structural Engineering

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Research article

First published 2024-5

On the wave dispersion of a multi-scale hybrid nanocomposite microstructure via deep neural network technique

Xiande Wei

Journal of Vibration and Control

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Research article

First published 2023-6

Analysis of an e-scooter and rider system dynamic response to curb traversing through physics-informed machine learning methods

Ersen Arslan, Çağlar Uyulan

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

Open access

Research article

First published 2024-9

A physics-informed machine learning model for global-local stress prediction of open holes with finite-width effects in composite structures

Omar Ahmed Imran Azeem, Silvestre T Pinho

Journal of Composite Materials

Open access

Research article

First published 2023-12

Informed machine learning methods for application in engineering: A review

Calum Torin Mackay, David Nowell

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

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