journal article·2026-07

Fatigue life prediction of additive manufactured IN718 via physics-guided machine learning framework

Zihan Zhang, Ninian Sing Kok Ho, Yi Zhou, John Hock Lye Pang

Materials Letters· Volume 415
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Abstract

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Research context

OpenAlex topics: Additive Manufacturing Materials and Processes · Machine Learning in Materials Science · Additive Manufacturing and 3D Printing Technologies

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References (15)

Show source-provided references
1. Programmable mechanical properties of additively manufactured novel steel10.1088/2631-7990/ad88bc ↗
2. A review of mechanical properties of additively manufactured inconel 718
3. Effects of surface roughness and build thickness on fatigue properties of selective laser melted inconel 718 at 650°c10.1016/j.ijfatigue.2020.105654 ↗
4. Artificial neural network combined with damage parameters to predict fretting fatigue crack initiation lifetime10.1016/j.triboint.2022.107854 ↗
5. Physics-informed machine learning for low-cycle fatigue life prediction of 316 stainless steels10.1016/j.ijfatigue.2024.108187 ↗
6. Improvement of fatigue performance of laser powder bed fusion fabricated IN625 and IN718 superalloys via shot peening10.1016/j.jmatprotec.2022.117571 ↗
7. Mitigation of anisotropic fatigue in nickel alloy 718 manufactured via selective laser melting10.1016/j.matdes.2019.108095 ↗
8. Enhancing fatigue strength of selective laser melting-fabricated inconel 718 by tailoring heat treatment route10.1002/adem.201800307 ↗
9. Competing crack initiation behaviors of a laser additively manufactured nickel-based superalloy in high and very high cycle fatigue regimes10.1016/j.ijfatigue.2020.105580 ↗
10. Experimental evaluation on elevated temperature fatigue and tensile properties of one selective laser melted nickel based superalloy10.1016/j.ijfatigue.2018.12.024 ↗
11. Effects of sandblasting and HIP on very high cycle fatigue performance of SLM-fabricated IN718 superalloy10.1016/j.jmrt.2022.02.077 ↗
12. An investigation into the effects of cyclic strain rate on the high cycle and very high cycle fatigue behaviors of wrought and additively manufactured inconel 71810.1016/j.ijfatigue.2020.106038 ↗
13. Failure mechanism and life correlation of inconel 718 in high and very high cycle fatigue regimes10.1016/j.ijfatigue.2023.107764 ↗
14. Room and high temperature high-cycle fatigue properties of inconel 718 superalloy prepared using laser directed energy deposition10.1016/j.msea.2021.141865 ↗
15. Hybrid clustering-enhanced interpretable machine learning for fatigue life prediction across various cyclic stages in laser powder bed fused Ti-6Al-4V alloy10.1016/j.ijfatigue.2025.108995 ↗