Data Analytics for Intelligent Transportation Systems Book

Data Analytics for Intelligent Transportation Systems


  • Author : Mashrur Chowdhury
  • Publisher : Elsevier
  • Release Date : 2017-04-05
  • Genre: Business & Economics
  • Pages : 344
  • ISBN 10 : 9780128098516

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Data Analytics for Intelligent Transportation Systems Excerpt :

Data Analytics for Intelligent Transportation Systems provides in-depth coverage of data-enabled methods for analyzing intelligent transportation systems that includes detailed coverage of the tools needed to implement these methods using big data analytics and other computing techniques. The book examines the major characteristics of connected transportation systems, along with the fundamental concepts of how to analyze the data they produce. It explores collecting, archiving, processing, and distributing the data, designing data infrastructures, data management and delivery systems, and the required hardware and software technologies. Users will learn how to design effective data visualizations, tactics on the planning process, and how to evaluate alternative data analytics for different connected transportation applications, along with key safety and environmental applications for both commercial and passenger vehicles, data privacy and security issues, and the role of social media data in traffic planning. Includes case studies in each chapter that illustrate the application of concepts covered Presents extensive coverage of existing and forthcoming intelligent transportation systems and data analytics technologies Contains contributors from both leading academic and commercial researchers Explains how to design effective data visualizations, tactics on the planning process, and how to evaluate alternative data analytics for different connected transportation applications

The Future of Intelligent Transport Systems Book

The Future of Intelligent Transport Systems


  • Author : George J. Dimitrakopoulos
  • Publisher : Elsevier
  • Release Date : 2020-03-27
  • Genre: Transportation
  • Pages : 272
  • ISBN 10 : 9780128182819

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The Future of Intelligent Transport Systems Excerpt :

The Future of Intelligent Transport Systems considers ITS from three perspectives: users, business models and regulation/policy. Topics cover in-vehicle applications, such as autonomous driving, vehicle-to-vehicle/vehicle-to-infrastructure communication, and related applications, such as personalized mobility. The book also examines ITS technology enablers, such as sensing technologies, wireless communication, computational technology, user behavior as part of the transportation chain, financial models that influence ITS, regulations, policies and standards affecting ITS, and the future of ITS applications. Users will find a holistic approach to the most recent technological advances and the future spectrum of mobility. Systematically presents the whole spectrum of next generation Intelligent Transport Systems (ITS) technologies Integrates coverage of personalized mobility and digital assistants, big data analytics and autonomous driving Includes end-of-chapter, open-ended questions that trigger thinking on the technological, managerial and regulatory aspects of ITS

Intelligent Data Analysis Book

Intelligent Data Analysis


  • Author : Deepak Gupta
  • Publisher : John Wiley & Sons
  • Release Date : 2020-07-13
  • Genre: Technology & Engineering
  • Pages : 428
  • ISBN 10 : 9781119544456

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Intelligent Data Analysis Excerpt :

This book focuses on methods and tools for intelligent data analysis, aimed at narrowing the increasing gap between data gathering and data comprehension, and emphasis will also be given to solving of problems which result from automated data collection, such as analysis of computer-based patient records, data warehousing tools, intelligent alarming, effective and efficient monitoring, and so on. This book aims to describe the different approaches of Intelligent Data Analysis from a practical point of view: solving common life problems with data analysis tools.

Data Analytics for Smart Cities Book

Data Analytics for Smart Cities


  • Author : Amir Alavi
  • Publisher : CRC Press
  • Release Date : 2018-10-26
  • Genre: Computers
  • Pages : 243
  • ISBN 10 : 9780429786624

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Data Analytics for Smart Cities Excerpt :

The development of smart cities is one of the most important challenges over the next few decades. Governments and companies are leveraging billions of dollars in public and private funds for smart cities. Next generation smart cities are heavily dependent on distributed smart sensing systems and devices to monitor the urban infrastructure. The smart sensor networks serve as autonomous intelligent nodes to measure a variety of physical or environmental parameters. They should react in time, establish automated control, and collect information for intelligent decision-making. In this context, one of the major tasks is to develop advanced frameworks for the interpretation of the huge amount of information provided by the emerging testing and monitoring systems. Data Analytics for Smart Cities brings together some of the most exciting new developments in the area of integrating advanced data analytics systems into smart cities along with complementary technological paradigms such as cloud computing and Internet of Things (IoT). The book serves as a reference for researchers and engineers in domains of advanced computation, optimization, and data mining for smart civil infrastructure condition assessment, dynamic visualization, intelligent transportation systems (ITS), cyber-physical systems, and smart construction technologies. The chapters are presented in a hands-on manner to facilitate researchers in tackling applications. Arguably, data analytics technologies play a key role in tackling the challenge of creating smart cities. Data analytics applications involve collecting, integrating, and preparing time- and space-dependent data produced by sensors, complex engineered systems, and physical assets, followed by developing and testing analytical models to verify the accuracy of results. This book covers this multidisciplinary field and examines multiple paradigms such as machine learning, pattern recognition, statistics, intelligent databases, knowledge acquisition,

Intelligent Transport Systems Book

Intelligent Transport Systems


  • Author : Asier Perallos
  • Publisher : John Wiley & Sons
  • Release Date : 2015-12-14
  • Genre: Technology & Engineering
  • Pages : 375
  • ISBN 10 : 9781118894781

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Intelligent Transport Systems Excerpt :

INTELLIGENT TRANSPORT SYSTEMS TECHNOLOGIES AND APPLICATIONS This book provides a systematic overview of Intelligent Transportation Systems (ITS), offering an insight into the reference architectures developed within the main research projects. It delves into each of the layers of such architectures, from physical to application layer, describing the technological issues which are being currently faced by some of the most important ITS research groups. The book concludes with some end-user services and applications deployed by industrial partners. The book is a well-balanced combination of academic contributions and industrial applications in the field of Intelligent Transportation Systems. It includes the most representative technologies and research results achieved by some of the most relevant research groups working on ITS, collated to show the chances of generating industrial solutions to be deployed in real transportation environments.

Deep Learning and Big Data for Intelligent Transportation Book

Deep Learning and Big Data for Intelligent Transportation


  • Author : Khaled R. Ahmed
  • Publisher : Springer Nature
  • Release Date : 2021-04-10
  • Genre: Computers
  • Pages : 264
  • ISBN 10 : 9783030656614

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Deep Learning and Big Data for Intelligent Transportation 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.

Mobility Patterns  Big Data and Transport Analytics Book

Mobility Patterns Big Data and Transport Analytics


  • Author : Constantinos Antoniou
  • Publisher : Elsevier
  • Release Date : 2018-11-27
  • Genre: Social Science
  • Pages : 452
  • ISBN 10 : 9780128129715

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Mobility Patterns Big Data and Transport Analytics Excerpt :

Mobility Patterns, Big Data and Transport Analytics provides a guide to the new analytical framework and its relation to big data, focusing on capturing, predicting, visualizing and controlling mobility patterns - a key aspect of transportation modeling. The book features prominent international experts who provide overviews on new analytical frameworks, applications and concepts in mobility analysis and transportation systems. Users will find a detailed, mobility ‘structural’ analysis and a look at the extensive behavioral characteristics of transport, observability requirements and limitations for realistic transportation applications and transportation systems analysis that are related to complex processes and phenomena. This book bridges the gap between big data, data science, and transportation systems analysis with a study of big data’s impact on mobility and an introduction to the tools necessary to apply new techniques. The book covers in detail, mobility ‘structural’ analysis (and its dynamics), the extensive behavioral characteristics of transport, observability requirements and limitations for realistic transportation applications, and transportation systems analysis related to complex processes and phenomena. The book bridges the gap between big data, data science, and Transportation Systems Analysis with a study of big data’s impact on mobility, and an introduction to the tools necessary to apply new techniques. Guides readers through the paradigm-shifting opportunities and challenges of handling Big Data in transportation modeling and analytics Covers current analytical innovations focused on capturing, predicting, visualizing, and controlling mobility patterns, while discussing future trends Delivers an introduction to transportation-related information advances, providing a benchmark reference by world-leading experts in the field Captures and manages mobility patterns, covering multiple purposes and alternative transport modes, in a mult

Big Data Analytics and Intelligent Techniques for Smart Cities Book

Big Data Analytics and Intelligent Techniques for Smart Cities


  • Author : Kolla Bhanu Prakash
  • Publisher : CRC Press
  • Release Date : 2021-09-20
  • Genre: Technology & Engineering
  • Pages : 297
  • ISBN 10 : 9781000413366

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Big Data Analytics and Intelligent Techniques for Smart Cities Excerpt :

Big Data Analytics and Intelligent Techniques for Smart Cities covers fundamentals, advanced concepts, and applications of big data analytics for smart cities in a single volume. This comprehensive reference text discusses big data theory modeling and simulation for smart cities and examines case studies in a single volume. The text discusses how to develop a smart city and state-of-the-art system design, system verification, real-time control and adaptation, Internet of Things, and testbeds. It covers applications of smart cities as they relate to smart transportation/connected vehicle (CV) and intelligent transportation systems (ITS) for improved mobility, safety, and environmental protection. It will be useful as a reference text for graduate students in different areas including electrical engineering, computer science engineering, civil engineering, and electronics and communications engineering. Features: Technologies and algorithms associated with the application of big data for smart cities Discussions on big data theory modeling and simulation for smart cities Applications of smart cities as they relate to smart transportation and intelligent transportation systems (ITS) Discussions on concepts including smart education, smart culture, and smart transformation management for social and societal changes

Big Data and Smart Service Systems Book

Big Data and Smart Service Systems


  • Author : Xiwei Liu
  • Publisher : Academic Press
  • Release Date : 2016-11-23
  • Genre: Technology & Engineering
  • Pages : 232
  • ISBN 10 : 9780128120408

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Big Data and Smart Service Systems Excerpt :

Big Data and Smart Service Systems presents the theories and applications regarding Big Data and smart service systems, data acquisition, smart cities, business decision-making support, and smart service design. The rapid development of computer and Internet technologies has led the world to the era of Big Data. Big Data technologies are widely used, which has brought unprecedented impacts on traditional industries and lifestyle. More and more governments, business sectors, and institutions begin to realize data is becoming the most valuable asset and its analysis is becoming the core competitiveness. Describes the frontier of service science and motivates a discussion among readers on a multidisciplinary subject areas that explores the design of smart service Illustrates the concepts, framework, and application of big data and smart service systems Demonstrates the crucial role of smart service to promote the transformation of the regional and global economy

Intelligent Transportation and Planning  Breakthroughs in Research and Practice Book

Intelligent Transportation and Planning Breakthroughs in Research and Practice


  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2018-02-02
  • Genre: Transportation
  • Pages : 1111
  • ISBN 10 : 9781522552116

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Intelligent Transportation and Planning Breakthroughs in Research and Practice Excerpt :

From driverless cars to vehicular networks, recent technological advances are being employed to increase road safety and improve driver satisfaction. As with any newly developed technology, researchers must take care to address all concerns, limitations, and dangers before widespread public adoption. Intelligent Transportation and Planning: Breakthroughs in Research and Practice is an innovative reference source for the latest academic material on the applications, management, and planning of intelligent transportation systems. Highlighting a range of topics, such as automatic control, infrastructure systems, and system architecture, this publication is ideally designed for engineers, academics, professionals, and practitioners actively involved in the transportation planning sector.

The Future of Intelligent Transport Systems Book

The Future of Intelligent Transport Systems


  • Author : George J. Dimitrakopoulos
  • Publisher : Elsevier
  • Release Date : 2020-02-19
  • Genre: Transportation
  • Pages : 272
  • ISBN 10 : 9780128182826

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The Future of Intelligent Transport Systems Excerpt :

The Future of Intelligent Transport Systems considers ITS from three perspectives: users, business models and regulation/policy. Topics cover in-vehicle applications, such as autonomous driving, vehicle-to-vehicle/vehicle-to-infrastructure communication, and related applications, such as personalized mobility. The book also examines ITS technology enablers, such as sensing technologies, wireless communication, computational technology, user behavior as part of the transportation chain, financial models that influence ITS, regulations, policies and standards affecting ITS, and the future of ITS applications. Users will find a holistic approach to the most recent technological advances and the future spectrum of mobility. Systematically presents the whole spectrum of next generation Intelligent Transport Systems (ITS) technologies Integrates coverage of personalized mobility and digital assistants, big data analytics and autonomous driving Includes end-of-chapter, open-ended questions that trigger thinking on the technological, managerial and regulatory aspects of ITS

Cloud Computing Enabled Big Data Analytics in Wireless Ad hoc Networks Book

Cloud Computing Enabled Big Data Analytics in Wireless Ad hoc Networks


  • Author : Sanjoy Das
  • Publisher : CRC Press
  • Release Date : 2022-03-21
  • Genre: Technology & Engineering
  • Pages : 300
  • ISBN 10 : 9781000539493

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Cloud Computing Enabled Big Data Analytics in Wireless Ad hoc Networks Excerpt :

This book discusses intelligent computing through the Internet of Things (IoT) and Big-Data in vehicular environments in a single volume. It covers important topics, such as topology-based routing protocols, heterogeneous wireless networks, security risks, software-defined vehicular ad-hoc networks, vehicular delay tolerant networks, and energy harvesting for WSNs using rectenna. FEATURES Covers applications of IoT in Vehicular Ad-hoc Networks (VANETs) Discusses use of machine learning and other computing techniques for enhancing performance of networks Explains game theory-based vertical handoffs in heterogeneous wireless networks Examines monitoring and surveillance of vehicles through the vehicular sensor network Investigates theoretical approaches on software-defined VANET The book is aimed at graduate students and academic researchers in the fields of electrical engineering, electronics and communication engineering, computer science, and engineering.

IoT and Big Data Analytics for Smart Cities Book

IoT and Big Data Analytics for Smart Cities


  • Author : Sathiyaraj Rajendran
  • Publisher : CRC Press
  • Release Date : 2022-12-01
  • Genre: Computers
  • Pages : 283
  • ISBN 10 : 9781000789898

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IoT and Big Data Analytics for Smart Cities Excerpt :

The book IoT and Big Data Analytics (IoT-BDA) for Smart Cities – A Global Perspective, emphasizes the challenges, architectural models, and intelligent frameworks with smart decisionmaking systems using Big Data and IoT with case studies. The book illustrates the benefits of Big Data and IoT methods in framing smart systems for smart applications. The text is a coordinated amalgamation of research contributions and industrial applications in the field of smart cities. Features: • Provides the necessity of convergence of Big Data Analytics and IoT techniques in smart city application. • Challenges and Roles of IoT and Big Data in Smart City applications. • Provides Big Data-IoT intelligent smart systems in a global perspective. • Provides a predictive framework that can handle the traffic on abnormal days, such as weekends and festival holidays. • Gives various solutions and ideas for smart traffic development in smart cities. • Gives a brief idea of the available algorithms/techniques of Big Data and IoT and guides in developing a solution for smart city applications. This book is primarily aimed at IT professionals. Undergraduates, graduates, and researchers in the area of computer science and information technology will also find this book useful.

Big Data Transportation Systems Book

Big Data Transportation Systems


  • Author : Guanghui Zhao
  • Publisher : World Scientific Publishing Company
  • Release Date : 2021
  • Genre: Computers
  • Pages : 352
  • ISBN 10 : 9811235996

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Big Data Transportation Systems Excerpt :

This book is designed as a popular science book on big data analytics in intelligent transportation systems. It aims to provide an introduction to big-data transportation starting from an overview on the development of big data transportation in various countries. This is followed by a discussion on the blueprint strategies of big data transportation which include innovative models, planning, transportation logistics, and application case studies. Finally, the book discusses applications of big data transportation platforms.

Cloud Based Big Data Analytics in Vehicular Ad Hoc Networks Book

Cloud Based Big Data Analytics in Vehicular Ad Hoc Networks


  • Author : Rao, Ram Shringar
  • Publisher : IGI Global
  • Release Date : 2020-09-11
  • Genre: Computers
  • Pages : 312
  • ISBN 10 : 9781799827665

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Cloud Based Big Data Analytics in Vehicular Ad Hoc Networks Excerpt :

Vehicular traffic congestion and accidents remain universal issues in today’s world. Due to the continued growth in the use of vehicles, optimizing traffic management operations is an immense challenge. To reduce the number of traffic accidents, improve the performance of transportation systems, enhance road safety, and protect the environment, vehicular ad-hoc networks have been introduced. Current developments in wireless communication, computing paradigms, big data, and cloud computing enable the enhancement of these networks, equipped with wireless communication capabilities and high-performance processing tools. Cloud-Based Big Data Analytics in Vehicular Ad-Hoc Networks is a pivotal reference source that provides vital research on cloud and data analytic applications in intelligent transportation systems. While highlighting topics such as location routing, accident detection, and data warehousing, this publication addresses future challenges in vehicular ad-hoc networks and presents viable solutions. This book is ideally designed for researchers, computer scientists, engineers, automobile industry professionals, IT practitioners, academicians, and students seeking current research on cloud computing models in vehicular networks.