03102nam 22005653 450 991100715570332120240930173838.01-83724-508-81-5231-5354-71-83953-739-6(CKB)4100000012898012(MiAaPQ)EBC30294627(Au-PeEL)EBL30294627(NjHacI)994100000012898012(BIP)085020961(OCoLC)1356002705(Exl-AI)30294627(EXLCZ)99410000001289801220221220d2023 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierAI for Status Monitoring of Utility Scale Batteries1st ed.Stevenage :Institution of Engineering & Technology,2023.©2022.1 online resource (385 pages)Energy Engineering1-83953-738-8 Cover -- Halftitle Page -- Series Page -- Title Page -- Copyright -- Contents -- About the Authors -- Foreword -- Preface -- List of contributors -- 1 Introduction -- 1.1 Motivation for utility-scale battery deployment -- 1.2 Definition of AI in the context of battery management -- 1.3 Advantages of using AI for battery management -- 2 Utility-­scale lithium-­ion battery system characteristics -- 2.1 Overview of lithium-ion batteries -- 2.1.1 Battery working principle -- 2.1.2 Principles of status monitoring of utility-scale batteries -- 2.2 Lithium-ion batteries -- 2.2.1 Lithium iron phosphate batteries -- 2.2.2 Lithium cobaltate oxide batteries -- 2.2.3 Lithium manganese oxide batteries -- 2.3 Large capacity lithium-ion batteries -- 2.3.1 Application areas of utility-scale batteries -- 2.3.2 Characteristics of utility-scale battery systems -- 2.3.3 Operational challenges of utility-scale battery systems -- 3 AI-­based equivalent modeling and parameter identification -- 3.1 Overview of battery equivalent circuit modeling -- 3.2 Modeling types and concepts -- 3.3 Equivalent circuit modeling methodsGenerated by AI.Utility-scale Li-ion batteries are poised to play key roles for the clean energy system, but their failure has severe effects. AI can help with their monitoring and management. This work covers machine learning, neural networks, and deep learning, for battery modeling.Energy EngineeringMachine learningMachine learning.006.31Wang Shunli1424658Liu Kailong1237966Wang Yujie1237967Stroe Daniel-Ioan1785152Fernández Carlos(Lecturer in Analytical Chemistry)1824899Guerrero Josep M1275734MiAaPQMiAaPQMiAaPQBOOK9911007155703321AI for Status Monitoring of Utility Scale Batteries4392314UNINA