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This unique resource gives you a hands-on understanding of the latest sensors, processors, and communication links for everything from vehicle counts to urban congestion measurement. Moreover, you learn statistical techniques for quantifying data accuracy and reducing uncertainty in both current system state assessments and future system state forecasts.
Traffic monitoring --- Vehicle detectors --- Vehicle detectors. --- Automatic traffic detectors --- Traffic-actuated detectors --- Traffic detectors --- Traffic sensors --- Detectors --- Traffic flow --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Traffic engineering --- Data processing --- Evaluation. --- Data processing. --- Measurement --- Equipment and supplies
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Traffic monitoring. --- Traffic engineering. --- Engineering, Traffic --- Road traffic --- Street traffic --- Traffic, City --- Traffic control --- Traffic regulation --- Urban traffic --- Highway engineering --- Transportation engineering --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Traffic engineering
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Traffic monitoring --- Intelligent transportation systems. --- Technological innovations. --- Advanced Road Traffic Systems --- Advanced Transport Telematics --- ATT (Highway communications) --- Intelligent Road Transportation Systems --- Intelligent Vehicle Highway Systems --- IRTS (Highway communications) --- ITS (Highway communications) --- IVHS (Highway communications) --- Road Transport Informatics --- RTI (Highway communications) --- Vehicle Information and Communication Systems --- VICS (Highway communications) --- Electronics in transportation --- Highway communications --- Mobile communication systems --- Sociotechnical systems --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Traffic engineering
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This book introduces the concepts of mobility data and data-driven urban traffic monitoring. A typical framework of mobility data-based urban traffic monitoring is also presented, and it describes the processes of mobility data collection, data processing, traffic modelling, and some practical issues of applying the models for urban traffic monitoring. This book presents three novel mobility data-driven urban traffic monitoring approaches. First, to attack the challenge of mobility data sparsity, the authors propose a compressive sensing-based urban traffic monitoring approach. This solution mines the traffic correlation at the road network scale and exploits the compressive sensing theory to recover traffic conditions of the whole road network from sparse traffic samplings. Second, the authors have compared the traffic estimation performances between linear and nonlinear traffic correlation models and proposed a dynamical non-linear traffic correlation modelling-based urban traffic monitoring approach. To address the challenge of involved huge computation overheads, the approach adapts the traffic modelling and estimations tasks to Apache Spark, a popular parallel computing framework. Third, in addition to mobility data collected by the public transit systems, the authors present a crowdsensing-based urban traffic monitoring approach. The proposal exploits the lightweight mobility data collected from participatory bus riders to recover traffic statuses through careful data processing and analysis. Last but not the least, the book points out some future research directions, which can further improve the accuracy and efficiency of mobility data-driven urban traffic monitoring at large scale. This book targets researchers, computer scientists, and engineers, who are interested in the research areas of intelligent transportation systems (ITS), urban computing, big data analytic, and Internet of Things (IoT). Advanced level students studying these topics benefit from this book as well.
Data mining. --- Data structures (Computer science). --- Artificial intelligence. --- Mobile computing. --- Data Mining and Knowledge Discovery. --- Data Structures and Information Theory. --- Artificial Intelligence. --- Mobile Computing. --- Electronic data processing --- Context-aware computing --- Portable computers --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Information structures (Computer science) --- Structures, Data (Computer science) --- Structures, Information (Computer science) --- File organization (Computer science) --- Abstract data types (Computer science) --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Traffic monitoring --- Data processing. --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Traffic engineering
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This book constitutes the thoroughly refereed proceedings of the 7th International Workshop on Traffic Monitoring and Analysis, TMA 2015, held in Barcelona, Spain, in April 2015. The 16 full papers presented in this volume were carefully reviewed and selected from 54 submissions. The contributions are organized in topical sections on measurement tools and methods; mobile and wireless; Web; security; and new protocols.
Computer Science. --- Computer Communication Networks. --- System Performance and Evaluation. --- Information Systems Applications (incl. Internet). --- Information Storage and Retrieval. --- Management of Computing and Information Systems. --- Computers and Society. --- Computer science. --- Computer system performance. --- Information storage and retrieval systems. --- Information Systems. --- Informatique --- Réseaux d'ordinateurs --- Systèmes d'information --- Electrical & Computer Engineering --- Engineering & Applied Sciences --- Telecommunications --- Information storage and retrieval systems --- Computer communication systems. --- Computer system failures. --- Information storage and retrieval. --- Computers and civilization. --- Management information systems. --- Computer-based information systems --- EIS (Information systems) --- Executive information systems --- MIS (Information systems) --- Sociotechnical systems --- Information resources management --- Management --- Civilization and computers --- Civilization --- Computer failures --- Computer malfunctions --- Computer systems --- Failure of computer systems --- System failures (Engineering) --- Fault-tolerant computing --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Electronic data processing --- Network computers --- Informatics --- Science --- Communication systems --- Failures --- Distributed processing --- Information storage and retrieva. --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Traffic monitoring --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Traffic engineering --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software
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This book constitutes the proceedings of the Third International Workshop on Traffic Monitoring and Analysis, TMA 2011, held in Vienna, Austria, on April 27, 2011 - co-located with EW 2011, the 17th European Wireless Conference. The workshop is an initiative from the COST Action IC0703 "Data Traffic Monitoring and Analysis: Theory, Techniques, Tools and Applications for the Future Networks". The 10 revised full papers and 6 poster papers presented together with 4 short papers were carefully reviewed and selected from 29 submissions. The papers are organized in topical sections on traffic analysis, applications and privacy, traffic classification, and a poster session.
Traffic monitoring --- Regional planning --- Pattern recognition systems --- Pattern perception --- Image processing --- Electrical & Computer Engineering --- Engineering & Applied Sciences --- Telecommunications --- Information Technology --- Computer Science (Hardware & Networks) --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Computer science. --- Computer communication systems. --- Computer system failures. --- Information storage and retrieval. --- Management information systems. --- Computer Science. --- Computer Communication Networks. --- System Performance and Evaluation. --- Information Systems Applications (incl. Internet). --- Information Storage and Retrieval. --- Management of Computing and Information Systems. --- Computer-based information systems --- EIS (Information systems) --- Executive information systems --- MIS (Information systems) --- Sociotechnical systems --- Information resources management --- Management --- Computer failures --- Computer malfunctions --- Computer systems --- Failure of computer systems --- System failures (Engineering) --- Fault-tolerant computing --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Electronic data processing --- Network computers --- Informatics --- Science --- Communication systems --- Failures --- Distributed processing --- Traffic engineering --- Computer system performance. --- Information storage and retrieva. --- Information Systems. --- Information storage and retrieval systems. --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software
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This book constitutes the proceedings of the 4th International Workshop on Traffic Monitoring and Analysis, TMA 2012, held in Vienna, Austria, in March 2012. The thoroughly refereed 10 full papers and 8 short papers presented in this volume were carefully reviewed and selected from 31 submissions. The contributions are organized in topical sections on traffic analysis and characterization: new results and improved measurement techniques; measurement for QoS, security and service level agreements; and tools for network measurement and experimentation.
Electrical & Computer Engineering --- Engineering & Applied Sciences --- Telecommunications --- Information Technology --- Computer Science (Hardware & Networks) --- Traffic monitoring --- Regional planning --- Pattern recognition systems --- Pattern perception --- Image processing --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Computer science. --- Computer communication systems. --- Computer system failures. --- Information storage and retrieval. --- Management information systems. --- Computer Science. --- Computer Communication Networks. --- System Performance and Evaluation. --- Information Systems Applications (incl. Internet). --- Information Storage and Retrieval. --- Management of Computing and Information Systems. --- Computer-based information systems --- EIS (Information systems) --- Executive information systems --- MIS (Information systems) --- Sociotechnical systems --- Information resources management --- Management --- Computer failures --- Computer malfunctions --- Computer systems --- Failure of computer systems --- System failures (Engineering) --- Fault-tolerant computing --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Electronic data processing --- Network computers --- Informatics --- Science --- Communication systems --- Failures --- Distributed processing --- Traffic engineering --- Computer system performance. --- Information storage and retrieva. --- Information Systems. --- Information storage and retrieval systems. --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software
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The Second International Workshop on Traffic Monitoring and Analysis (TMA 2010) was an initiative of the COST Action IC0703 "Data Traffic Monitoring and Analysis: Theory, Techniques, Tools and Applications for the Future Networks" (http:// www.tma-portal.eu/cost-tma-action). The COST program is an intergovernmental framework for European cooperation in science and technology, promoting the coordination of nationally funded research on a European level. Each COST Action aims at reducing the fragmentation in - search and opening the European research area to cooperation worldwide. Traffic monitoring and analysis (TMA) is nowadays an important research topic within the field of computer networks. It involves many research groups worldwide that are collectively advancing our understanding of the Internet. The importance of TMA research is motivated by the fact that modern packet n- works are highly complex and ever-evolving objects. Understanding, developing and managing such environments is difficult and expensive in practice. Traffic monitoring is a key methodology for understanding telecommunication technology and improving its operation, and the recent advances in this field suggest that evolved TMA-based techniques can play a key role in the operation of real networks.
Traffic monitoring --- Telecommunications --- Electrical & Computer Engineering --- Engineering & Applied Sciences --- Information Technology --- Computer Science (Hardware & Networks) --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Computer science. --- Computer communication systems. --- Computer system failures. --- Information storage and retrieval. --- Management information systems. --- Computer Science. --- Computer Communication Networks. --- System Performance and Evaluation. --- Information Systems Applications (incl. Internet). --- Information Storage and Retrieval. --- Management of Computing and Information Systems. --- Computer-based information systems --- EIS (Information systems) --- Executive information systems --- MIS (Information systems) --- Sociotechnical systems --- Information resources management --- Management --- Computer failures --- Computer malfunctions --- Computer systems --- Failure of computer systems --- System failures (Engineering) --- Fault-tolerant computing --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Electronic data processing --- Network computers --- Informatics --- Science --- Communication systems --- Failures --- Distributed processing --- Computer system performance. --- Information storage and retrieva. --- Information Systems. --- Information storage and retrieval systems. --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Computer networks --- Monitoring --- Traffic
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This book constitutes the proceedings of the 6th International Workshop on Traffic Monitoring and Analysis, TMA 2014, held in London, UK, in April 2014. The thoroughly refereed 11 full papers presented in this volume were carefully reviewed and selected from 30 submissions. The contributions are organized in topical sections on tools and lessons learned from passive measurement, performance at the edge, and Web, content, and interdomain.
Traffic monitoring --- Pattern perception --- Regional planning --- Pattern recognition systems --- Image processing --- Computer Communication Networks. --- Computer system performance. --- Information storage and retrieva. --- Information Systems. --- System Performance and Evaluation. --- Information Systems Applications (incl. Internet). --- Information Storage and Retrieval. --- Management of Computing and Information Systems. --- Information storage and retrieval systems. --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Computer-based information systems --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Computer systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Detection, Traffic --- Monitoring, Traffic --- Surveillance, Traffic --- Traffic detection --- Traffic surveillance --- Traffic engineering --- Computer communication systems. --- Computer system failures. --- Application software. --- Information storage and retrieval. --- Management information systems. --- Computer science. --- Informatics --- Science --- EIS (Information systems) --- Executive information systems --- MIS (Information systems) --- Sociotechnical systems --- Information resources management --- Management --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Computer failures --- Computer malfunctions --- Failure of computer systems --- System failures (Engineering) --- Fault-tolerant computing --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Electronic data processing --- Network computers --- Communication systems --- Failures --- Distributed processing
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