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Artificial Intelligence and Human Performance in Transportation

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Release : 2024-10-30
Genre : Technology & Engineering
Kind : eBook
Book Rating : 243/5 ( reviews)

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Book Synopsis Artificial Intelligence and Human Performance in Transportation by : Dimitrios Ziakkas

Download or read book Artificial Intelligence and Human Performance in Transportation written by Dimitrios Ziakkas. This book was released on 2024-10-30. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) is a major technological advancement in the 21st century. With its influence spreading to all aspects of our lives and the engineering sector, establishing well-defined objectives is crucial for successfully integrating AI in the field of transportation. This book presents different ways of adopting emerging technologies in transportation operations, including security, safety, online training, and autonomous vehicle operations on land, sea, and air. This guide is a dynamic resource for senior management and decision-makers, with essential practical advice distilled from the expertise of specialists in the field. It addresses the most critical issues facing transportation service providers in adopting AI and investigates the relationship between the human operator and the technology to navigate what is and is not feasible or impossible. Case studies of actual implementation provide context to common scenarios in the transportation sector. This book will serve the reader as the starting point for practical questions regarding the deployment and safety assurance of new and emergent technologies in the transportation domains. Artificial Intelligence and Human Performance in Transportation is a beneficial read for professionals in the fields of Human Factors, Engineering (Aviation, Maritime and Land), Logistics, Manufacturing, Accident Investigation and Safety, Cybersecurity and Human Resources.

Explainable Artificial Intelligence for Intelligent Transportation Systems

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Release : 2023-10-20
Genre : Technology & Engineering
Kind : eBook
Book Rating : 472/5 ( reviews)

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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. This book was released on 2023-10-20. 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

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Release : 2023-10-06
Genre : Computers
Kind : eBook
Book Rating : 545/5 ( reviews)

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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. This book was released on 2023-10-06. 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.

Internet of Things and Artificial Intelligence in Transportation Revolution

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Release : 2021-04-14
Genre : Technology & Engineering
Kind : eBook
Book Rating : 102/5 ( reviews)

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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. This book was released on 2021-04-14. 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.

Explainable AI for Intelligent Transportation Systems

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Author :
Release : 2024
Genre : Artificial intelligence
Kind : eBook
Book Rating : 537/5 ( reviews)

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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. This book was released on 2024. 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"--

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