University of Cambridge（剑桥大学）

Autonomous battery research: Principles of heuristic operando experimentation

自主电池研究：启发式在位实验原理

Emily Lu, Gabriel Perez, Peter Baker, Daniel Irving, Santosh Kumar, Veronica Celorrio, Sylvia Britto, Thomas F. Headen, Miguel Gomez-Gonzalez, Connor Wright, Calum Green, Robert Scott Young, Oleg Kirichek, Ali Mortazavi, Sarah Day, Isabel Antony, Zoe Wright, Thomas Wood, Tim Snow, Jeyan Thiyagalingam, Paul Quinn, Martin Owen Jones, William David, James Le Houx

机构 * ISIS Neutron & Muon Source, Rutherford Appleton Laboratory（ISIS中子与穆子源、拉瑟福德-苹果顿实验室） ； The Faraday Institution（法拉第机构） ； Diamond Light Source, Rutherford Appleton Laboratory（Diamond光源、拉瑟福德-苹果顿实验室） ； University of Cambridge, The Old Schools, Trinity Ln（剑桥大学、旧校舍、三一街） ； Imperial College London, Department of Mechanical Engineering（伦敦帝国理工学院、机械工程系） 纠错

AI总结 本文提出启发式在位实验框架，利用AI和数字孪生技术主动捕捉电池退化中的罕见事件，提升实验效率和数据可靠性。

Comments 38 pages, 14 figures. Includes a detailed technical review of the POLARIS, BAM, DRIX, M-Series, and B18 electrochemical cells in the Supplementary Information