Intelligent Lithium-Ion Battery State of Charge (SOC) Estimation Methods
Published on 28. November 2023
Book
Hardback
148 pages
978-1-5275-5308-8 (ISBN)
Description
To improve the accuracy and stability of power battery state of charge (SOC) estimation, this book proposes a SOC estimation method for power lithium batteries based on the fusion of deep learning and filtering algorithms. More specifically, the book proposes a SOC estimation method for Li-ion batteries using bi-directional long and short-term memory neural networks (BiLSTM), which overcomes the problem that long and short-term memory neural networks (LSTM) pose, because they can only learn in one direction, resulting in poor feature extraction and memory effect.The book provides some technical references for the design, matching, and application of power lithium-ion battery management systems, and contributes to the development of new energy technology applications.
More details
Edition
Unabridged edition
Language
English
Place of publication
Newcastle upon Tyne
United Kingdom
Target group
Professional and scholarly
Edition type
Unabridged edition
Product notice
With dust jacket
Dimensions
Height: 212 mm
Width: 148 mm
ISBN-13
978-1-5275-5308-8 (9781527553088)
Copyright in bibliographic data is held by Nielsen Book Services Limited or its licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions
Shunli Wang | Yujie Wang | Dan Deng
Intelligent Lithium-Ion Battery State of Charge (SOC) Estimation Methods
E-Book
11/2023
1st Edition
Cambridge Scholars Publishing
€226.99
Available for download
Persons
Shunli Wang is a professor at the Southwest University of Science and Technology, China. He is an authoritative expert in the field of new energy research, and Executive Deputy Director of NELab, China. Yujie Wang is Associate Professor with the University of Science and Technology of China's Department of Automation. He received his PhD in control science and engineering from the University of Science and Technology of China. His research interests include energy-saving and new energy vehicle technology, complex system modeling, simulation and control, fuel cell system management, and optimal control.Dan Deng is a postgraduate student at Southwest University of Science and Technology, China. Her research interests are new energy measurement and control, vehicle energy management, lithium-ion battery system modeling and state estimation strategy.Carlos Fernandez is Senior Lecturer at Robert Gordon University, Scotland. He received his PhD in electrocatalytic reactions from the University of Hull, UK, where he became a consultant technologist. His research interests include analytical chemistry, sensors and materials, and renewable energy.Josep M. Guerrero is a full professor at Aalborg University, Denmark, where he is also the director of the Center for Research on Microgrids. His research focuses on different microgrid aspects, including hierarchical and cooperative control, and energy management systems.