Model-based and data-driven state of charge estimation of Li-ion battery

• Main Author: Chen, Andi
• Other Authors: Xu Yan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Li-ion battery; State of charge; Battery model; Data-driven
• Online Access: https://hdl.handle.net/10356/181141
• Institution: Nanyang Technological University

Accurate state of charge (SOC) estimation is essential for optimizing the performance and improving the reliability of battery energy storage systems (BESS). This dissertation focuses on comparing three distinct algorithms: Extended Kalman Filter (EKF), Particle Filter (PF), and Long Short-Term Memo...