Powertrain Development With Artificial Intelligence
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Powertrain Development With Artificial Intelligence
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Author : Aras Mirfendreski
language : en
Publisher: Springer Nature
Release Date : 2022-04-04
Powertrain Development With Artificial Intelligence written by Aras Mirfendreski and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-04 with Technology & Engineering categories.
The variety of future powertrain concepts has drastically increased the development cost for automotive manufactures. Profitable investment requires a significantly leaner and efficient powertrain development process. Traditional methods of test and model based development need to be assisted by big data and data analytics. For this purpose, a valuable tool is available at the right time - artificial intelligence (AI). But what does AI really mean in a narrower sense? What concepts lie behind it? And how are the methods and algorithms transferable to powertrain applications? For the first time, this book aims to bridge the gap between automotive engineering and computer science, by illuminating the complexity of current AI concepts and demystifying it for powertrain applications. By elaborating on work processes, it shows how AI could be implemented and how completely novel methods can help us reshape the future of mobility.
Automotive Data Analytics Methods And Design Of Experiments Doe
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Author : Clemens Gühmann
language : en
Publisher:
Release Date : 2017
Automotive Data Analytics Methods And Design Of Experiments Doe written by Clemens Gühmann and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017 with categories.
Reinforcement Learning Enabled Intelligent Energy Management For Hybrid Electric Vehicles
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Author : Teng Liu
language : en
Publisher: Morgan & Claypool Publishers
Release Date : 2019-09-03
Reinforcement Learning Enabled Intelligent Energy Management For Hybrid Electric Vehicles written by Teng Liu and has been published by Morgan & Claypool Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-03 with Technology & Engineering categories.
Powertrain electrification, fuel decarburization, and energy diversification are techniques that are spreading all over the world, leading to cleaner and more efficient vehicles. Hybrid electric vehicles (HEVs) are considered a promising technology today to address growing air pollution and energy deprivation. To realize these gains and still maintain good performance, it is critical for HEVs to have sophisticated energy management systems. Supervised by such a system, HEVs could operate in different modes, such as full electric mode and power split mode. Hence, researching and constructing advanced energy management strategies (EMSs) is important for HEVs performance. There are a few books about rule- and optimization-based approaches for formulating energy management systems. Most of them concern traditional techniques and their efforts focus on searching for optimal control policies offline. There is still much room to introduce learning-enabled energy management systems founded in artificial intelligence and their real-time evaluation and application. In this book, a series hybrid electric vehicle was considered as the powertrain model, to describe and analyze a reinforcement learning (RL)-enabled intelligent energy management system. The proposed system can not only integrate predictive road information but also achieve online learning and updating. Detailed powertrain modeling, predictive algorithms, and online updating technology are involved, and evaluation and verification of the presented energy management system is conducted and executed.
Powertrain
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Author : Michael Trzesniowski
language : en
Publisher: Springer Nature
Release Date : 2023-03-02
Powertrain written by Michael Trzesniowski and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-02 with Technology & Engineering categories.
In this book, the reader learns the essential differences to the passenger car through the analysis divided according to assemblies. This gives him the tools to apply the detailed knowledge acquired to the design and development of competition vehicles. In the case of internal combustion engines, the focus is on performance-enhancing measures for racing vehicles. From the choice of the number of cylinders to the intake system to the exhaust system, the lever can be applied to every assembly. For electric drives, the traction battery, cell selection, cooling and operating strategy are considered in more detail. Energy recovery systems are an interesting enhancement for hybrid vehicles and all-electric powertrains, especially in strategic considerations for racing. Finally, gearboxes are needed independently of the drive source, albeit matched to it, so that the full potential can be exploited. The detailed, in-depth presentation makes this work just as suitable for the interested motorsport enthusiast as it is for the engineer in the field who is addressing the issues surrounding race car powertrains. The formula material is prepared in such a way that the book can also be used as a reference work.
Artificial Intelligence And Data Driven Optimization Of Internal Combustion Engines
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Author : Jihad Badra
language : en
Publisher: Elsevier
Release Date : 2022-01-05
Artificial Intelligence And Data Driven Optimization Of Internal Combustion Engines written by Jihad Badra and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-05 with Technology & Engineering categories.
Artificial Intelligence and Data Driven Optimization of Internal Combustion Engines summarizes recent developments in Artificial Intelligence (AI)/Machine Learning (ML) and data driven optimization and calibration techniques for internal combustion engines. The book covers AI/ML and data driven methods to optimize fuel formulations and engine combustion systems, predict cycle to cycle variations, and optimize after-treatment systems and experimental engine calibration. It contains all the details of the latest optimization techniques along with their application to ICE, making it ideal for automotive engineers, mechanical engineers, OEMs and R&D centers involved in engine design. Provides AI/ML and data driven optimization techniques in combination with Computational Fluid Dynamics (CFD) to optimize engine combustion systems Features a comprehensive overview of how AI/ML techniques are used in conjunction with simulations and experiments Discusses data driven optimization techniques for fuel formulations and vehicle control calibration
Advanced Hybrid Powertrains For Commercial Vehicles
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Author : Haoran Hu
language : en
Publisher: SAE International
Release Date : 2021-04-14
Advanced Hybrid Powertrains For Commercial Vehicles written by Haoran Hu and has been published by SAE International this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-14 with Technology & Engineering categories.
Powertrains for commercial vehicles have evolved since the late nineteenth-century invention of the ICE. In the revised second edition of Advanced Hybrid Powertrains for Commercial Vehicles, the authors explore commercial powertrains through history from the ICE through the introduction of the hybrid powertrain in commercial vehicles. Readers are given an understanding of the ICE as well as the classification of commercial vehicle hybrid powertrains, the variety of energy storage systems, fuel-cell hybrid powertrain systems, and commercial vehicle electrification. The authors review the legislation of vehicle emissions and the regulation necessary to promote the production of fuel-efficient vehicles.
Distributed Drive Control Technology Of Hub Motor
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Author : Shaopeng Zhu
language : en
Publisher: Springer
Release Date : 2024-08-15
Distributed Drive Control Technology Of Hub Motor written by Shaopeng Zhu and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-15 with Technology & Engineering categories.
This book systematically introduces the two core technologies of hub motor and distributed drive control, and describes vehicle parameter estimation and dynamic modeling as the design basis of distributed drive control strategy based on the author's research results and engineering practice, starting from the introduction to distributed drive control of hub motor. The content systematically describes the specific control strategy design method of distributed drive and brake, and the software/hardware in-the-loop test technology for distributed drive control. The related intelligent driving technology based on distributed drive vehicle is also introduced in the book. This book can be used as a reference for automotive industry professionals engaged in new energy vehicle development, electric powertrain research, hub motor research, etc. It can also be used as a reference book for teachers and students majoring in automotive in colleges and universities. The basis of English translation of this book, originally in Chinese, was facilitated by artificial intelligence. The content was later revised by the author for accuracy.
Advances In Engine And Powertrain Research And Technology
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Author : Tigran Parikyan
language : en
Publisher: Springer Nature
Release Date : 2022-03-29
Advances In Engine And Powertrain Research And Technology written by Tigran Parikyan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-29 with Technology & Engineering categories.
The book covers a wide range of applied research compactly presented in one volume, and shows innovative engineering solutions for automotive, marine and aviation industries, as well as power generation. While targeting primarily the audience of professional scientists and engineers, the book can also be useful for graduate students, and also for all those who are relatively new to the area and are looking for a single source with a good overview of the state-of-the-art as well as an up-to-date information on theories, numerical methods, and their application in design, simulation, testing, and manufacturing. The readers will find here a rich mixture of approaches, software tools and case studies used to investigate and optimize diverse powertrains, their functional units and separate machine parts based on different physical phenomena, their mathematical representation, solution algorithms, and experimental validation.
An Introduction To Modern Vehicle Design
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Author : Julian Happian-Smith
language : en
Publisher: Elsevier
Release Date : 2001
An Introduction To Modern Vehicle Design written by Julian Happian-Smith and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Design categories.
An Introduction to Modern Vehicle Design starts from basic principles and builds up analysis procedures for all major aspects of vehicle and component design. Subjects of current interest to the motor industry - such as failure prevention, designing with modern material, ergonomics, and control systems - are covered in detail, with a final chapter discussing future trends in automotive design. Extensive use of illustrations, examples, and case studies provides the reader with a thorough understanding of design issues and analysis methods.
Safety Critical Automotive Systems
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Author : Juan R Pimentel
language : en
Publisher: SAE International
Release Date : 2006-08-01
Safety Critical Automotive Systems written by Juan R Pimentel and has been published by SAE International this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-08-01 with Technology & Engineering categories.
Focusing on the vehicle's most important subsystems, this book features an introduction by the editor and 40 SAE technical papers from 2001-2006. The papers are organized in the following sections, which parallel the steps to be followed while building a complete final system: Introduction to Safety-Critical Automotive Systems Safety Process and Standards Requirements, Specifications, and Analysis Architectural and Design Methods and Techniques Prototyping and Target Implementation Testing, Verifications, and Validation Methods