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Volume 2 Issue 4 2025
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PERSPECTIVE ARTICLE

Physics-informed machine learning for material characterization: A perspective on data-efficient discovery through physics-informed neural networks

Hyeonbin Moon, Junhyeong Lee, Jecheon Yu, Seunghwa Ryu
International Journal of AI for Materials and Design 2025, 2(4), 1–9; https://doi.org/10.36922/IJAMD025440043
ORIGINAL RESEARCH ARTICLE

A data-efficient machine learning approach for amorphous Fe-based bulk metallic glass fabrication in powder bed fusion

Jungyeon Kim, Sangjun Jeon, Seong Je Park, Seung Ki Moon
International Journal of AI for Materials and Design 2025, 2(4), 10–23; https://doi.org/10.36922/IJAMD025390036
(This article belongs to the Special Issue AI Usage in the Analysis of the Additive Manufacturing Process)
ORIGINAL RESEARCH ARTICLE

Computer vision and deep learning-based prediction for inkjet-printed electrodes

Gareth Quinn, Achu Titus, Anesu Nyabadza, Éanna McCarthy, ... Dermot Brabazon
International Journal of AI for Materials and Design 2025, 2(4), 24–36; https://doi.org/10.36922/IJAMD025430040
(This article belongs to the Special Issue Applications of Deep Learning in Advanced Materials Processing)
ORIGINAL RESEARCH ARTICLE

Machine learning and exploratory data analysis for predicting tensile and thermal responses in friction stir spot welding

Sajad N. Alasadi, Raheem Al-Sabur
International Journal of AI for Materials and Design 2025, 2(4), 37–51; https://doi.org/10.36922/IJAMD025360032
ORIGINAL RESEARCH ARTICLE

Design of speculative artifacts: Integrating generative artificial intelligence, biomaterials, and digital fabrication in co-creative and participatory design

Guilherme Giantini, Lígia Lopes, Jorge Lino Alves
International Journal of AI for Materials and Design 2025, 2(4), 52–67; https://doi.org/10.36922/IJAMD025480048
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International Journal of AI for Materials and Design, Electronic ISSN: 3029-2573 Print ISSN: 3041-0746, Published by AccScience Publishing