Neural Network Based State Of Charge And State Of Health Estimation

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

Author : Qi Huang
Publisher : Cambridge Scholars Publishing
ISBN 13 : 1527552187
Total Pages : 164 pages
Book Rating : 4.5/5 (275 download)

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Book Synopsis Neural Network-Based State-of-Charge and State-of-Health Estimation by : Qi Huang

Download or read book Neural Network-Based State-of-Charge and State-of-Health Estimation written by Qi Huang and published by Cambridge Scholars Publishing. This book was released on 2023-11-16 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

NEURAL NETWORK-BASED STATE-OF-CHARGE AND STATE-OF-HEALTH ESTIMATION.

Author : QI. HUANG
Publisher :
ISBN 13 : 9781527552173
Total Pages : 0 pages
Book Rating : 4.5/5 (521 download)

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Book Synopsis NEURAL NETWORK-BASED STATE-OF-CHARGE AND STATE-OF-HEALTH ESTIMATION. by : QI. HUANG

Download or read book NEURAL NETWORK-BASED STATE-OF-CHARGE AND STATE-OF-HEALTH ESTIMATION. written by QI. HUANG and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Deep Learning with Python

Author : Nikhil Ketkar
Publisher : Apress
ISBN 13 : 1484227662
Total Pages : 235 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Deep Learning with Python by : Nikhil Ketkar

Download or read book Deep Learning with Python written by Nikhil Ketkar and published by Apress. This book was released on 2017-04-18 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover the practical aspects of implementing deep-learning solutions using the rich Python ecosystem. This book bridges the gap between the academic state-of-the-art and the industry state-of-the-practice by introducing you to deep learning frameworks such as Keras, Theano, and Caffe. The practicalities of these frameworks is often acquired by practitioners by reading source code, manuals, and posting questions on community forums, which tends to be a slow and a painful process. Deep Learning with Python allows you to ramp up to such practical know-how in a short period of time and focus more on the domain, models, and algorithms. This book briefly covers the mathematical prerequisites and fundamentals of deep learning, making this book a good starting point for software developers who want to get started in deep learning. A brief survey of deep learning architectures is also included. Deep Learning with Python also introduces you to key concepts of automatic differentiation and GPU computation which, while not central to deep learning, are critical when it comes to conducting large scale experiments. What You Will Learn Leverage deep learning frameworks in Python namely, Keras, Theano, and Caffe Gain the fundamentals of deep learning with mathematical prerequisites Discover the practical considerations of large scale experiments Take deep learning models to production Who This Book Is For Software developers who want to try out deep learning as a practical solution to a particular problem. Software developers in a data science team who want to take deep learning models developed by data scientists to production.

Advanced Electric Drive Vehicles

Author : Ali Emadi
Publisher : CRC Press
ISBN 13 : 1466597690
Total Pages : 620 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Advanced Electric Drive Vehicles by : Ali Emadi

Download or read book Advanced Electric Drive Vehicles written by Ali Emadi and published by CRC Press. This book was released on 2014-10-24 with total page 620 pages. Available in PDF, EPUB and Kindle. Book excerpt: Electrification is an evolving paradigm shift in the transportation industry toward more efficient, higher performance, safer, smarter, and more reliable vehicles. There is in fact a clear trend to move from internal combustion engines (ICEs) to more integrated electrified powertrains. Providing a detailed overview of this growing area, Advanced Electric Drive Vehicles begins with an introduction to the automotive industry, an explanation of the need for electrification, and a presentation of the fundamentals of conventional vehicles and ICEs. It then proceeds to address the major components of electrified vehicles—i.e., power electronic converters, electric machines, electric motor controllers, and energy storage systems. This comprehensive work: Covers more electric vehicles (MEVs), hybrid electric vehicles (HEVs), plug-in hybrid electric vehicles (PHEVs), range-extended electric vehicles (REEVs), and all-electric vehicles (EVs) including battery electric vehicles (BEVs) and fuel cell vehicles (FCVs) Describes the electrification technologies applied to nonpropulsion loads, such as power steering and air-conditioning systems Discusses hybrid battery/ultra-capacitor energy storage systems, as well as 48-V electrification and belt-driven starter generator systems Considers vehicle-to-grid (V2G) interface and electrical infrastructure issues, energy management, and optimization in advanced electric drive vehicles Contains numerous illustrations, practical examples, case studies, and challenging questions and problems throughout to ensure a solid understanding of key concepts and applications Advanced Electric Drive Vehicles makes an ideal textbook for senior-level undergraduate or graduate engineering courses and a user-friendly reference for researchers, engineers, managers, and other professionals interested in transportation electrification.

Battery Management Systems

Author : Valer Pop
Publisher : Springer Science & Business Media
ISBN 13 : 1402069456
Total Pages : 238 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Battery Management Systems by : Valer Pop

Download or read book Battery Management Systems written by Valer Pop and published by Springer Science & Business Media. This book was released on 2008-05-28 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the field of State-of-Charge (SoC) indication for rechargeable batteries. An overview of the state-of-the-art of SoC indication methods including available market solutions from leading semiconductor companies is provided. All disciplines are covered, from electrical, chemical, mathematical and measurement engineering to understanding battery behavior. This book will therefore is for persons in engineering and involved in battery management.

Recycling of Lithium-Ion Batteries

Author : Arno Kwade
Publisher : Springer
ISBN 13 : 3319705725
Total Pages : 312 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Recycling of Lithium-Ion Batteries by : Arno Kwade

Download or read book Recycling of Lithium-Ion Batteries written by Arno Kwade and published by Springer. This book was released on 2017-12-12 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses recycling technologies for many of the valuable and scarce materials from spent lithium-ion batteries. A successful transition to electric mobility will result in large volumes of these. The book discusses engineering issues in the entire process chain from disassembly over mechanical conditioning to chemical treatment. A framework for environmental and economic evaluation is presented and recommendations for researchers as well as for potential operators are derived.

2019 IEEE 4th International Future Energy Electronics Conference (IFEEC)

Author : IEEE Staff
Publisher :
ISBN 13 : 9781728131542
Total Pages : pages
Book Rating : 4.1/5 (315 download)

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Book Synopsis 2019 IEEE 4th International Future Energy Electronics Conference (IFEEC) by : IEEE Staff

Download or read book 2019 IEEE 4th International Future Energy Electronics Conference (IFEEC) written by IEEE Staff and published by . This book was released on 2019-11-25 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The 4th IEEE International Future Energy Electronics Conference (IFEEC 2019), as a biannual event, continues its traditions to bring together academicians, students, researchers and practicing engineers from all over the world to present emerging topics on electronic technologies for future energy applications The IFEEC 2019 is organized by IEEE Power Electronics Society, Taiwan Power Electronics Association (TaiPEA), and Nanyang Technological University and technically co sponsored by IEE Japan Industry Applications (IEEJ IAS), Korean Institution of Power Electronics (KIPE), National Cheng Kung University (NCKU), Hierarchical Green Energy Materials (Hi GEM) Research Center, and National Applied Research Laboratories (NARL)

Nonlinear Modeling

Author : Johan A. K. Suykens
Publisher : Springer Science & Business Media
ISBN 13 : 9780792381952
Total Pages : 284 pages
Book Rating : 4.3/5 (819 download)

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Book Synopsis Nonlinear Modeling by : Johan A. K. Suykens

Download or read book Nonlinear Modeling written by Johan A. K. Suykens and published by Springer Science & Business Media. This book was released on 1998-06-30 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: This collection of eight contributions presents advanced black-box techniques for nonlinear modeling. The methods discussed include neural nets and related model structures for nonlinear system identification, enhanced multi-stream Kalman filter training for recurrent networks, the support vector method of function estimation, parametric density estimation for the classification of acoustic feature vectors in speech recognition, wavelet based modeling of nonlinear systems, nonlinear identification based on fuzzy models, statistical learning in control and matrix theory, and nonlinear time- series analysis. The volume concludes with the results of a time- series prediction competition held at a July 1998 workshop in Belgium. Annotation copyrighted by Book News, Inc., Portland, OR.

Software Engineering Perspectives in Intelligent Systems

Author : Radek Silhavy
Publisher : Springer Nature
ISBN 13 : 3030633195
Total Pages : 954 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Software Engineering Perspectives in Intelligent Systems by : Radek Silhavy

Download or read book Software Engineering Perspectives in Intelligent Systems written by Radek Silhavy and published by Springer Nature. This book was released on 2020-12-14 with total page 954 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th Computational Methods in Systems and Software 2020 (CoMeSySo 2020) proceedings. Software engineering, computer science and artificial intelligence are crucial topics for the research within an intelligent systems problem domain. The CoMeSySo 2020 conference is breaking the barriers, being held online. CoMeSySo 2020 intends to provide an international forum for the discussion of the latest high-quality research results.

Battery Management Systems

Author : Gregory L. Plett
Publisher : Artech House Publishers
ISBN 13 : 9781630810276
Total Pages : 0 pages
Book Rating : 4.8/5 (12 download)

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Book Synopsis Battery Management Systems by : Gregory L. Plett

Download or read book Battery Management Systems written by Gregory L. Plett and published by Artech House Publishers. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: State-Of-The-Art applications of equivalent-circuit methods as they pertain to solving problems in battery management and control.

Intelligent Algorithms in Software Engineering

Author : Radek Silhavy
Publisher : Springer Nature
ISBN 13 : 3030519651
Total Pages : 621 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Intelligent Algorithms in Software Engineering by : Radek Silhavy

Download or read book Intelligent Algorithms in Software Engineering written by Radek Silhavy and published by Springer Nature. This book was released on 2020-08-08 with total page 621 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the refereed proceedings of the Intelligent Algorithms in Software Engineering Section of the 9th Computer Science On-line Conference 2020 (CSOC 2020), held on-line in April 2020. Software engineering research and its applications to intelligent algorithms have now assumed an essential role in computer science research. In this book, modern research methods, together with applications of machine and statistical learning in software engineering research, are presented.

Battery Management Systems

Author : H.J. Bergveld
Publisher : Springer Science & Business Media
ISBN 13 : 9401708436
Total Pages : 311 pages
Book Rating : 4.4/5 (17 download)

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Book Synopsis Battery Management Systems by : H.J. Bergveld

Download or read book Battery Management Systems written by H.J. Bergveld and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: Battery Management Systems - Design by Modelling describes the design of Battery Management Systems (BMS) with the aid of simulation methods. The basic tasks of BMS are to ensure optimum use of the energy stored in the battery (pack) that powers a portable device and to prevent damage inflicted on the battery (pack). This becomes increasingly important due to the larger power consumption associated with added features to portable devices on the one hand and the demand for longer run times on the other hand. In addition to explaining the general principles of BMS tasks such as charging algorithms and State-of-Charge (SoC) indication methods, the book also covers real-life examples of BMS functionality of practical portable devices such as shavers and cellular phones. Simulations offer the advantage over measurements that less time is needed to gain knowledge of a battery's behaviour in interaction with other parts in a portable device under a wide variety of conditions. This knowledge can be used to improve the design of a BMS, even before a prototype of the portable device has been built. The battery is the central part of a BMS and good simulation models that can be used to improve the BMS design were previously unavailable. Therefore, a large part of the book is devoted to the construction of simulation models for rechargeable batteries. With the aid of several illustrations it is shown that design improvements can indeed be realized with the presented battery models. Examples include an improved charging algorithm that was elaborated in simulations and verified in practice and a new SoC indication system that was developed showing promising results. The contents of Battery Management Systems - Design by Modelling is based on years of research performed at the Philips Research Laboratories. The combination of basic and detailed descriptions of battery behaviour both in chemical and electrical terms makes this book truly multidisciplinary. It can therefore be read both by people with an (electro)chemical and an electrical engineering background.

Introduction to Neural Networks with Java

Author : Jeff Heaton
Publisher : Heaton Research Incorporated
ISBN 13 : 097732060X
Total Pages : 380 pages
Book Rating : 4.9/5 (773 download)

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Book Synopsis Introduction to Neural Networks with Java by : Jeff Heaton

Download or read book Introduction to Neural Networks with Java written by Jeff Heaton and published by Heaton Research Incorporated. This book was released on 2005 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: In addition to showing the programmer how to construct Neural Networks, the book discusses the Java Object Oriented Neural Engine (JOONE), a free open source Java neural engine. (Computers)

Battery Systems Engineering

Author : Christopher D. Rahn
Publisher : John Wiley & Sons
ISBN 13 : 1118517059
Total Pages : 233 pages
Book Rating : 4.1/5 (185 download)

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Book Synopsis Battery Systems Engineering by : Christopher D. Rahn

Download or read book Battery Systems Engineering written by Christopher D. Rahn and published by John Wiley & Sons. This book was released on 2013-01-25 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: A complete all-in-one reference on the important interdisciplinary topic of Battery Systems Engineering Focusing on the interdisciplinary area of battery systems engineering, this book provides the background, models, solution techniques, and systems theory that are necessary for the development of advanced battery management systems. It covers the topic from the perspective of basic electrochemistry as well as systems engineering topics and provides a basis for battery modeling for system engineering of electric and hybrid electric vehicle platforms. This original approach gives a useful overview for systems engineers in chemical, mechanical, electrical, or aerospace engineering who are interested in learning more about batteries and how to use them effectively. Chemists, material scientists, and mathematical modelers can also benefit from this book by learning how their expertise affects battery management. Approaches a topic which has experienced phenomenal growth in recent years Topics covered include: Electrochemistry; Governing Equations; Discretization Methods; System Response and Battery Management Systems Include tables, illustrations, photographs, graphs, worked examples, homework problems, and references, to thoroughly illustrate key material Ideal for engineers working in the mechanical, electrical, and chemical fields as well as graduate students in these areas A valuable resource for Scientists and Engineers working in the battery or electric vehicle industries, Graduate students in mechanical engineering, electrical engineering, chemical engineering.

Battery System Modeling

Author : Shunli Wang
Publisher : Elsevier
ISBN 13 : 0323904335
Total Pages : 356 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Battery System Modeling by : Shunli Wang

Download or read book Battery System Modeling written by Shunli Wang and published by Elsevier. This book was released on 2021-06-23 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Battery System Modeling provides advances on the modeling of lithium-ion batteries. Offering step-by-step explanations, the book systematically guides the reader through the modeling of state of charge estimation, energy prediction, power evaluation, health estimation, and active control strategies. Using applications alongside practical case studies, each chapter shows the reader how to use the modeling tools provided. Moreover, the chemistry and characteristics are described in detail, with algorithms provided in every chapter. Providing a technical reference on the design and application of Li-ion battery management systems, this book is an ideal reference for researchers involved in batteries and energy storage. Moreover, the step-by-step guidance and comprehensive introduction to the topic makes it accessible to audiences of all levels, from experienced engineers to graduates. - Explains how to model battery systems, including equivalent, electrical circuit and electrochemical nernst modeling - Includes comprehensive coverage of battery state estimation methods, including state of charge estimation, energy prediction, power evaluation and health estimation - Provides a dedicated chapter on active control strategies

Advanced Energy Storage Technologies and Their Applications (AESA)

Author : Rui Xiong
Publisher : MDPI
ISBN 13 : 3038425443
Total Pages : 427 pages
Book Rating : 4.0/5 (384 download)

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Book Synopsis Advanced Energy Storage Technologies and Their Applications (AESA) by : Rui Xiong

Download or read book Advanced Energy Storage Technologies and Their Applications (AESA) written by Rui Xiong and published by MDPI. This book was released on 2018-02-21 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a printed edition of the Special Issue "Advanced Energy Storage Technologies and Their Applications (AESA)" that was published in Energies

Data Science and Intelligent Systems

Author : Radek Silhavy
Publisher : Springer Nature
ISBN 13 : 3030903214
Total Pages : 1073 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Data Science and Intelligent Systems by : Radek Silhavy

Download or read book Data Science and Intelligent Systems written by Radek Silhavy and published by Springer Nature. This book was released on 2021-11-16 with total page 1073 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the second part of refereed proceedings of the 5th Computational Methods in Systems and Software 2021 (CoMeSySo 2021) proceedings. The real-world problems related to data science and algorithm design related to systems and software engineering are presented in this papers. Furthermore, the basic research’ papers that describe novel approaches in the data science, algorithm design and in systems and software engineering are included. The CoMeSySo 2021 conference is breaking the barriers, being held online. CoMeSySo 2021 intends to provide an international forum for the discussion of the latest high-quality research results