Search results: Sage Journals

Retricted accessResearch articleFirst 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

Retricted accessResearch articleFirst 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

Retricted accessResearch articleFirst published 2026

Experimental and physics-informed machine learning analysis of an adaptive thermoelectric-assisted cooling system for electric and hybrid vehicle battery thermal management

Himanshu Sharma, Ravindra Randa, Gaurav Saxena [...]

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

Available accessResearch articleFirst published August, 2024

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

Retricted accessResearch articleFirst published June, 2025

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

Retricted accessResearch articleFirst published December, 2023

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

Available accessResearch articleFirst published September, 2025

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

Retricted accessResearch articleFirst published May, 2024

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

Xiande Wei

Journal of Vibration and Control

Retricted accessResearch articleFirst published June, 2023

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 accessResearch articleFirst published September, 2024

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

Retricted accessResearch articleFirst 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

Retricted accessResearch articleFirst 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

Retricted accessResearch articleFirst published 2026

Experimental and physics-informed machine learning analysis of an adaptive thermoelectric-assisted cooling system for electric and hybrid vehicle battery thermal management

Himanshu Sharma, Ravindra Randa, Gaurav Saxena [...]

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

Available accessResearch articleFirst published August, 2024

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

Retricted accessResearch articleFirst published June, 2025

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

Retricted accessResearch articleFirst published December, 2023

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

Available accessResearch articleFirst published September, 2025

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

Retricted accessResearch articleFirst published May, 2024

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

Xiande Wei

Journal of Vibration and Control

Retricted accessResearch articleFirst published June, 2023

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 accessResearch articleFirst published September, 2024

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