Internet Of Things And Artificial Intelligence In Transportation Revolution

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Internet of Things and Artificial Intelligence in Transportation Revolution

Author : Miltiadis D. Lytras
Publisher : MDPI
ISBN 13 : 3036503102
Total Pages : 232 pages
Book Rating : 4.0/5 (365 download)

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Book Synopsis Internet of Things and Artificial Intelligence in Transportation Revolution by : Miltiadis D. Lytras

Download or read book Internet of Things and Artificial Intelligence in Transportation Revolution written by Miltiadis D. Lytras and published by MDPI. This book was released on 2021-04-14 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: The advent of Internet of Things offers a scalable and seamless connection of physical objects, including human beings and devices. This, along with artificial intelligence, has moved transportation towards becoming intelligent transportation. This book is a collection of eleven articles that have served as examples of the success of internet of things and artificial intelligence deployment in transportation research. Topics include collision avoidance for surface ships, indoor localization, vehicle authentication, traffic signal control, path-planning of unmanned ships, driver drowsiness and stress detection, vehicle density estimation, maritime vessel flow forecast, and vehicle license plate recognition. High-performance computing services have become more affordable in recent years, which triggered the adoption of deep-learning-based approaches to increase the performance standards of artificial intelligence models. Nevertheless, it has been pointed out by various researchers that traditional shallow-learning-based approaches usually have an advantage in applications with small datasets. The book can provide information to government officials, researchers, and practitioners. In each article, the authors have summarized the limitations of existing works and offered valuable information on future research directions.

Internet of Things and Artificial Intelligence in Transportation Revolution

Author : Miltiadis Lytras
Publisher :
ISBN 13 : 9783036503110
Total Pages : 232 pages
Book Rating : 4.5/5 (31 download)

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Book Synopsis Internet of Things and Artificial Intelligence in Transportation Revolution by : Miltiadis Lytras

Download or read book Internet of Things and Artificial Intelligence in Transportation Revolution written by Miltiadis Lytras and published by . This book was released on 2021 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: The advent of Internet of Things offers a scalable and seamless connection of physical objects, including human beings and devices. This, along with artificial intelligence, has moved transportation towards becoming intelligent transportation. This book is a collection of eleven articles that have served as examples of the success of internet of things and artificial intelligence deployment in transportation research. Topics include collision avoidance for surface ships, indoor localization, vehicle authentication, traffic signal control, path-planning of unmanned ships, driver drowsiness and stress detection, vehicle density estimation, maritime vessel flow forecast, and vehicle license plate recognition. High-performance computing services have become more affordable in recent years, which triggered the adoption of deep-learning-based approaches to increase the performance standards of artificial intelligence models. Nevertheless, it has been pointed out by various researchers that traditional shallow-learning-based approaches usually have an advantage in applications with small datasets. The book can provide information to government officials, researchers, and practitioners. In each article, the authors have summarized the limitations of existing works and offered valuable information on future research directions.

Intelligent Technologies for Internet of Vehicles

Author : Naercio Magaia
Publisher : Springer Nature
ISBN 13 : 3030764931
Total Pages : 511 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Intelligent Technologies for Internet of Vehicles by : Naercio Magaia

Download or read book Intelligent Technologies for Internet of Vehicles written by Naercio Magaia and published by Springer Nature. This book was released on 2021-06-09 with total page 511 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers recent research works in emerging Artificial Intelligence (AI) methods for the convergence of communication, caching, control, and computing resources in cloud-based Internet of Vehicles (IoV) infrastructures. In this context, the book's major subjects cover the analysis and the development of AI-powered mechanisms in future IoV applications and architectures. It addresses the major new technological developments in the field and reflects current research trends and industry needs. It comprises a good balance between theoretical and practical issues, covering case studies, experience and evaluation reports, and best practices in utilizing AI applications in IoV networks. It also provides technical/scientific information about various aspects of AI technologies, ranging from basic concepts to research-grade material, including future directions. This book is intended for researchers, practitioners, engineers, and scientists involved in designing and developing protocols and AI applications and services for IoV-related devices.

AI Enabled IoT for Electrification and Connected Transportation

Author : Naveenkumar Marati
Publisher : Springer
ISBN 13 : 9789811921834
Total Pages : 250 pages
Book Rating : 4.9/5 (218 download)

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Book Synopsis AI Enabled IoT for Electrification and Connected Transportation by : Naveenkumar Marati

Download or read book AI Enabled IoT for Electrification and Connected Transportation written by Naveenkumar Marati and published by Springer. This book was released on 2022-07-17 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents an overview of artificial intelligence (AI) in the automotive section, especially in the modern era of green energy-based electrification of vehicles and smart transportation systems. The book also discusses different Internet of Things aspects involved in the automotive domain with AI. The book presents autonomous driving systems, advanced driver assistance systems (ADAS), autonomy, AI involvement, and machine learning techniques with challenges in electrification, prognostics, and diagnostics. AI and IoT are two emerging technologies, and their importance in other modern technology electrification on transportation, connected vehicle segment are discussed thoroughly in this book with different topologies. It also presents AI applications in the charging profile prediction, state of charge, state of health, battery lifetime, and battery temperature detection in dynamic conditions. Different algorithms are also given in the book to discuss the nearest point charging station for electric vehicle users. The book also discusses cybersecurity issues and challenges in the real-time environment for AI implementation, IoT in transportation, and autonomous driving. The other aspects of telematics, smart sensors for the implementation of the IoT, and AI are also discussed, especially in guidance and control aspects. The book will be useful for the researchers, practitioners, and industry people working in AI, IoT in the electrification and transportation segment.

Artificial Intelligence of Things in Smart Environments

Author : Mariyam Ouaissa
Publisher : de Gruyter
ISBN 13 : 9783110755336
Total Pages : 163 pages
Book Rating : 4.7/5 (553 download)

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Book Synopsis Artificial Intelligence of Things in Smart Environments by : Mariyam Ouaissa

Download or read book Artificial Intelligence of Things in Smart Environments written by Mariyam Ouaissa and published by de Gruyter. This book was released on 2022-02-21 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the use of AI/ML-based techniques to solve issues related to IoT-based environments, as well as their applications. It addresses, among others, signal detection, channel modeling, resource optimization, routing protocol design,

AI-Aided IoT Technologies and Applications for Smart Business and Production

Author : Alex Khang
Publisher : CRC Press
ISBN 13 : 1003821499
Total Pages : 352 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis AI-Aided IoT Technologies and Applications for Smart Business and Production by : Alex Khang

Download or read book AI-Aided IoT Technologies and Applications for Smart Business and Production written by Alex Khang and published by CRC Press. This book was released on 2023-12-01 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers the need for Internet of Things (IoT) technologies and artificial intelligence (AI)–aided IoT solutions for business and production. It shows how IoT-based technology uses algorithms and AI models to bring out the desired results. AI-Aided IoT Technologies and Applications for Smart Business and Production shows how a variety of IoT technologies can be used toward integrating data fabric solutions and how intelligent applications can be used to greater effect in business and production operations. The book also covers the integration of IoT data-driven financial technology (fintech) applications to fulfill the goals of trusted AI-aided IoT solutions. Next, the authors show how IoT-based technology uses algorithms and AI models to bring out the desired results across various industries including smart cities, buildings, hospitals, hotels, homes, factories, agriculture, transportation, and more. The last part focuses on AI-aided IoT techniques, data analytics, and visualization tools. This book targets a mixed audience of specialists, analysts, engineers, scholars, researchers, academics, and professionals. It will be useful to engineering officers, IoT and AI engineers, engineering and industrial management students, and research scholars looking for new ideas, methodologies, technologies, models, frameworks, theories, and practices to resolve the challenging issues associated with leveraging IoT technologies, data-driven analytics, AI-aided models, IoT cybersecurity, 5G, sensors, and augmented and virtual reality techniques for developing smart systems in the era of Industrial Revolution 4.0.

The Fourth Industrial Revolution

Author : Klaus Schwab
Publisher : Currency
ISBN 13 : 1524758876
Total Pages : 192 pages
Book Rating : 4.5/5 (247 download)

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Book Synopsis The Fourth Industrial Revolution by : Klaus Schwab

Download or read book The Fourth Industrial Revolution written by Klaus Schwab and published by Currency. This book was released on 2017-01-03 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: World-renowned economist Klaus Schwab, Founder and Executive Chairman of the World Economic Forum, explains that we have an opportunity to shape the fourth industrial revolution, which will fundamentally alter how we live and work. Schwab argues that this revolution is different in scale, scope and complexity from any that have come before. Characterized by a range of new technologies that are fusing the physical, digital and biological worlds, the developments are affecting all disciplines, economies, industries and governments, and even challenging ideas about what it means to be human. Artificial intelligence is already all around us, from supercomputers, drones and virtual assistants to 3D printing, DNA sequencing, smart thermostats, wearable sensors and microchips smaller than a grain of sand. But this is just the beginning: nanomaterials 200 times stronger than steel and a million times thinner than a strand of hair and the first transplant of a 3D printed liver are already in development. Imagine “smart factories” in which global systems of manufacturing are coordinated virtually, or implantable mobile phones made of biosynthetic materials. The fourth industrial revolution, says Schwab, is more significant, and its ramifications more profound, than in any prior period of human history. He outlines the key technologies driving this revolution and discusses the major impacts expected on government, business, civil society and individuals. Schwab also offers bold ideas on how to harness these changes and shape a better future—one in which technology empowers people rather than replaces them; progress serves society rather than disrupts it; and in which innovators respect moral and ethical boundaries rather than cross them. We all have the opportunity to contribute to developing new frameworks that advance progress.

Connected Intelligence

Author : Charlie Morgan
Publisher : eBookIt.com
ISBN 13 : 145665330X
Total Pages : 317 pages
Book Rating : 4.4/5 (566 download)

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Book Synopsis Connected Intelligence by : Charlie Morgan

Download or read book Connected Intelligence written by Charlie Morgan and published by eBookIt.com. This book was released on 2024-07-08 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover the Future of Innovation Are you ready to step into the future where Artificial Intelligence and the Internet of Things converge to revolutionize every aspect of our lives? This groundbreaking book dives deep into this transformative era, unveiling the limitless possibilities that await. Interest: Imagine a world where your home anticipates your needs, where cities are smart and responsive, and where healthcare is personalized and proactive. Through rich, insightful chapters, explore how AI and IoT are reshaping industries across the spectrum– from smart homes to intelligent cities, from cutting-edge healthcare to advanced agriculture. Feel the pulse of innovation as you navigate through enthralling chapters on core concepts, smart homes, intelligent cities, and beyond. Discover real-world applications and success stories that showcase the extraordinary potential of AIoT, while uncovering the ethical considerations and challenges that come with this exciting new frontier. Desire: Envision the limitless potential of AIoT in revolutionizing manufacturing, transforming retail experiences, optimizing energy use, and enhancing transportation systems. Unearth the secrets of precision farming, AI-powered security, and smart grids. With captivating insights on every page, you'll find yourself captivated by the boundless opportunities and innovations that AI and IoT present. Join the pioneers of tomorrow. Action: Don't miss your chance to be at the forefront of a technological revolution. Whether you're a tech enthusiast, a business leader, or simply curious about the future, this book provides a comprehensive guide to navigating the new world shaped by AI and IoT. Grab your copy today and start exploring the future that is already here.

Convergence of Blockchain, AI, and IoT

Author : R. Indrakumari
Publisher : CRC Press
ISBN 13 : 1000519325
Total Pages : 207 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Convergence of Blockchain, AI, and IoT by : R. Indrakumari

Download or read book Convergence of Blockchain, AI, and IoT written by R. Indrakumari and published by CRC Press. This book was released on 2021-12-24 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: Convergence of Blockchain, AI, and IoT: Concepts and Challenges discusses the convergence of three powerful technologies that play into the digital revolution and blur the lines between biological, digital, and physical objects. This book covers novel algorithms, solutions for addressing issues in applications, security, authentication, and privacy. The book provides an overview of the clinical scientific research enabling smart diagnosis equipment through AI. It presents the role these technologies play in augmented reality and blockchain, covers digital currency managed with bitcoin, and discusses deep learning and how it can enhance human thoughts and behaviors. Targeted audiences range from those interested in the technical revolution of blockchain, big data and the Internet of Things, to research scholars and the professional market.

Internet of Vehicles and its Applications in Autonomous Driving

Author : Nishu Gupta
Publisher : Springer Nature
ISBN 13 : 3030463354
Total Pages : 193 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Internet of Vehicles and its Applications in Autonomous Driving by : Nishu Gupta

Download or read book Internet of Vehicles and its Applications in Autonomous Driving written by Nishu Gupta and published by Springer Nature. This book was released on 2020-09-18 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an insight on the importance that Internet of Vehicles (IoV) solutions can have in taking care of vehicular safety through internetworking and automation. Key features of the book are the inclusion and elaboration of recent and emerging developments in various specializations of intelligent transportation systems and their solutions by incorporating IoT (Internet of Things) and IoV. This book presents to its readers useful IoV applications and architectures that cater to their improved driving requirements and lead towards autonomous driving. The application domains have a large range in which vehicular networking, communication technology, sensor devices, computing materials and devices, IoT communication, vehicular and on-road safety, data security and other topics are included.

Green Internet of Things and Machine Learning

Author : Roshani Raut
Publisher : John Wiley & Sons
ISBN 13 : 1119793122
Total Pages : 279 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Green Internet of Things and Machine Learning by : Roshani Raut

Download or read book Green Internet of Things and Machine Learning written by Roshani Raut and published by John Wiley & Sons. This book was released on 2022-01-10 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: Health Economics and Financing Encapsulates different case studies where green-IOT and machine learning can be used for making significant progress towards improvising the quality of life and sustainable environment. The Internet of Things (IoT) is an evolving idea which is responsible for connecting billions of devices that acquire, perceive, and communicate data from their surroundings. Because this transmission of data uses significant energy, improving energy efficiency in IOT devices is a significant topic for research. The green internet of things (G-IoT) makes it possible for IoT devices to use less energy since intelligent processing and analysis are fundamental to constructing smart IOT applications with large data sets. Machine learning (ML) algorithms that can predict sustainable energy consumption can be used to prepare guidelines to make IoT device implementation easier. Green Internet of Things and Machine Learning lays the foundation of in-depth analysis of principles of Green-Internet of Things (G-IoT) using machine learning. It outlines various green ICT technologies, explores the potential towards diverse real-time areas, as well as highlighting various challenges and obstacles towards the implementation of G-IoT in the real world. Also, this book provides insights on how the machine learning and green IOT will impact various applications: It covers the Green-IOT and ML-based smart computing, ML techniques for reducing energy consumption in IOT devices, case studies of G-IOT and ML in the agricultural field, smart farming, smart transportation, banking industry and healthcare. Audience The book will be helpful for research scholars and researchers in the fields of computer science and engineering, information technology, electronics and electrical engineering. Industry experts, particularly in R&D divisions, can use this book as their problem-solving guide.

Smart City Infrastructure

Author : Vishal Kumar
Publisher : John Wiley & Sons
ISBN 13 : 1119785545
Total Pages : 388 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Smart City Infrastructure by : Vishal Kumar

Download or read book Smart City Infrastructure written by Vishal Kumar and published by John Wiley & Sons. This book was released on 2022-02-17 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: SMART CITY INFRASTRUCTURE The wide range of topics presented in this book have been chosen to provide the reader with a better understanding of smart cities integrated with AI and blockchain and related security issues. The goal of this book is to provide detailed, in-depth information on the state-of-the-art architecture and infrastructure used to develop smart cities using the Internet of Things (IoT), artificial intelligence (AI), and blockchain security—the key technologies of the fourth industrial revolution. The book outlines the theoretical concepts, experimental studies, and various smart city applications that create value for inhabitants of urban areas. Several issues that have arisen with the advent of smart cities and novel solutions to resolve these issues are presented. The IoT along with the integration of blockchain and AI provides efficient, safe, secure, and transparent ways to solve different types of social, governmental, and demographic issues in the dynamic urban environment. A top-down strategy is adopted to introduce the architecture, infrastructure, features, and security. Audience The core audience is researchers in artificial intelligence, information technology, electronic and electrical engineering, systems engineering, industrial engineering as well as government and city planners.

Digital Transformation, Artificial Intelligence and Society

Author : Sachin Kumar (Computer scientist)
Publisher : Springer Nature
ISBN 13 : 9819756561
Total Pages : 218 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Digital Transformation, Artificial Intelligence and Society by : Sachin Kumar (Computer scientist)

Download or read book Digital Transformation, Artificial Intelligence and Society written by Sachin Kumar (Computer scientist) and published by Springer Nature. This book was released on 2024 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines the fundamental concepts and principles of digital transformation and AI, including their historical development, and underlying technologies, and analyzes the opportunities arising from digital transformation and AI in different sectors, such as healthcare, finance, education, transportation, and governance. It provides a comprehensive overview of digital transformation and AI technologies and their current state of implementation. It also explores the potential challenges and risks associated with digital transformation and AI, including ethical considerations, job displacement, privacy concerns, biases, impact on inequality, social interactions, and the overall well-being of individuals and communities. Additionally, the books provides and discusses policy and regulatory frameworks that can effectively address the opportunities and challenges posed by digital transformation and AI leading to responsible AI. It also delves into impact of automation on the job market and workforce. The book concludes by proposing potential strategies for navigating opportunities and challenges of digital transformation and AI integration. It emphasizes the need for interdisciplinary collaboration among stakeholders, including policymakers, industry leaders, academia, and civil society, to develop a comprehensive approach towards harnessing the full potential of digital transformation and AI and associated technologies. The book employs a multidisciplinary approach, drawing from various fields such as computer science, sociology, philosophy, political science, economics, law and governance. It combines theoretical analysis, empirical case studies, and expert perspectives to provide a holistic view of the subject matter. This book caters to a diverse audience, including students, researchers, academics, policymakers, industry professionals, and technology enthusiasts. It provides a valuable resource for those seeking a comprehensive understanding ofthe opportunities and challenges arising from the integration of digital transformation and AI in society.

Communication, Computation and Perception Technologies for Internet of Vehicles

Author : Yongdong Zhu
Publisher : Springer Nature
ISBN 13 : 9819954398
Total Pages : 294 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Communication, Computation and Perception Technologies for Internet of Vehicles by : Yongdong Zhu

Download or read book Communication, Computation and Perception Technologies for Internet of Vehicles written by Yongdong Zhu and published by Springer Nature. This book was released on 2023-10-31 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the design, management, and cybersecurity of connected and autonomous vehicles under the umbrella of the Internet of Vehicles. Both principles and engineering practice are covered, from the design perspectives of communication, computing, and perception to ITS management. An in-depth study of a range of topics such as microscopic traffic behavior modeling and simulation, localization, V2X communication, cooperative cloud-edge computing, and multi-sensor fusion for perception has been presented, while novel enabling technologies such as RIS and blockchain are introduced. The book benefits researchers, engineers, and graduate students in the fields of intelligent transport systems, telecommunications, cybersecurity, and autonomous driving.

Internet of Things, Artificial Intelligence and Blockchain Technology

Author : R.Lakshmana Kumar
Publisher : Springer Nature
ISBN 13 : 3030741508
Total Pages : 341 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Internet of Things, Artificial Intelligence and Blockchain Technology by : R.Lakshmana Kumar

Download or read book Internet of Things, Artificial Intelligence and Blockchain Technology written by R.Lakshmana Kumar and published by Springer Nature. This book was released on 2021-09-02 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the concepts and techniques of IoT, AI, and blockchain. Also discussed is the possibility of applying blockchain for providing security in various domains. The specific highlight of this book is focused on the application of integrated technologies in enhancing data models, better insights and discovery, intelligent predictions, smarter finance, smart retail, global verification, transparent governance, and innovative audit systems. The book allows both practitioners and researchers to share their opinions and recent research in the convergence of these technologies among academicians and industry people. The contributors present their technical evaluation and compare it with existing technologies. Theoretical explanation and experimental case studies related to real-time scenarios are also included. This book pertains to IT professionals, researchers and academicians working on fourth revolution technologies.

Futuristic Research Trends and Applications of Internet of Things

Author : Bhawana Rudra
Publisher : CRC Press
ISBN 13 : 100061011X
Total Pages : 286 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis Futuristic Research Trends and Applications of Internet of Things by : Bhawana Rudra

Download or read book Futuristic Research Trends and Applications of Internet of Things written by Bhawana Rudra and published by CRC Press. This book was released on 2022-08-09 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Internet of Things (IoT) is an interconnection of several devices, networks, technologies, and human resources to achieve a common goal. A variety of IoT-based applications are being used in different sectors and have succeeded in providing huge benefits to the users. As a revolution, IoT overtook the entire global landscape with its presence in almost every sector, including smart cities, smart grid, intelligent transportation, healthcare, education, and so on. This technological revolution also moved to the machines, converting them into intelligent computers that can make real-time decisions and communicate with each other, forming an Internet of Systems/Machines. The use of secure light-weight protocols will help us in developing environment-friendly and energy-efficient IoT systems. IoT is an emerging and recent area of research, adopted for many applications, and there is a need to investigate further challenges in all aspects of it. This book will provide information on fundamentals, architectures, communication protocols, use of AI, existing applications, and emerging research trends in IoT. It follows a theoretical approach to describe the fundamentals for beginners as well as a practical approach with the implementation of case studies for intermediate and advanced readers. The book will be beneficial for academicians, researchers, developers, and engineers who work in or are interested in fields related to IoT. This book serves as a reference for graduate and postgraduate courses in computer science, computer engineering, and information technology streams.

Intelligent Control for Modern Transportation Systems

Author : Arunesh Kumar Singh
Publisher : CRC Press
ISBN 13 : 1000963527
Total Pages : 194 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Intelligent Control for Modern Transportation Systems by : Arunesh Kumar Singh

Download or read book Intelligent Control for Modern Transportation Systems written by Arunesh Kumar Singh and published by CRC Press. This book was released on 2023-10-12 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book comprehensively discusses concepts of artificial intelligence in green transportation systems. It further covers intelligent techniques for precise modeling of complex transportation infrastructure, forecasting and predicting traffic congestion, and intelligent control techniques for maximizing performance and safety. It further provides MATLAB® programs for artificial intelligence techniques. It discusses artificial intelligence-based approaches and technologies in controlling and operating solar photovoltaic systems to generate power for electric vehicles. Highlights how different technological advancements have revolutionized the transportation system. Presents core concepts and principles of soft computing techniques in the control and management of modern transportation systems. Discusses important topics such as speed control, fuel control challenges, transport infrastructure modeling, and safety analysis. Showcases MATLAB® programs for artificial intelligence techniques. Discusses roles, implementation, and approaches of different intelligent techniques in the field of transportation systems. It will serve as an ideal text for professionals, graduate students, and academicians in the fields of electrical engineering, electronics and communication engineering, civil engineering, and computer engineering.