A Framework for Processing Connected Vehicle Data in Transportation Planning Applications

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Publisher :
ISBN 13 :
Total Pages : 106 pages
Book Rating : 4.:/5 (973 download)

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Book Synopsis A Framework for Processing Connected Vehicle Data in Transportation Planning Applications by : Amanda Marie Deering

Download or read book A Framework for Processing Connected Vehicle Data in Transportation Planning Applications written by Amanda Marie Deering and published by . This book was released on 2016 with total page 106 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis presents a framework to process connected vehicle data into a format that is practical for implementation in the transportation planning field. Whereas prior research on connected vehicles has used theoretical models or small data samples for analysis, this study uses the largest public connected vehicle dataset currently available – the Sample Data Environment from the Safety Pilot Model Deployment project out of Ann Arbor, Michigan. This data includes basic safety messages and driving data for 2800 vehicles over two months. An algorithm to process basic safety message data into a trip level dataset is presented. This thesis also includes a process for spatial aggregation of trips into origin and destination zones using a hexagonal grid. These processes are implemented through the combination of a variety of open-source tools including Hadoop and PostgreSQL. Excerpts from the processed data are provided as well as sample analysis applications for the trip and spatial data. Recommendations and guidance are provided on handling the details of such an immense dataset. Since similar future vehicle-to-vehicle communications datasets are likely, it is imperative to develop methods to process and analyze this rich data effectively.

Data Analytics for Intelligent Transportation Systems

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Publisher : Elsevier
ISBN 13 : 0128098511
Total Pages : 346 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Data Analytics for Intelligent Transportation Systems by : Mashrur Chowdhury

Download or read book Data Analytics for Intelligent Transportation Systems written by Mashrur Chowdhury and published by Elsevier. This book was released on 2017-04-05 with total page 346 pages. Available in PDF, EPUB and Kindle. Book 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

Connected Vehicle Systems

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Publisher : CRC Press
ISBN 13 : 1351869515
Total Pages : 298 pages
Book Rating : 4.3/5 (518 download)

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Book Synopsis Connected Vehicle Systems by : Yunpeng Wang

Download or read book Connected Vehicle Systems written by Yunpeng Wang and published by CRC Press. This book was released on 2017-08-07 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: Connected vehicles and intelligent vehicles have been identified as key technologies for increasing road safety and transport efficiency. This book presents and discusss the recent advances in theory and practice in connected vehicle systems. It covers emerging research that aims at dealing with the challenges in designing the essential functional components of connected vehicles. Major topics include intra- and inter-vehicle communications, mobility model of fleet and ramp merging, trace and position data analysis, security and privacy.

Vehicle Computing

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Publisher : Springer Nature
ISBN 13 : 3031599632
Total Pages : 248 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Vehicle Computing by : Sidi Lu

Download or read book Vehicle Computing written by Sidi Lu and published by Springer Nature. This book was released on with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Towards Connected and Autonomous Vehicle Highways

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Publisher : Springer Nature
ISBN 13 : 3030660427
Total Pages : 345 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Towards Connected and Autonomous Vehicle Highways by : Umar Zakir Abdul Hamid

Download or read book Towards Connected and Autonomous Vehicle Highways written by Umar Zakir Abdul Hamid and published by Springer Nature. This book was released on 2021-06-17 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book combines comprehensive multi-angle discussions on fully connected and automated vehicle highway implementation. It covers the current progress of the works towards autonomous vehicle highway development, which encompasses the discussion on the technical, social, and policy as well as security aspects of Connected and Autonomous Vehicles (CAV) topics. This, in return, will be beneficial to a vast amount of readers who are interested in the topics of CAV, Automated Highway and Smart City, among many others. Topics include, but are not limited to, Autonomous Vehicle in the Smart City, Automated Highway, Smart-Cities Transportation, Mobility as a Service, Intelligent Transportation Systems, Data Management of Connected and Autonomous Vehicle, Autonomous Trucks, and Autonomous Freight Transportation. Brings together contributions discussing the latest research in full automated highway implementation; Discusses topics such as autonomous vehicles, intelligent transportation systems, and smart highways; Features contributions from researchers, academics, and professionals from a broad perspective.

Data-Driven Solutions to Transportation Problems

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Publisher : Elsevier
ISBN 13 : 0128170271
Total Pages : 299 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Data-Driven Solutions to Transportation Problems by : Yinhai Wang

Download or read book Data-Driven Solutions to Transportation Problems written by Yinhai Wang and published by Elsevier. This book was released on 2018-12-04 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data-Driven Solutions to Transportation Problems explores the fundamental principle of analyzing different types of transportation-related data using methodologies such as the data fusion model, the big data mining approach, computer vision-enabled traffic sensing data analysis, and machine learning. The book examines the state-of-the-art in data-enabled methodologies, technologies and applications in transportation. Readers will learn how to solve problems relating to energy efficiency under connected vehicle environments, urban travel behavior, trajectory data-based travel pattern identification, public transportation analysis, traffic signal control efficiency, optimizing traffic networks network, and much more. Synthesizes the newest developments in data-driven transportation science Includes case studies and examples in each chapter that illustrate the application of methodologies and technologies employed Useful for both theoretical and technically-oriented researchers

Urban Transportation Planning in the United States

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Publisher : Springer
ISBN 13 : 3319399756
Total Pages : 442 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Urban Transportation Planning in the United States by : Edward Weiner

Download or read book Urban Transportation Planning in the United States written by Edward Weiner and published by Springer. This book was released on 2016-09-16 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this new fifth edition, there is a strong focus on the increasing concern over infrastructure resilience from the threat of serious storms, human activity, and population growth. The new edition also looks technologies that urban transportation planners are increasingly focused on, such as vehicle to vehicle communications and driver-less cars, which have the potential to radically improve transportation. This book also investigates the effects of transportation on the health of travelers and the general public, and the ways in which these concerns have become additional factors in the transportation and infrastructure planning and policy process. The development of U.S. urban transportation policy over the past half-century illustrates the changing relationships among federal, state, and local governments. This comprehensive text examines the evolution of urban transportation planning from early developments in highway planning in the 1930s to today’s concerns over sustainable development, security, and pollution control. Highlighting major national events, the book examines the influence of legislation, regulations, conferences, federal programs, and advances in planning procedures and technology. The volume provides in-depth coverage of the most significant event in transportation planning, the Federal-Aid Highway Act of 1962, which created a federal mandate for a comprehensive urban transportation planning process, carried out cooperatively by states and local governments with federal funding. Claiming that urban transportation planning is more sophisticated, costly, and complex than its highway and transit planning predecessors, the book demonstrates how urban transportation planning evolved in response to changes in such factors as the environment, energy, development patterns, intergovernmental coordination, and federal transit programs. This new edition includes analyses of the growing threats to infrastructure, new projects in infrastructure resilience, the promise of new technologies to improve urban transportation, and the recent shifts in U.S. transportation policy. This book will be of interest to researchers and practitioners in transportation legislation and policy, eco-justice, and regional and urban planning.

DATA-DRIVEN OPTIMIZATION-BASED TRANSPORTATION MODELS FOR CONNECTED AND AUTOMATED VEHICLES

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (115 download)

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Book Synopsis DATA-DRIVEN OPTIMIZATION-BASED TRANSPORTATION MODELS FOR CONNECTED AND AUTOMATED VEHICLES by :

Download or read book DATA-DRIVEN OPTIMIZATION-BASED TRANSPORTATION MODELS FOR CONNECTED AND AUTOMATED VEHICLES written by and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstract : This dissertation proposes a data-driven optimization-based framework to model traffic dynamics under uncertainty including travel demand, transportation network (i.e. route choice), and connected and automated driving dynamics (on freeways and arterials) using connected vehicle data though Vehicle-to-Vehicle (V2V), Vehicle-to-Infrastructure (V2I), and Vehicle-to-Network (V2N) communications. To model travel demand dynamics, this dissertation proposes Distributionally Robust Stochastic Optimization (DRSO) using V2N data. A challenge of modeling travel demand dynamics directly using the real-world V2N data is the incomplete and inaccurate trajectory records from the raw data due to technical and privacy issues. Through the proposed DRSO models, this dissertation offline reconstructs the missing choices of activity locations, durations, and paths using the partially observed trajectories from a real-world connected vehicle dataset. This dataset contains around 2,800 connected vehicles over two separate months in Southeast Michigan from the Safety Pilot Model Deployment (SPMD) project. For modeling route choice dynamics, this dissertation develops a Conditional Value-at-Risk (CVaR) based DRSO model for the route choice problem under the impacts of travel time uncertainties and travelers' risk attitudes using vehicle trajectory data from the SPMD dataset. The proposed CVaR-DRSO model offline estimates route choices under uncertainties by using a data-driven uncertainty set. For modeling connected and automated driving, this dissertation develops DRSO-based Model Predictive Control (MPC) models with Distributionally Robust Chance Constraints (DRCC). For the connected and automated driving on freeways (i.e. uninterrupted flow facilities), a DRSO-DRCC based MPC model is proposed to improve the stability, robustness, and safety for the online longitudinal cooperative automated driving of a platoon of Connected and Automated Vehicles (CAVs) under uncertain traffic conditions by using real-time V2V data. For the energy efficient connected and automated driving on arterials (i.e. interrupted flow facilities), a DRSO-DRCC based MPC model is developed to improve the safety, energy, efficiency, driving comfort, and robustness of the automated driving on signalized arterials under traffic uncertainties by using real-time V2I and V2V data. This dissertation provides a comprehensive data-driven optimization-based framework to model the traffic dynamics using the connected vehicle data and improve the connected and automated driving control under uncertainty based on CAV technologies.

Fundamentals of Connected and Automated Vehicles

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Publisher : SAE International
ISBN 13 : 0768099803
Total Pages : 273 pages
Book Rating : 4.7/5 (68 download)

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Book Synopsis Fundamentals of Connected and Automated Vehicles by : Jeffrey Wishart

Download or read book Fundamentals of Connected and Automated Vehicles written by Jeffrey Wishart and published by SAE International. This book was released on 2022-01-20 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: The automotive industry is transforming to a greater degree that has occurred since Henry Ford introduced mass production of the automobile with the Model T in 1913. Advances in computing, data processing, and artificial intelligence (deep learning in particular) are driving the development of new levels of automation that will impact all aspects of our lives including our vehicles. What are Connected and Automated Vehicles (CAVs)? What are the underlying technologies that need to mature and converge for them to be widely deployed? Fundamentals of Connected and Automated Vehicles is written to answer these questions, educating the reader with the information required to make informed predictions of how and when CAVs will impact their lives. Topics covered include: History of Connected and Automated Vehicles, Localization, Connectivity, Sensor and Actuator Hardware, Computer Vision, Sensor Fusion, Path Planning and Motion Control, Verification and Validation, and Outlook for future of CAVs.

Transportation, Land Use, and Environmental Planning

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Publisher : Elsevier
ISBN 13 : 0128151684
Total Pages : 652 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Transportation, Land Use, and Environmental Planning by : Elizabeth Deakin

Download or read book Transportation, Land Use, and Environmental Planning written by Elizabeth Deakin and published by Elsevier. This book was released on 2019-10-25 with total page 652 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transportation, Land Use, and Environmental Planning examines the practices and policies linking transportation, land use and environmental planning needed to achieve a healthy environment, thriving economy, and more equitable and inclusive society. It assesses best practices for improving the performance of city and regional transportation systems, looking at such issues as public transit and non-motorized travel investments, mixed use and higher density urban development, radically transformed vehicles, and transportation systems. The book lays out the growing need for greater integration of transportation, land use, and environmental planning, looking closely at changing demographic needs, public health concerns, housing affordability, equity, and livability. In addition, strategies for achieving these desired outcomes are presented, including urban design and land use planning, regional and corridor-level transit plans, bike and pedestrian improvements, demand management strategies, and emerging technologies and services. The final part of the book examines implementation challenges, considering lessons from the US and around the globe at both local and regional levels. Introduces never-before-published research Offers best practices for transit, cycling, urban design and housing provision Assesses emerging developments, such as smart cities, new vehicle technologies, automated highways and transportation sharing Examines the institutional and political dimensions of sustainability planning at the urban and regional levels Utilizes case studies from around the world that show alternative ways forward

Machine Learning for Transportation Research and Applications

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Publisher : Elsevier
ISBN 13 : 0323996809
Total Pages : 254 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Machine Learning for Transportation Research and Applications by : Yinhai Wang

Download or read book Machine Learning for Transportation Research and Applications written by Yinhai Wang and published by Elsevier. This book was released on 2023-04-19 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transportation is a combination of systems that presents a variety of challenges often too intricate to be addressed by conventional parametric methods. Increasing data availability and recent advancements in machine learning provide new methods to tackle challenging transportation problems. This textbookis designed for college or graduate-level students in transportation or closely related fields to study and understand fundamentals in machine learning. Readers will learn how to develop and apply various types of machine learning models to transportation-related problems. Example applications include traffic sensing, data-quality control, traffic prediction, transportation asset management, traffic-system control and operations, and traffic-safety analysis. Introduces fundamental machine learning theories and methodologies Presents state-of-the-art machine learning methodologies and their incorporation into transportationdomain knowledge Includes case studies or examples in each chapter that illustrate the application of methodologies andtechniques for solving transportation problems Provides practice questions following each chapter to enhance understanding and learning Includes class projects to practice coding and the use of the methods

Connected Vehicle Application Prioritization Process and Stakeholder Outreach as Part of Preparing a Possible Oregon Road Map for Connected Vehicle/cooperative Systems Deployment Scenarios

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Publisher :
ISBN 13 :
Total Pages : 70 pages
Book Rating : 4.:/5 (948 download)

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Book Synopsis Connected Vehicle Application Prioritization Process and Stakeholder Outreach as Part of Preparing a Possible Oregon Road Map for Connected Vehicle/cooperative Systems Deployment Scenarios by : Robert L. Bertini

Download or read book Connected Vehicle Application Prioritization Process and Stakeholder Outreach as Part of Preparing a Possible Oregon Road Map for Connected Vehicle/cooperative Systems Deployment Scenarios written by Robert L. Bertini and published by . This book was released on 2016 with total page 70 pages. Available in PDF, EPUB and Kindle. Book excerpt:

ITS Sensors and Architectures for Traffic Management and Connected Vehicles

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Publisher : CRC Press
ISBN 13 : 1351800965
Total Pages : 518 pages
Book Rating : 4.3/5 (518 download)

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Book Synopsis ITS Sensors and Architectures for Traffic Management and Connected Vehicles by : Lawrence A. Klein

Download or read book ITS Sensors and Architectures for Traffic Management and Connected Vehicles written by Lawrence A. Klein and published by CRC Press. This book was released on 2017-08-07 with total page 518 pages. Available in PDF, EPUB and Kindle. Book excerpt: An intelligent transportation system (ITS) offers considerable opportunities for increasing the safety, efficiency, and predictability of traffic flow and reducing vehicle emissions. Sensors (or detectors) enable the effective gathering of arterial and controlled-access highway information in support of automatic incident detection, active transportation and demand management, traffic-adaptive signal control, and ramp and freeway metering and dispatching of emergency response providers. As traffic flow sensors are integrated with big data sources such as connected and cooperative vehicles, and cell phones and other Bluetooth-enabled devices, more accurate and timely traffic flow information can be obtained. The book examines the roles of traffic management centers that serve cities, counties, and other regions, and the collocation issues that ensue when multiple agencies share the same space. It describes sensor applications and data requirements for several ITS strategies; sensor technologies; sensor installation, initialization, and field-testing procedures; and alternate sources of traffic flow data. The book addresses concerns related to the introduction of automated and connected vehicles, and the benefits that systems engineering and national ITS architectures in the US, Europe, Japan, and elsewhere bring to ITS. Sensor and data fusion benefits to traffic management are described, while the Bayesian and Dempster–Shafer approaches to data fusion are discussed in more detail. ITS Sensors and Architectures for Traffic Management and Connected Vehicles suits the needs of personnel in transportation institutes and highway agencies, and students in undergraduate or graduate transportation engineering courses.

Potential Connected Vehicle Applications to Enhance Mobility, Safety, and Environmental Security

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Publisher :
ISBN 13 :
Total Pages : 94 pages
Book Rating : 4.3/5 (555 download)

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Book Synopsis Potential Connected Vehicle Applications to Enhance Mobility, Safety, and Environmental Security by : Xiaosi Zeng

Download or read book Potential Connected Vehicle Applications to Enhance Mobility, Safety, and Environmental Security written by Xiaosi Zeng and published by . This book was released on 2012 with total page 94 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Cloud of Things

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Publisher : CRC Press
ISBN 13 : 1040089267
Total Pages : 383 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Cloud of Things by : Jitendra Kumar

Download or read book Cloud of Things written by Jitendra Kumar and published by CRC Press. This book was released on 2024-08-07 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cloud computing is the on-demand availability of computer system resources, especially data storage and computing power, without direct active management by the user. This book explores algorithms, protocols, and system design principles of key smart technologies including cloud computing and the internet of things. • Discusses the system design principles in cloud computing along with artificial intelligence, machine learning, and data analytics applications • Presents blockchain-based solutions, cyber-physical system applications, and deep learning approaches to solving practical problems • Highlights important concepts including the cloud of things architecture, cloud service management and virtualization, and resource management techniques • Covers advanced technologies including fog computing, edge computing, and distributed intelligence • Explores cloud-enabling technology, broadband networks and internet architecture, internet service providers (ISPs), and connectionless packet switching. The book is primarily written for graduate students, academic researchers, and professionals in the field of computer science and engineering, electrical engineering, and information technology.

Freeway Traffic Modelling and Control

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Publisher : Springer
ISBN 13 : 3319759612
Total Pages : 324 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Freeway Traffic Modelling and Control by : Antonella Ferrara

Download or read book Freeway Traffic Modelling and Control written by Antonella Ferrara and published by Springer. This book was released on 2018-04-12 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph provides an extended overview of modelling and control approaches for freeway traffic systems, moving from the early methods to the most recent scientific results and field implementations. The concepts of green traffic systems and smart mobility are addressed in the book, since a modern freeway traffic management system should be designed to be sustainable. Future perspectives on freeway traffic control are also analysed and discussed with reference to the most recent technological advancements The most widespread modelling and control techniques for freeway traffic systems are treated with mathematical rigour, but also discussed with reference to their performance assessment and to the expected impact of their practical usage in real traffic systems. In order to make the book accessible to readers of different backgrounds, some fundamental aspects of traffic theory as well as some basic control concepts, useful for better understanding the addressed topics, are provided in the book. This monograph can be used as a textbook for courses on transport engineering, traffic management and control. It is also addressed to experts working in traffic monitoring and control areas and to researchers, technicians and practitioners of both transportation and control engineering. The authors’ systematic vision of traffic modelling and control methods developed over decades makes the book a valuable survey resource for freeway traffic managers, freeway stakeholders and transportation public authorities with professional interests in freeway traffic systems. Advances in Industrial Control reports and encourages the transfer of technology in control engineering. The rapid development of control technology has an impact on all areas of the control discipline. The series offers an opportunity for researchers to present an extended exposition of new work in all aspects of industrial control.

Transportation and Environment

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Publisher :
ISBN 13 : 9780309070706
Total Pages : 105 pages
Book Rating : 4.0/5 (77 download)

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Book Synopsis Transportation and Environment by :

Download or read book Transportation and Environment written by and published by . This book was released on 1999 with total page 105 pages. Available in PDF, EPUB and Kindle. Book excerpt: