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

• Main Author: Ma, Hongming
• Other Authors: Xu Yan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/157320
• Institution: Nanyang Technological University

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...