Machine learning : an advanced platform for materials development and state prediction in lithium-ion batteries

• المؤلفون الرئيسيون: Lv, Chade, Zhou, Xin, Zhong, Lixiang, Yan, Chunshuang, Srinivasan, Madhavi, Seh, Zhi Wei, Liu, Chuntai, Pan, Hongge, Li, Shuzhou, Wen, Yonggang, Yan, Qingyu
• مؤلفون آخرون: School of Materials Science and Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2022
• الموضوعات: Engineering::Materials::Energy materials; Lithium-Ion; Batteries
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/154706
• المؤسسة: Nanyang Technological University

Lithium-ion batteries (LIBs) are vital energy-storage devices in modern society. However, the performance and cost are still not satisfactory in terms of energy density, power density, cycle life, safety, etc. To further improve the performance of batteries, traditional “trial-and-error” processes r...