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Streaming Route Assignment for Connected Autonomous Vehicles (Systems Paper)

Published: 05 November 2019 Publication History

Abstract

In the coming era of connected autonomous vehicles, data-driven traffic optimization will reach its full potential. By collecting highly detailed real-time traffic data from sensors and vehicles, a traffic management system will have the full view of the entire road network, allowing it to plan traffic in a virtual world that replicates the real road network. This will bring significant innovations to transport-domain applications. We prototype a traffic management system that can perform traffic optimization with connected autonomous vehicles. We propose two route assignment algorithms that aim to reduce traffic delays by reducing intersecting routes. The proposed algorithms and two state-of-the-art route assignment algorithms are implemented in the prototype system. We evaluate the algorithms with both synthetic and real road networks. The experimental results show that the proposed algorithms outperform competitors in terms of the travel times of the routes.

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Cited By

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  • (2024)Global Optimal Travel Planning for Massive Travel Queries in Road NetworksIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2024.343940936:12(8377-8394)Online publication date: Dec-2024
  • (2021)Proactive Scheduling and Resource Management for Connected Autonomous Vehicles: A Data Science PerspectiveIEEE Sensors Journal10.1109/JSEN.2021.307478521:22(25151-25160)Online publication date: 15-Nov-2021
  • (2020)Route intersection reduction with connected autonomous vehiclesGeoInformatica10.1007/s10707-020-00420-zOnline publication date: 23-Aug-2020

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  1. Streaming Route Assignment for Connected Autonomous Vehicles (Systems Paper)

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    cover image ACM Conferences
    SIGSPATIAL '19: Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
    November 2019
    648 pages
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 05 November 2019

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    Author Tags

    1. Autonomous Vehicles
    2. Route Assignment
    3. Streaming Traffic Data
    4. Traffic Management Systems

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    SIGSPATIAL '19 Paper Acceptance Rate 34 of 161 submissions, 21%;
    Overall Acceptance Rate 257 of 1,238 submissions, 21%

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    Cited By

    View all
    • (2024)Global Optimal Travel Planning for Massive Travel Queries in Road NetworksIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2024.343940936:12(8377-8394)Online publication date: Dec-2024
    • (2021)Proactive Scheduling and Resource Management for Connected Autonomous Vehicles: A Data Science PerspectiveIEEE Sensors Journal10.1109/JSEN.2021.307478521:22(25151-25160)Online publication date: 15-Nov-2021
    • (2020)Route intersection reduction with connected autonomous vehiclesGeoInformatica10.1007/s10707-020-00420-zOnline publication date: 23-Aug-2020

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