Data-driven health modeling and assessment of Li-ion battery

• المؤلف الرئيسي: Ma, Hongming
• مؤلفون آخرون: Xu Yan
• التنسيق: Thesis-Master by Coursework
• اللغة: English
• منشور في: Nanyang Technological University 2022
• الموضوعات: Engineering::Electrical and electronic engineering
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/157320

Lithium-ion battery is widely applied in numerous fields while machine learning (ML) algorithm is an effective method to model and monitor the aging and operation of battery. In this dissertation, certain popular algorithms and approaches of modeling battery are reviewed in the beginning. After that...