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Neural Network-Based State-of-Charge and State-of-Health Estimation

Buch | Hardcover
164 Seiten
2023 | New edition
Cambridge Scholars Publishing (Verlag)
978-1-5275-5217-3 (ISBN)
74,80 inkl. MwSt
To deal with environmental deterioration and energy crises, developing clean and sustainable energy resources has become the strategic goal of the majority of countries in the global community. Lithium-ion batteries are the modes of power and energy storage in the new energy industry, and are also the main power source of new energy vehicles. State-of-charge (SOC) and state-of-health (SOH) are important indicators to measure whether a battery management system (BMS) is safe and effective. Therefore, this book focuses on the co-estimation strategies of SOC and SOH for power lithium-ion batteries. The book describes the key technologies of lithium-ion batteries in SOC and SOH monitoring and proposes a collaborative optimization estimation strategy based on neural networks (NN), which provide technical references for the design and application of a lithium-ion battery power management system. The theoretical methods in this book will be of interest to scholars and engineers engaged in the field of battery management system research.

Qi Huang is the president of Southwest University of Science and Technology, China. He is a professor, Institute of Electrical and Electronics Engineers (IEEE) Fellow, Institution of Engineering and Technology (IET) Fellow, and the head of the New Energy Measurement and Control Research Center (NELab), China.Shunli Wang is a professor at Chengdu University of Information Technology and Southwest University of Science and Technology, both in China. He is also the executive deputy director of NELab, China.Yujie Wang is an associate professor at the Department of Automation, University of Science and Technology of China. He has co-authored over 60 SCI (Science Citation Index) journal papers on battery-related topics.Chao Wang is a PhD candidate at Southwest University of Science and Technology, China. His research interest is new energy measurement and control.Carlos Fernandez is a senior lecturer at Robert Gordon University, UK, and a member of the National Battery Research Institute, UK. He has published over 180 peer-reviewed articles on analytical chemistry, electrochemistry, and materials chemistry.Josep M. Guerrero is a professor at Aalborg University, Denmark, and Associate Editor for several IEEE Transactions. He has published more than 900 journal papers in the fields of microgrids and renewable energy systems.

Erscheinungsdatum
Verlagsort Newcastle upon Tyne
Sprache englisch
Maße 148 x 212 mm
Themenwelt Technik Elektrotechnik / Energietechnik
ISBN-10 1-5275-5217-9 / 1527552179
ISBN-13 978-1-5275-5217-3 / 9781527552173
Zustand Neuware
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