Artificial Intelligence Applications to Traffic Engineering

Artificial Intelligence Applications to Traffic Engineering PDF Author: Maurizio Bielli
Publisher: VSP
ISBN: 9789067641715
Category : Technology & Engineering
Languages : en
Pages : 340

Book Description
In recent years the applications of advanced information technologies in the field of transportation have affected both road infrastructures and vehicle technologies. The development of advanced transport telematics systems and the implementation of a new generation of technological options in the transport environment have had a significant impact on improved traffic management, efficiency and safety. This volume contains contributions from scientific and academic centres which have been active in this field of research and provides an overview of applications of AI technology in the field of traffic control and management. The topics covered are: -- current status of AI in transport -- AI applications in traffic engineering -- in-vehicle AI

Artificial Intelligence for Traffic Monitoring and Management

Artificial Intelligence for Traffic Monitoring and Management PDF Author: Nikita Aggarwal
Publisher:
ISBN:
Category : Artificial intelligence
Languages : en
Pages : 0

Book Description
In our research, we further develop our end to end system that processes video streams in real-time using deep learning, pattern recognition and many other methodologies to monitor and count pedestrians in road traffic environments. The developed AI system uses regular traffic cameras coming from the city of Los Angeles to control and analyze real-time traffic videos with greater focus on pedestrian traffic.There are a number of challenges presented when using these traffic cameras such as trajectory misgeneration and pedestrian misclassification. The objective is to fine-tune our pedestrian tracking and trajectory prediction to monitor pedestrian traffic and observe their travelling patterns. We also propose a transfer learning-based model to improve pedestrian recognition and expand its capability to identify more traffic-related objects. The system introduces a new lane detection feature to better manage traffic flow and gain more information of a vehicle's position and direction of movement.California State University, Los Angeles has partnered with leading industry clients the City of Los Angeles, the Los Angeles Department of Transportation (LADOT), California Department of Transportation (CalTrans), and Toyota Mobility Foundation to develop this highly advanced, modern system for real-time monitoring, tracking and counting of pedestrians.

Road Traffic Modeling and Management

Road Traffic Modeling and Management PDF Author: Fouzi Harrou
Publisher: Elsevier
ISBN: 0128234334
Category : Transportation
Languages : en
Pages : 270

Book Description
Road Traffic Modeling and Management: Using Statistical Monitoring and Deep Learning provides a framework for understanding and enhancing road traffic monitoring and management. The book examines commonly used traffic analysis methodologies as well the emerging methods that use deep learning methods. Other sections discuss how to understand statistical models and machine learning algorithms and how to apply them to traffic modeling, estimation, forecasting and traffic congestion monitoring. Providing both a theoretical framework along with practical technical solutions, this book is ideal for researchers and practitioners who want to improve the performance of intelligent transportation systems. - Provides integrated, up-to-date and complete coverage of the key components for intelligent transportation systems: traffic modeling, forecasting, estimation and monitoring - Uses methods based on video and time series data for traffic modeling and forecasting - Includes case studies, key processes guidance and comparisons of different methodologies

Explainable Artificial Intelligence for Intelligent Transportation Systems

Explainable Artificial Intelligence for Intelligent Transportation Systems PDF Author: Loveleen Gaur
Publisher: Springer Nature
ISBN: 3031096444
Category : Computers
Languages : en
Pages : 103

Book Description
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.

Road Vehicle Automation 3

Road Vehicle Automation 3 PDF Author: Gereon Meyer
Publisher: Springer
ISBN: 3319405039
Category : Technology & Engineering
Languages : en
Pages : 292

Book Description
This edited book comprises papers about the impacts, benefits and challenges of connected and automated cars. It is the third volume of the LNMOB series dealing with Road Vehicle Automation. The book comprises contributions from researchers, industry practitioners and policy makers, covering perspectives from the U.S., Europe and Japan. It is based on the Automated Vehicles Symposium 2015 which was jointly organized by the Association of Unmanned Vehicle Systems International (AUVSI) and the Transportation Research Board (TRB) in Ann Arbor, Michigan, in July 2015. The topical spectrum includes, but is not limited to, public sector activities, human factors, ethical and business aspects, energy and technological perspectives, vehicle systems and transportation infrastructure. This book is an indispensable source of information for academic researchers, industrial engineers and policy makers interested in the topic of road vehicle automation.

The Handbook of Road Safety Measures

The Handbook of Road Safety Measures PDF Author: Rune Elvik
Publisher: Emerald Group Publishing
ISBN: 1848552505
Category : Transportation
Languages : en
Pages : 1137

Book Description
Contains summaries of the knowledge regarding the effects of 128 road safety measures. This title covers various areas of road safety including: traffic control; vehicle inspection; driver training; publicity campaigns; police enforcement; and, general policy instruments. It also covers topics such as post-accident care, and speed cameras.

Urban Mobility Report (2004)

Urban Mobility Report (2004) PDF Author: David Schrank
Publisher: DIANE Publishing
ISBN: 1437905609
Category : Transportation
Languages : en
Pages : 24

Book Description
Congestion continues to grow in America¿s urban areas. This report presents details on the 2004 trends, findings and what can be done to address the growing transportation problems. Trend data from 1982 to 2002 for 85 urban areas provides both a local view and a national perspective on the growth and extent of traffic congestion. The 2004 Report provides clear evidence that the time for improvements has arrived. Communicating the congestion levels and the need for improvements is a goal of this report. The decisions about which, and how much, improvement to fund will be made at the local level according to a variety of goals, but there are some broad conclusions that can be drawn from this database. Tables.

Introduction to Intelligent Systems in Traffic and Transportation

Introduction to Intelligent Systems in Traffic and Transportation PDF Author: Ana L.C. Bazzan
Publisher: Morgan & Claypool Publishers
ISBN: 1627052089
Category : Computers
Languages : en
Pages : 139

Book Description
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.

Redefining Traffic: How Ai Leads The Change

Redefining Traffic: How Ai Leads The Change PDF Author: Guanghui Zhao
Publisher: World Scientific
ISBN: 9811249768
Category : Computers
Languages : en
Pages : 304

Book Description
Advances in Artificial intelligence (AI) have redefined research and development in many areas, particularly in the direction of engineering research, application of machine learning, and the use of deep learning in many aspects of engineering research.This book looks at the impact of AI and how it has transformed transportation in the form of Smart Traffic Management Systems in a world of unmanned systems and autonomous machines. The book explores the problems faced in air, sea and land transport and traffic. It looks into Unmanned Aerial Vehicles (UAVs), autonomous and remotely-operated ships, intelligent port management systems, and modern urban railway systems.Redefining Traffic is a reference book for researchers, engineers, and technical personnel specializing in intelligent traffic, artificial intelligence, big data, and the Internet of Things (IoT). It can also be used as a study guide for advanced undergraduates interested in AI, vehicle engineering, automation, and computing.

Information Technology, Geographic Information Systems, and Artificial Intelligence

Information Technology, Geographic Information Systems, and Artificial Intelligence PDF Author:
Publisher:
ISBN: 9780309104517
Category : Geographic information systems
Languages : en
Pages : 125

Book Description