Data Science-Based Full-Lifespan Management of Lithium-Ion Battery

Data Science-Based Full-Lifespan Management of Lithium-Ion Battery
Author: Kailong Liu
Publisher: Springer Nature
Total Pages: 277
Release: 2022-04-08
Genre: Technology & Engineering
ISBN: 3031013409
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This open access book comprehensively consolidates studies in the rapidly emerging field of battery management. The primary focus is to overview the new and emerging data science technologies for full-lifespan management of Li-ion batteries, which are categorized into three groups, namely (i) battery manufacturing management, (ii) battery operation management, and (iii) battery reutilization management. The key challenges, future trends as well as promising data-science technologies to further improve this research field are discussed. As battery full-lifespan (manufacturing, operation, and reutilization) management is a hot research topic in both energy and AI fields and none specific book has focused on systematically describing this particular from a data science perspective before, this book can attract the attention of academics, scientists, engineers, and practitioners. It is useful as a reference book for students and graduates working in related fields. Specifically, the audience could not only get the basics of battery manufacturing, operation, and reutilization but also the information of related data-science technologies. The step-by-step guidance, comprehensive introduction, and case studies to the topic make it accessible to audiences of different levels, from graduates to experienced engineers.

State Estimation Strategies in Lithium-ion Battery Management Systems

State Estimation Strategies in Lithium-ion Battery Management Systems
Author: Shunli Wang
Publisher: Elsevier
Total Pages: 377
Release: 2023-07-14
Genre: Business & Economics
ISBN: 0443161615
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State Estimation Strategies in Lithium-ion Battery Management Systems presents key technologies and methodologies in modeling and monitoring charge, energy, power and health of lithium-ion batteries. Sections introduce core state parameters of the lithium-ion battery, reviewing existing research and the significance of the prediction of core state parameters of the lithium-ion battery and analyzing the advantages and disadvantages of prediction methods of core state parameters. Characteristic analysis and aging characteristics are then discussed. Subsequent chapters elaborate, in detail, on modeling and parameter identification methods and advanced estimation techniques in different application scenarios. Offering a systematic approach supported by examples, process diagrams, flowcharts, algorithms, and other visual elements, this book is of interest to researchers, advanced students and scientists in energy storage, control, automation, electrical engineering, power systems, materials science and chemical engineering, as well as to engineers, R&D professionals, and other industry personnel. Introduces lithium-ion batteries, characteristics and core state parameters Examines battery equivalent modeling and provides advanced methods for battery state estimation Analyzes current technology and future opportunities

Nanostructured Materials for Energy Storage

Nanostructured Materials for Energy Storage
Author: Kalim Deshmukh
Publisher: John Wiley & Sons
Total Pages: 1981
Release: 2024-08-14
Genre: Science
ISBN: 3527838864
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Comprehensive reference work for researchers and engineers working with advanced and emerging nanostructured battery and supercapacitor materials Lithium-ion batteries and supercapacitors play a vital role in the paradigm shift towards sustainable energy technology. This book reviews how and why different nanostructured materials improve the performance and stability of batteries and capacitors. Sample materials covered throughout the work include: Graphene, carbon nanotubes, and carbon nanofibers MXenes, hexagonal boron nitride, and transition metal dichalcogenides Transition metal oxides, metal-organic frameworks, and lithium titanates Gel polymer electrolytes, hydrogels, and conducting polymer nanocomposites For materials scientists, electrochemists, and solid state chemists, this book is an essential reference to understand the lithium-ion battery and supercapacitor applications of nanostructured materials that are most widely used for developing low-cost, rapid, and highly efficient energy storage systems.

Sustainable Energy Planning in Smart Grids

Sustainable Energy Planning in Smart Grids
Author: David Borge-Diez
Publisher: Elsevier
Total Pages: 388
Release: 2023-09-29
Genre: Technology & Engineering
ISBN: 044314155X
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Sustainable Energy Planning in Smart Grids curates a diverse selection of innovative technological applications for problem-solving towards a sustainable smart grid. Through these examples, the reader will discover the flexibility and analytical skills required for the race towards reliable, resilient, renewable energy. This book’s combination of real-world case studies allows students and researchers to understand the complex, interdisciplinary systems that impact potential solutions. Detailed analysis highlights the positives and drawbacks of a variety of options, modeling considerations, and criteria for success. Trials and testing include electric vehicle charging, public lighting, energy mapping, heating solutions, and a proposal for 100% renewable cities. With contributions from a global range of experts, this book builds the complex picture of integrated, systemic modern energy planning. Collects case studies from experts around the world Presents readers with insights into current technological applications and innovations for building a sustainable grid and energy system Provides well-rounded, complex context to these interdisciplinary challenges

Design and Analysis of Large Lithium-Ion Battery Systems

Design and Analysis of Large Lithium-Ion Battery Systems
Author: Shriram Santhanagopalan
Publisher: Artech House
Total Pages: 241
Release: 2014-12-01
Genre: Technology & Engineering
ISBN: 1608077144
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This new resource provides you with an introduction to battery design and test considerations for large-scale automotive, aerospace, and grid applications. It details the logistics of designing a professional, large, Lithium-ion battery pack, primarily for the automotive industry, but also for non-automotive applications. Topics such as thermal management for such high-energy and high-power units are covered extensively, including detailed design examples. Every aspect of battery design and analysis is presented from a hands-on perspective. The authors work extensively with engineers in the field and this book is a direct response to frequently-received queries. With the authors’ unique expertise in areas such as battery thermal evaluation and design, physics-based modeling, and life and reliability assessment and prediction, this book is sure to provide you with essential, practical information on understanding, designing, and building large format Lithium-ion battery management systems.

A Systems Approach to Lithium-Ion Battery Management

A Systems Approach to Lithium-Ion Battery Management
Author: Phil Weicker
Publisher: Artech House
Total Pages: 301
Release: 2013-11-01
Genre: Technology & Engineering
ISBN: 1608076598
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The advent of lithium ion batteries has brought a significant shift in the area of large format battery systems. Previously limited to heavy and bulky lead-acid storage batteries, large format batteries were used only where absolutely necessary as a means of energy storage. The improved energy density, cycle life, power capability, and durability of lithium ion cells has given us electric and hybrid vehicles with meaningful driving range and performance, grid-tied energy storage systems for integration of renewable energy and load leveling, backup power systems and other applications. This book discusses battery management system (BMS) technology for large format lithium-ion battery packs from a systems perspective. This resource covers the future of BMS, giving us new ways to generate, use, and store energy, and free us from the perils of non-renewable energy sources. This book provides a full update on BMS technology, covering software, hardware, integration, testing, and safety.

Fundamentals and Applications of Lithium-ion Batteries in Electric Drive Vehicles

Fundamentals and Applications of Lithium-ion Batteries in Electric Drive Vehicles
Author: Jiuchun Jiang
Publisher: John Wiley & Sons
Total Pages: 296
Release: 2015-05-18
Genre: Technology & Engineering
ISBN: 1118414780
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A theoretical and technical guide to the electric vehicle lithium-ion battery management system Covers the timely topic of battery management systems for lithium batteries. After introducing the problem and basic background theory, it discusses battery modeling and state estimation. In addition to theoretical modeling it also contains practical information on charging and discharging control technology, cell equalisation and application to electric vehicles, and a discussion of the key technologies and research methods of the lithium-ion power battery management system. The author systematically expounds the theory knowledge included in the lithium-ion battery management systems and its practical application in electric vehicles, describing the theoretical connotation and practical application of the battery management systems. Selected graphics in the book are directly derived from the real vehicle tests. Through comparative analysis of the different system structures and different graphic symbols, related concepts are clear and the understanding of the battery management systems is enhanced. Contents include: key technologies and the difficulty point of vehicle power battery management system; lithium-ion battery performance modeling and simulation; the estimation theory and methods of the lithium-ion battery state of charge, state of energy, state of health and peak power; lithium-ion battery charge and discharge control technology; consistent evaluation and equalization techniques of the battery pack; battery management system design and application in electric vehicles. A theoretical and technical guide to the electric vehicle lithium-ion battery management system Using simulation technology, schematic diagrams and case studies, the basic concepts are described clearly and offer detailed analysis of battery charge and discharge control principles Equips the reader with the understanding and concept of the power battery, providing a clear cognition of the application and management of lithium ion batteries in electric vehicles Arms audiences with lots of case studies Essential reading for Researchers and professionals working in energy technologies, utility planners and system engineers.

Advances in Lithium-Ion Batteries for Electric Vehicles

Advances in Lithium-Ion Batteries for Electric Vehicles
Author: Haifeng Dai
Publisher: Elsevier
Total Pages: 326
Release: 2024-02-26
Genre: Technology & Engineering
ISBN: 0443155445
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Advances in Lithium-Ion Batteries for Electric Vehicles: Degradation Mechanism, Health Estimation, and Lifetime Prediction examines the electrochemical nature of lithium-ion batteries, including battery degradation mechanisms and how to manage the battery state of health (SOH) to meet the demand for sustainable development of electric vehicles. With extensive case studies, methods and applications, the book provides practical, step-by-step guidance on battery tests, degradation mechanisms, and modeling and management strategies. The book begins with an overview of Li-ion battery aging and battery aging tests before discussing battery degradation mechanisms and methods for analysis. Further methods are then presented for battery state of health estimation and battery lifetime prediction, providing a range of case studies and techniques. The book concludes with a thorough examination of lifetime management strategies for electric vehicles, making it an essential resource for students, researchers, and engineers needing a range of approaches to tackle battery degradation in electric vehicles. Evaluates the cause of battery degradation from the material level to the cell level Explains key battery basic lifetime test methods and strategies Presents advanced technologies of battery state of health estimation