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RESEARCH PAPER · Archives of Computational Methods in Engineering · 2026

Artificial Intelligence in Materials by Design: Critical Review And Perspectives on Materials Informatics to Generative and Agentic Intelligence

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Artificial Intelligence in Materials by Design: Critical Review And Perspectives on Materials Informatics to Generative and Agentic IntelligenceOriginalA Theory of Scientific Patience for Time-Conditioned Materials AI Systems0A Decade of Data-Driven Materials Engineering: Progress, Remaining Gaps, and Unlearned Lessons0Predictive modelling of hydrogen storage in Mg-based systems: Machine learning insights into synthesis methods, catalyst additives, and operating conditions2A review of deep learning-based surface defect detection techniques for strip steel1Inspection science as a foundational discipline for sustainable materials futures1AI-nanomaterial co-design for advanced polymeric pipeline coatings: Corrosion protection mechanisms and intelligent design strategies0Silk fibroin-based wearable bioelectronics for self-powered healthcare0Machine learning-driven electromagnetic wave absorbing: Prediction and its applications0Data-driven modeling and optimization of tribological performance of grey cast iron under dry and lubricated sliding0Artificial intelligence driven lithium-ion battery recycling: from materials recovery to intelligent circular energy systems0

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  1. A Theory of Scientific Patience for Time-Conditioned Materials AI Systems

    Journal of Artificial Intelligence for Materials Science · 2025-01-01

    Anna Svensson, Erik Lindberg

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  2. A Decade of Data-Driven Materials Engineering: Progress, Remaining Gaps, and Unlearned Lessons

    Journal of Computational and Data-Driven Materials Engineering · 2026-01-01

    Mohamed Salah, Youssef Karim, Ahmed Nabil, Mahmoud Adel, Karim Hassan

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  3. Predictive modelling of hydrogen storage in Mg-based systems: Machine learning insights into synthesis methods, catalyst additives, and operating conditions

    Journal of Alloys and Compounds · 2026-03-17

    Ganesh Bulusu, Kalagotla Sai Chandana, Reddi Kamesh

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  4. A review of deep learning-based surface defect detection techniques for strip steel

    Measurement · 2026-05-17

    Fei Shang, Huilin Chen, Bo Sun, Ruilin Miao, Xuegang Zhou, Chunwei Xing, Pengpeng Zhang

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  5. Inspection science as a foundational discipline for sustainable materials futures

    Progress in Materials Science · 2026-06-26

    Le Quang Trung, Minhhuy Le, Tadahiro Shibutani, Naoya Kasai

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  6. AI-nanomaterial co-design for advanced polymeric pipeline coatings: Corrosion protection mechanisms and intelligent design strategies

    Progress in Organic Coatings · 2026-07-31

    Iram Riaz, Zahoor Hussain, Hong Pan, Zhibin Lin

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  7. Silk fibroin-based wearable bioelectronics for self-powered healthcare

    International Journal on Interactive Design and Manufacturing (IJIDeM) · 2026-08-10

    Ali Imran Ansari, Yuri Dekhtyar

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  8. Machine learning-driven electromagnetic wave absorbing: Prediction and its applications

    Journal of Material Science and Technology · 2026-09-02

    Zunhao Liang, Peitao Xie, Jianming Zhao, Shaaban M. Shaaban, Zeinhom Mohamed El-Bahy, Sobhi M. Gomha, Juanna Ren, Hassan Algadi, Zhanhu Guo

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  9. Data-driven modeling and optimization of tribological performance of grey cast iron under dry and lubricated sliding

    Proceedings of the Institution of Mechanical Engineers Part J Journal of Engineering Tribology · 2026-09-30

    Khursheed Ahmad Sheikh, Mohammad Mohsin Khan, Deepak Kumar Naik, Sandeep Samantaray

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  10. Artificial intelligence driven lithium-ion battery recycling: from materials recovery to intelligent circular energy systems

    Journal of Materials Science Materials Theory · 2026-10-02

    Junaid Aslam, Muhammad Arif Khan, Ali Usman, Muhammad Javed, Muhammad Usman

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