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
• 其他作者: School of Materials Science and Engineering
• 格式: Article
• 語言: English
• 出版: 2023
• 主題: Engineering::Materials; Applied Machine Learning; Hardware Tools
• 在線閱讀: https://hdl.handle.net/10356/169079

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...