Artificial intelligence-empowered modern electric vehicles in smart grid systems : fundamentals, technologies, and solution / edited by Aparna Kumari, Sudeep Tanwar.
Front Cover -- Artificial Intelligence-Empowered Modern Electric Vehicles in Smart Grid Systems -- Copyright Page -- Dedication -- Contents -- List of contributors -- Preface -- Acknowledgments -- I. Introduction to artificial intelligence and electric vehicles in smart grid systems -- 1 Introduction to artificial intelligence-empowered electric vehicles in smart grids -- 1.1 Introduction -- 1.1.1 Motivation -- 1.1.2 Research contribution -- 1.1.3 Organization of the chapter -- 1.2 Background -- 1.2.1 Overview of artificial intelligence -- 1.2.2 Artificial intelligence with electric vehicles
1.2.3 Related work -- 1.3 Artificial intelligence techniques -- 1.3.1 Expert system -- 1.3.2 Supervised learning -- 1.3.3 Unsupervised learning -- 1.3.3.1 Unsupervised neural networks -- 1.3.4 Reinforcement learning -- 1.3.5 Ensemble methods -- 1.4 Applications -- 1.4.1 Applications of artificial intelligence in smart grid -- 1.4.1.1 Analyzing the applications of artificial intelligence in the smart grid -- 1.4.2 The autonomous electric vehicle and its utilization -- 1.4.2.1 Specialized applications of autonomous vehicles/autonomous electric vehicles -- 1.5 Challenges
1.5.1 Obstacles in artificial intelligence-powered autonomous vehicles -- 1.5.1.1 Challenges with sensors -- 1.5.1.2 Complexity and ambiguity -- 1.5.1.3 Challenges in fine-tuning complex models -- 1.5.1.4 Dealing with the hardware problem -- 1.5.2 The difficulties in implementing artificial intelligence in smart grids -- 1.6 Case study -- 1.6.1 Predicting and improving driving range -- 1.6.2 Enhancing energy consumption and efficiency -- 1.6.3 Predicting maintenance requirements -- 1.6.4 Real-life illustration: Tesla's autopilot and artificial intelligence-enhanced battery management
1.7 Case study: Analysis of artificial intelligence-driven optimization in managing electric vehicle charging within a smar... -- 1.7.1 Objective -- 1.7.2 Scenario description -- 1.7.3 Methodology -- 1.8 Results -- 1.9 Conclusion -- References -- 2 Communication technologies for electric vehicles -- 2.1 Introduction -- 2.1.1 Communication technologies for electric vehicle: issues of existing system -- 2.1.2 Need for electric vehicles -- 2.1.3 Contribution -- 2.1.4 Organization -- 2.2 Literature review -- 2.3 Artificial intelligence in electric vehicles
2.3.1 Artificial intelligence in the integration of electric vehicle with the smart grid -- 2.4 Communication needs at customer premises -- 2.4.1 Electric vehicle supply equipment -- 2.4.2 Communication standards for internet of electric vehicles -- 2.4.3 Communication in electric vehicle charging coordination -- 2.5 Smart grid communication technologies -- 2.5.1 Wired communication -- 2.5.2 Wireless communication -- 2.5.3 Vehicle to grid -- 2.5.4 Vehicle to vehicle -- 2.5.5 Vehicle to infrastructure -- 2.5.6 Challenges of smart grid communication
