Artificial Intelligence And Intelligent Transportation Systems

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Explainable Artificial Intelligence for Intelligent Transportation Systems

Author : Amina Adadi
Publisher : CRC Press
ISBN 13 : 1000968472
Total Pages : 328 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Explainable Artificial Intelligence for Intelligent Transportation Systems by : Amina Adadi

Download or read book Explainable Artificial Intelligence for Intelligent Transportation Systems written by Amina Adadi and published by CRC Press. This book was released on 2023-10-20 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) and Machine Learning (ML) are set to revolutionize all industries, and the Intelligent Transportation Systems (ITS) field is no exception. While ML, especially deep learning models, achieve great performance in terms of accuracy, the outcomes provided are not amenable to human scrutiny and can hardly be explained. This can be very problematic, especially for systems of a safety-critical nature such as transportation systems. Explainable AI (XAI) methods have been proposed to tackle this issue by producing human interpretable representations of machine learning models while maintaining performance. These methods hold the potential to increase public acceptance and trust in AI-based ITS. FEATURES: Provides the necessary background for newcomers to the field (both academics and interested practitioners) Presents a timely snapshot of explainable and interpretable models in ITS applications Discusses ethical, societal, and legal implications of adopting XAI in the context of ITS Identifies future research directions and open problems

Handbook on Artificial Intelligence and Transport

Author : Hussein Dia
Publisher : Edward Elgar Publishing
ISBN 13 : 1803929545
Total Pages : 649 pages
Book Rating : 4.8/5 (39 download)

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Book Synopsis Handbook on Artificial Intelligence and Transport by : Hussein Dia

Download or read book Handbook on Artificial Intelligence and Transport written by Hussein Dia and published by Edward Elgar Publishing. This book was released on 2023-10-06 with total page 649 pages. Available in PDF, EPUB and Kindle. Book excerpt: With AI advancements eliciting imminent changes to our transport systems, this enlightening Handbook presents essential research on this evolution of the transportation sector. It focuses on not only urban planning, but relevant themes in law and ethics to form a unified resource on the practicality of AI use.

Explainable Artificial Intelligence for Intelligent Transportation Systems

Author : Loveleen Gaur
Publisher : Springer Nature
ISBN 13 : 3031096444
Total Pages : 103 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Explainable Artificial Intelligence for Intelligent Transportation Systems by : Loveleen Gaur

Download or read book Explainable Artificial Intelligence for Intelligent Transportation Systems written by Loveleen Gaur and published by Springer Nature. This book was released on 2022-08-08 with total page 103 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transportation typically entails crucial “life-death” choices, delegating crucial decisions to an AI algorithm without any explanation poses a serious threat. Hence, explainability and responsible AI is crucial in the context of intelligent transportation. In Intelligence Transportation System (ITS) implementations such as traffic management systems and autonomous driving applications, AI-based control mechanisms are gaining prominence. Explainable artificial intelligence for intelligent transportation system tackling certain challenges in the field of autonomous vehicle, traffic management system, data integration and analytics and monitor the surrounding environment. The book discusses and inform researchers on explainable Intelligent Transportation system. It also discusses prospective methods and techniques for enabling the interpretability of transportation systems. The book further focuses on ethical considerations apart from technical considerations.

Introduction to Intelligent Systems in Traffic and Transportation

Author : Ana L.C. Bazzan
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1627052089
Total Pages : 139 pages
Book Rating : 4.6/5 (27 download)

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Book Synopsis Introduction to Intelligent Systems in Traffic and Transportation by : Ana L.C. Bazzan

Download or read book Introduction to Intelligent Systems in Traffic and Transportation written by Ana L.C. Bazzan and published by Morgan & Claypool Publishers. This book was released on 2014-05-01 with total page 139 pages. Available in PDF, EPUB and Kindle. Book excerpt: Urban mobility is not only one of the pillars of modern economic systems, but also a key issue in the quest for equality of opportunity, once it can improve access to other services. Currently, however, there are a number of negative issues related to traffic, especially in mega-cities, such as economical issues (cost of opportunity caused by delays), environmental (externalities related to emissions of pollutants), and social (traffic accidents). Solutions to these issues are more and more closely tied to information and communication technology. Indeed, a search in the technical literature (using the keyword ``urban traffic" to filter out articles on data network traffic) retrieved the following number of articles (as of December 3, 2013): 9,443 (ACM Digital Library), 26,054 (Scopus), and 1,730,000 (Google Scholar). Moreover, articles listed in the ACM query relate to conferences as diverse as MobiCom, CHI, PADS, and AAMAS. This means that there is a big and diverse community of computer scientists and computer engineers who tackle research that is connected to the development of intelligent traffic and transportation systems. It is also possible to see that this community is growing, and that research projects are getting more and more interdisciplinary. To foster the cooperation among the involved communities, this book aims at giving a broad introduction into the basic but relevant concepts related to transportation systems, targeting researchers and practitioners from computer science and information technology. In addition, the second part of the book gives a panorama of some of the most exciting and newest technologies, originating in computer science and computer engineering, that are now being employed in projects related to car-to-car communication, interconnected vehicles, car navigation, platooning, crowd sensing and sensor networks, among others. This material will also be of interest to engineers and researchers from the traffic and transportation community.

Artificial Intelligence and Intelligent Transportation Systems

Author :
Publisher :
ISBN 13 :
Total Pages : 132 pages
Book Rating : 4.:/5 ( download)

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Book Synopsis Artificial Intelligence and Intelligent Transportation Systems by :

Download or read book Artificial Intelligence and Intelligent Transportation Systems written by and published by . This book was released on 2001 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Explainable AI for Intelligent Transportation Systems

Author : Amina Adadi
Publisher :
ISBN 13 : 9781032348537
Total Pages : 0 pages
Book Rating : 4.3/5 (485 download)

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Book Synopsis Explainable AI for Intelligent Transportation Systems by : Amina Adadi

Download or read book Explainable AI for Intelligent Transportation Systems written by Amina Adadi and published by . This book was released on 2024 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Artificial Intelligence (AI) and Machine Learning (ML) are set to revolutionize all industries, and the Intelligent Transportation Systems (ITS) field is no exception. While ML, especially deep learning models, achieve great performance in terms of accuracy, the outcomes provided are not amenable to human scrutiny and can be hardly explained. This can be very problematic especially for systems of a safety-critical nature such as transportation systems. Explainable AI methods have been proposed to tackle this issue by producing human interpretable representations of machine learning models while maintaining performance. These methods hold the potential to increase public acceptance and trust in AI-based ITS. Examining explainable AI in the field of ITS, this book has the following key features: provides the necessary background for newcomers to the field (both academics and interested partitioners). presents a timely snapshot of explainable and interpretable models in ITS applications. discusses ethical, societal, and legal implications of adopting XAI in the context of ITS. identifies future research directions and open problems"--

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.

Applications of Artificial Intelligence and Machine Learning

Author : Ankur Choudhary
Publisher : Springer Nature
ISBN 13 : 9811630674
Total Pages : 738 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Applications of Artificial Intelligence and Machine Learning by : Ankur Choudhary

Download or read book Applications of Artificial Intelligence and Machine Learning written by Ankur Choudhary and published by Springer Nature. This book was released on 2021-07-27 with total page 738 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents a collection of peer-reviewed articles from the International Conference on Advances and Applications of Artificial Intelligence and Machine Learning - ICAAAIML 2020. The book covers research in artificial intelligence, machine learning, and deep learning applications in healthcare, agriculture, business, and security. This volume contains research papers from academicians, researchers as well as students. There are also papers on core concepts of computer networks, intelligent system design and deployment, real-time systems, wireless sensor networks, sensors and sensor nodes, software engineering, and image processing. This book will be a valuable resource for students, academics, and practitioners in the industry working on AI applications.

Smart Transportation

Author : Guido Dartmann
Publisher : CRC Press
ISBN 13 : 1000405656
Total Pages : 224 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Smart Transportation by : Guido Dartmann

Download or read book Smart Transportation written by Guido Dartmann and published by CRC Press. This book was released on 2021-11-10 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book provides a broad overview of the challenges and recent developments in the field of smart mobility and transportation, including technical, algorithmic and social aspects of smart mobility and transportation. It reviews new ideas for services and platforms for future mobility. New concepts of artificial intelligence and the implementation in new hardware architecture are discussed. In the context of artificial intelligence, new challenges of machine learning for autonomous vehicles and fleets are investigated. The book also investigates human factors and social questions of future mobility concepts. The goal of this book is to provide a holistic approach towards smart transportation. The book reviews new technologies such as the cloud, machine learning and communication for fully atomatized transport, catering to the needs of citizens. This will lead to complete change of concepts in transportion.

Deep Learning and Big Data for Intelligent Transportation

Author : Khaled R. Ahmed
Publisher : Springer Nature
ISBN 13 : 3030656616
Total Pages : 264 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Deep Learning and Big Data for Intelligent Transportation by : Khaled R. Ahmed

Download or read book Deep Learning and Big Data for Intelligent Transportation written by Khaled R. Ahmed and published by Springer Nature. This book was released on 2021-04-10 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contributes to the progress towards intelligent transportation. It emphasizes new data management and machine learning approaches such as big data, deep learning and reinforcement learning. Deep learning and big data are very energetic and vital research topics of today’s technology. Road sensors, UAVs, GPS, CCTV and incident reports are sources of massive amount of data which are crucial to make serious traffic decisions. Herewith this substantial volume and velocity of data, it is challenging to build reliable prediction models based on machine learning methods and traditional relational database. Therefore, this book includes recent research works on big data, deep convolution networks and IoT-based smart solutions to limit the vehicle’s speed in a particular region, to support autonomous safe driving and to detect animals on roads for mitigating animal-vehicle accidents. This book serves broad readers including researchers, academicians, students and working professional in vehicles manufacturing, health and transportation departments and networking companies.

Applications of Agent Technology in Traffic and Transportation

Author : Franziska Klügl
Publisher : Springer Science & Business Media
ISBN 13 : 3764373636
Total Pages : 209 pages
Book Rating : 4.7/5 (643 download)

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Book Synopsis Applications of Agent Technology in Traffic and Transportation by : Franziska Klügl

Download or read book Applications of Agent Technology in Traffic and Transportation written by Franziska Klügl and published by Springer Science & Business Media. This book was released on 2006-03-30 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building effective and user-friendly transportation systems is one of the big challenges for engineers in the 21st century. There is an increasing need to understand, model, and govern such systems at both, the individual and the society level. Traffic and transportation scenarios are extraordinarily appealing for Distributed Artificial Intelligence, and (multi-)agent technology in particular. This book gives an overview of recent advances in agent-based transportation systems.

Intelligent Transportation Systems, Vehicle-highway Automation, and Artificial Intelligence

Author :
Publisher :
ISBN 13 :
Total Pages : 180 pages
Book Rating : 4.:/5 ( download)

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Book Synopsis Intelligent Transportation Systems, Vehicle-highway Automation, and Artificial Intelligence by :

Download or read book Intelligent Transportation Systems, Vehicle-highway Automation, and Artificial Intelligence written by and published by . This book was released on 1999 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Intelligent Transportation Systems: Theory and Practice

Author : Amit Kumar Tyagi
Publisher : Springer Nature
ISBN 13 : 9811976228
Total Pages : 407 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Intelligent Transportation Systems: Theory and Practice by : Amit Kumar Tyagi

Download or read book Intelligent Transportation Systems: Theory and Practice written by Amit Kumar Tyagi and published by Springer Nature. This book was released on 2022-11-25 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides fundamental principles of intelligent transport systems with comprehensive insight and state of the art of vehicles, vehicular technology, connecting vehicles, and intelligent vehicles/autonomous intelligent vehicles. The book discusses different approaches for multiple sensor-based multiple-objects tracking, in addition to blockchain-based solutions for building tamper-proof sensing devices. It introduces various algorithms for security, privacy, and trust for intelligent vehicles. This book countermeasures all the drawbacks and provides useful information to students, researchers, and scientific communities. It contains chapters from national and international experts and will be essential for researchers and advanced students from academia, and industry experts who are working on intelligent transportation systems.

Artificial Intelligence for Future Intelligent Transportation

Author : Rajesh Kumar Dhanaraj
Publisher : CRC Press
ISBN 13 : 1000906833
Total Pages : 337 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Artificial Intelligence for Future Intelligent Transportation by : Rajesh Kumar Dhanaraj

Download or read book Artificial Intelligence for Future Intelligent Transportation written by Rajesh Kumar Dhanaraj and published by CRC Press. This book was released on 2024-01-09 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: Emphasizing a sustainable and green approach, this new book presents an overview of state-of-the-art AI strategies for solving transportation challenges around the world, with a focus on traffic management, traffic safety, public transportation, urban mobility, and pollution mitigation. The book examines modern AI technologies such as IoT, cloud computing, machine learning, and neural networking in the context of fully automated transportation that meets current requirements. The volume provides an informative review of the difficulties and recent developments in smart mobility and transportation, encompassing technical, algorithmic, and social elements. The volume examines innovative service and platform concepts for future mobility. Artificial intelligence principles are examined as well as their implementation in modern hardware architecture. New machine learning issues for autonomous vehicles and fleets are investigated in the framework of artificial intelligence. In addition, the book investigates the human dynamics and social implications of future mobility concepts. Highlighting the research directions in this field, Artificial Intelligence for Future Intelligent Transportation: Smarter and Greener Infrastructure Design will be of value for researchers in cybersecurity, machine learning, data analysis, and artificial intelligence. Ethical hackers, students, and faculty will find useful information here as well.

Green Intelligent Transportation Systems

Author : Wuhong Wang
Publisher : Springer
ISBN 13 : 9811303029
Total Pages : 883 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Green Intelligent Transportation Systems by : Wuhong Wang

Download or read book Green Intelligent Transportation Systems written by Wuhong Wang and published by Springer. This book was released on 2018-09-15 with total page 883 pages. Available in PDF, EPUB and Kindle. Book excerpt: These proceedings collect selected papers from the 8th International Conference on Green Intelligent Transportation Systems and Safety held in Changchun on July 1-2, 2017. The selected works, which include state-of-the-art studies, are intended to promote the development of green mobility and intelligent transportation technology to achieve interconnectivity, resource sharing, flexibility and higher efficiency. They offer valuable insights for researchers and engineers in the fields of Transportation Technology and Traffic Engineering, Automotive and Mechanical Engineering, Industrial and Systems Engineering, and Electrical Engineering.

Green Intelligent Transportation Systems

Author : Wuhong Wang
Publisher : Springer
ISBN 13 : 9789811099038
Total Pages : 1063 pages
Book Rating : 4.0/5 (99 download)

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Book Synopsis Green Intelligent Transportation Systems by : Wuhong Wang

Download or read book Green Intelligent Transportation Systems written by Wuhong Wang and published by Springer. This book was released on 2018-08-15 with total page 1063 pages. Available in PDF, EPUB and Kindle. Book excerpt: These proceedings collect selected papers from the 7th International Conference on Green Intelligent Transportation System and Safety held in Nanjing on July 1-4, 2016. The selected works, which include state-of-the-art studies, are intended to promote the development of green mobility and intelligent transportation technology to achieve interconnectivity, resource sharing, flexibility and higher efficiency. They offer valuable insights for researchers and engineers in the fields of Transportation Technology and Traffic Engineering, Automotive and Mechanical Engineering, Industrial and System Engineering, and Electrical Engineering.

Intelligent Transportation Systems – Problems and Perspectives

Author : Aleksander Sładkowski
Publisher : Springer
ISBN 13 : 3319191500
Total Pages : 303 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Intelligent Transportation Systems – Problems and Perspectives by : Aleksander Sładkowski

Download or read book Intelligent Transportation Systems – Problems and Perspectives written by Aleksander Sładkowski and published by Springer. This book was released on 2015-06-24 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a discussion of problems encountered in the deployment of Intelligent Transport Systems (ITS). It puts emphasis on the early tasks of designing and proofing the concept of integration of technologies in Intelligent Transport Systems. In its first part the book concentrates on the design problems of urban ITS. The second part of the book features case studies representative for the different modes of transport. These are freight transport, rail transport and aerospace transport encompassing also space stations. The book provides ideas for deployment which may be developed by scientists and engineers engaged in the design of Intelligent Transport Systems. It can also be used in the training of specialists, students and post-graduate students in universities and transport high schools.