Addresses the methodology and theoretical foundation of battery manufacturing, service and management systems (BM²S²), and discusses the issues and challenges in these areas
This book brings together experts in the field to highlight the cutting edge research advances in BM²S² and to promote an innovative integrated research framework responding to the challenges. There are three major parts included in this book: manufacturing, service, and management. The first part focuses on battery manufacturing systems, including modeling, analysis, design and control, as well as economic and risk analyses. The second part focuses on information technology’s impact on service systems, such as data-driven reliability modeling, failure prognosis, and service decision making methodologies for battery services. The third part addresses battery management systems (BMS) for control and optimization of battery cells, operations, and hybrid storage systems to ensure overall performance and safety, as well as EV management. The contributors consist of experts from universities, industry research centers, and government agency. In addition, this book:
* Provides comprehensive overviews of lithium-ion battery and battery electrical vehicle manufacturing, as well as economic returns and government support
* Introduces integrated models for quality propagation and productivity improvement, as well as indicators for bottleneck identification and mitigation in battery manufacturing
* Covers models and diagnosis algorithms for battery SOC and SOH estimation, data-driven prognosis algorithms for predicting the remaining useful life (RUL) of battery SOC and SOH
* Presents mathematical models and novel structure of battery equalizers in battery management systems (BMS)
* Reviews the state of the art of battery, supercapacitor, and battery-supercapacitor hybrid energy storage systems (HESSs) for advanced electric vehicle applications
Advances in Battery Manufacturing, Services, and Management Systems is written for researchers and engineers working on battery manufacturing, service, operations, logistics, and management. It can also serve as a reference for senior undergraduate and graduate students interested in BM²S².
Cuprins
Preface xv
Contributors xix
Part I Battery Manufacturing Systems
1 Lithium-Ion Battery Manufacturing for Electric Vehicles: A Contemporary Overview 3
Wayne Cai
2 Improving Battery Manufacturing Through Quality and Productivity Bottleneck indicators 29
Feng Ju, Jingshan Li, Guoxian Xiao, Ningjian Huang, Jorge Arinez, Stephan Biller, and Weiwen Deng
3 Event-Based Modeling for Battery Manufacturing Systems Using Sensor Data 57
Qing Chang, Yang Li, Stephan Biller, and Guoxian Xiao
4 A Review on End-of-Life Battery Management: Challenges, Modeling, and Solution Methods 79
Xiaoning Jin
5 An Analytics Approach for incorporating Market Demand into Production Design and Operations Optimization 99
Chris Johnson, Bahar Biller, Shanshan Wang, and Stephan Biller
Part II Battery Service Systems
6 Prognostic Classification Problem in Battery Health Management 129
Junbo Son, Raed Kontar, and Shiyu Zhou
7 A Bayesian Approach to Battery Prognostics and Health Management 151
Bhaskar Saha
8 Recent Research on Battery Diagnostics, Prognostics, and Uncertainty Management 175
Zhimin Xi, Rong Jing, Cheol Lee, and Mushegh Hayrapetyan
9 Lithium-Ion Battery Remaining Useful Life Estimation Based on Ensemble Learning With Ls-Svm Algorithm 217
Yu Peng, Siyuan Lu, Wei Xie, Datong Liu, and Haitao Liao
10 Data-Driven Prognostics for Batteries Subject to Hard Failure 233
Qiang Zhou, Jianing Man, and Junbo Son
Part III Battery Management Systems (BMS)
11 Review of Battery Equalizers and introduction to the integrated Building Block Design of Distributed BMS 257
Ye Li, Yehui Han, and Liang Zhang
12 Mathematical Modeling, Performance Analysis and Control of Battery Equalization Systems: Review and Recent Developments 281
Weiji Han, Liang Zhang, and Yehui Han
13 Review of Structures and Control of Batterysupercapacitor Hybrid Energy Storage System for Electric Vehicles 303
Feng Ju, Qiao Zhang, Weiwen Deng, and Jingshan Li
14 Power Management Control Strategy of Battery-Supercapacitor Hybrid Energy Storage System Used in Electric Vehicles 319
Qiao Zhang, Weiwen Deng, Jian Wu, Feng Ju, and Jingshan Li
15 Federal and State incentives Heighten Consumer interest in Electric Vehicles 355
William Canis
index 381
Despre autor
JINGSHAN LI is a Professor in the Department of Industrial and Systems Engineering at the University of Wisconsin-Madison, USA. He received his Ph D in Electrical Engineering – Systems at the University of Michigan, USA.
SHIYU ZHOU is a Professor in the Department of Industrial and Systems Engineering at the Universityof Wisconsin-Madison, USA. He received his Ph D in Mechanical Engineering at the University of Michigan, USA.
YEHUI HAN is an Assistant Professor in the Department of Electrical and Computer Engineering at the University of Wisconsin-Madison, USA. He received his Ph D in Electrical Engineering at the Massachusetts Institute of Technology, USA.
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