Artificial Intelligence for Integrated Smart Energy Systems in Electric Vehicles

This book provides a comprehensive exploration of cutting-edge research in electric vehicles (EVs) integrated smart energy systems with a main focus on the application of artificial intelligence (AI). This book offers a wide and comprehensive practical approach with the applications of AI to address the challenges and opportunities of modern hybrid energy systems for developing advanced hybrid intelligent methodologies for forecasting and scheduling variable power output from renewable energy sources (RESs) and EVs. This will enhance system flexibility and facilitate the integration of RESs and EVs efficiently, which is a step towards a sustainable future. The chapters cover diverse topics offering valuable knowledge and methodologies including an introduction to Artificial Intelligence (AI), Machine Learning (ML), Internet of Things (IoT), Cybersecurity, and their applications in modern power and energy systems, intelligent control of power electronics for RESs and EVs, intelligent charging management of EVs, etc.

This book aims to provide insights into various suitable solutions to increase the security, reliability, and interoperability of the grid under high penetration of renewable energy, storage systems, and electric transport in the context of the modern smart grid. The multi-objective optimization problems such as economic and emission dispatch problems; flexibility and reliability problems; and economic and reliability problems are solved to determine the trade-off solutions using efficient evolutionary algorithms. The chapters cover diverse topics offering valuable knowledge and methodologies including an introduction to Artificial Intelligence (AI), Machine Learning (ML), IoT, Cybersecurity, and their applications in modern power and energy systems, intelligent control of power electronics for RESs and EVs, intelligent charging management of EVs, etc.

Table of contents (33 chapters)
Front Matter
Pages i-xix
Artificial Intelligence in Electric Vehicles for Sustainable Driving
Debani Prasad Mishra, Aashutosh Rath, Surender Reddy Salkuti
Pages 1-16
Modernization of Electric Grids for Charging of Electric Vehicles
Debani Prasad Mishra, Aashutosh Rath, Goutam Kumar, Nischay Jha, Surender Reddy Salkuti
Pages 17-35
Mitigating Impacts of Electric Vehicle Charging Stations to the Distribution Systems by Optimal Operation of Soft Open Point
Thuan Thanh Nguyen, Viet Anh Truong, Trung Nhan Nguyen, Hoai Phong Nguyen
Pages 37-61
Performance Evaluation of Artificial Neural Networks for Electric Vehicle State of Charge Estimation Across Different Driving Cycles
Battula Amrutha Raju, Dushyant Sharma, Surender Reddy Salkuti
Pages 63-84
GJO-Pattern Search Algorithm Based DG and Capacitor Placement in Distribution Network with Zone Based Installation of EVCSs
Rampreet Manjhi, Deepak Kumar Lal, Sandeep Biswal, Surender Reddy Salkuti
Pages 85-104
Optimizing Renewable Energy Integration and Electric Vehicle Charging Stations in Distribution Networks Using Hybrid Whale Optimization Algorithm
Varun Krishna Paravasthu, Balasubbareddy Mallala, B. Mangu, Surender Reddy Salkuti
Pages 105-144
An Introduction to Energy Management in Smart Energy Systems
Krishna Mohan Reddy Pothireddy, Gummala Babu, Kampa Narendra Babu, Sandeep Vuddanti, Surender Reddy Salkuti
Pages 145-163
A Review of AI-Driven Energy Optimization Strategies for Electric Vehicles
Debani Prasad Mishra, Priyanshu Yadav, Arul Kumar Dash, Surender Reddy Salkuti
Pages 165-191
AI-Powered Strategies for Efficient EV Energy Management
Debani Prasad Mishra, Abhipsha Dash, Ayush Kumar, Surender Reddy Salkuti
Pages 193-217
CdS-LDR Optimization in Dual-Axis Solar Tracking System with NPC Multilevel Inverter for Electric Vehicle Application
R. Palanisamy, Soumyadeep Das, Soumyadeep Biswas, Debtanu Dey, S. Usha, Surender Reddy Salkuti
Pages 219-239
Development of Artificial Intelligence Based Advanced Battery Management System with Enhanced Charging Monitoring and Fire Protection for Electric Vehicles
Appalabathula Venkatesh, J. Vijaya Kumar, Surender Reddy Salkuti, Ch. Abhiram, Repuri Sumasri, Unnamatla Gold et al.
Pages 241-259
A Comparative Analysis of A* and Ant Colony Algorithms for EV Routing
Rajarajeswari Rathinam, A. Dhanush, Pradeep Vishnuram, Mohit Bajaj, Arvind R. Singh
Pages 261-282
AI-Driven Optimization Techniques for Electric Vehicle Charging Infrastructure
Debani Prasad Mishra, Arul Kumar Dash, Sandip Ranjan Behera, K. Ayushman Patro, Surender Reddy Salkuti
Pages 283-308
AI-Driven Innovations in Electric Vehicle Energy Management: Challenges and Opportunities
Debani Prasad Mishra, Abhipsha Dash, Ayush Kumar, Surender Reddy Salkuti
Pages 309-334
Dead-Beat Predictive Control of a Grid-Tied PV-Hybrid Energy Storage System
Mukul Chankaya, Mrutunjaya Panda, Surender Reddy Salkuti, Chetlapalli Rama Krishna
Pages 335-348
Automated Open Circuit Fault Detection in Cascaded H-Bridge Multilevel Inverters Using Artificial Intelligence Technique for EV Application
N. Kalaiarasi, A. Sivapriya, Pradeep Vishnuram, Mohit Bajaj, Arvind R. Singh
Pages 349-368
Introduction to Smart Grids and Its Key Components
Krishna Mohan Reddy Pothireddy, Gummala Babu, Kampa Narendra Babu, Mulaswaminaidu Madepalli, Kandula Pavan Kalyan, Sandeep Vuddanti et al.
Pages 369-391
A Resilient Passivity-Based Control Approach for a Two-Input DC-DC Buck Converter with Constant Power Loads in Distributed Generation Systems
Amarendra Reddy Bhimavarapu, Ch Nayak Bhukya, Dharani Naidu, Surender Reddy Salkuti
Pages 393-416
A Two-Stage Scheduling Based Energy Management in a Microgrid
Krishna Mohan Reddy Pothireddy, Sandeep Vuddanti, Surender Reddy Salkuti
Pages 417-435

A Two-Stage Scheduling Based Energy Management in a Microgrid
Krishna Mohan Reddy Pothireddy, Sandeep Vuddanti, Surender Reddy Salkuti
Pages 417-435
A Novel Self-balanced Switched Capacitor Seven-Level Inverter
Lakshmi Prasanna, T. R. Jyothsna, B. Amarendra Reddy, Surender Reddy Salkuti
Pages 437-457
RST-Based Robust Digital PID Controller Design for Dual-Input SEPIC Converters
Allam Venkatesh, B. Amarendra Reddy, T. R. Jyothsna, Ch. Nayak Bhukya, Surender Reddy Salkuti
Pages 459-489
Deep Learning Approaches to V2G Strategy and Its Effects on Microgrid Dynamics
S. Usha, A. Geetha, Surender Reddy Salkuti
Pages 491-507
Frequency Stability of Highly Ranged Renewable Energy Penetrated Multi-area Interconnected Power System Under a 3DOFPID Controller
Ch. Naga Sai Kalyan, Surender Reddy Salkuti
Pages 509-526
A Cascaded (1 + PI)-PID Controller for the Improvement in Load Frequency Control of the Diversified Interconnected Power System
Ch. Naga Sai Kalyan, Surender Reddy Salkuti
Pages 527-542
FOTIDF Controller for Stability of Renewable Integrated Multi-area Realistic Power System with AC-DC Links
Ch. Naga Sai Kalyan, Surender Reddy Salkuti
Pages 543-557
Simultaneous Optimal Allocation and Sizing of Distributed Generations and Shunt Capacitors in Distribution Network for Voltage Profile Improvement and Loss Reduction Using IMDE Algorithm
Mohammad Yousefzadeh, Ehsan Monfared, Mehrdad Ahmadi Kamarposhti, El Manaa Barhoumi, Surender Reddy Salkuti
Pages 559-580
Application of Advanced Photovoltaic Control Algorithms for Stability of the Power Grid
Saroj Kumar Panda, Surender Reddy Salkuti, Manoj Kumar Panda
Pages 581-600
Performance Evaluation of Quasi Z-Source Inverter Utilize for Grid Connected with Wind-PV Co-generation Systems
Ch. Sreenu, G. Mallesham, T. Chandra Shekar, Surender Reddy Salkuti
Pages 601-627
Application of Swarm Intelligence Techniques for Quasi-Z-Source Inverters in Renewable Energy Systems
Ch. Sreenu, G. Mallesham, T. Chandra Shekar, Surender Reddy Salkuti
Pages 629-657
Grey Wolf Optimization Based Optimal Charging Scheduling for Electric Vehicles with Real-Time Traffic Congestion Monitoring
K. Selvakumar, D. Selvabharathi, R. Palanisamy, T. M. Thamizh Thentral, Surender Reddy Salkuti
Pages 659-674
Unit Template-Based Control Algorithm for Control of Voltage and Frequency in Solar-Hydro System
Rajagopal Veramalla, Divya Gundeboina, Subhash Bochu, Surender Reddy Salkuti
Pages 675-691
Overview of Electric Vehicle Management Using Artificial Intelligence in Smart Energy Systems
P. Suresh Kumar, B. Arundhati, Kishore Yadlapati, Surender Reddy Salkuti
Pages 693-709
Design of D-STATCOM for Mitigation of Current Harmonics Using Class Topper Algorithm
T. M. Thamizh Thentral, R. Palanisamy, Rupam Chattopadhyay, Sahil Beniwal, Hrithika Chatterjee, Subhashree Choudhury et al.
Pages 711-733