Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

• Main Authors: Hippalgaonkar, Kedar, Li, Qianxiao, Wang, Xiaonan, Fisher, John W., Kirkpatrick, James, Buonassisi, Tonio
• Other Authors: School of Materials Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Materials; Applied Machine Learning; Hardware Tools
• Online Access: https://hdl.handle.net/10356/169079
• Institution: Nanyang Technological University

As materials researchers increasingly embrace machine-learning (ML) methods, it is natural to wonder what lessons can be learned from other fields undergoing similar developments. In this Review, we comparatively assess the evolution of applied ML in materials research, gameplaying and robotics. We...