Encoder-decoder model for multistep prediction of lithium-ion battery state of health (SOH)

• Main Author: Ng, Qian Hui
• Other Authors: Xu Yan
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/167218
• Institution: Nanyang Technological University

This paper presents a Bidirectional Long Short-Term Memory (BiLSTM) model for the multistep prediction of lithium-ion battery State of Health (SOH). The proposed model employs a sequence-to-sequence approach, where the encoder receives the input sequence of battery data, and the decoder predicts the...