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LIMERIC: a linear message rate control algorithm for vehicular DSRC systems

Published: 23 September 2011 Publication History

Abstract

Wireless vehicle-to-vehicle (V2V) and vehicle-to-infrastructure (V2I) communication holds great promise for significantly reducing the human and financial costs of vehicle collisions. A common characteristic of this communication is the broadcast of a device's core state information at regular intervals (e.g. a vehicle's speed and location, or a traffic signal's state and timing). The aggregate of these uncoordinated broadcasts will lead to channel congestion under dense traffic scenarios, with a resulting reduction in the effectiveness of the collision avoidance applications making use of the transmitted information. Active congestion control using distributed techniques is a topic of great interest for establishing the scalability of this technology for deployment. This paper defines a new congestion control algorithm that can be applied to the message rate of devices in this vehicular environment. While other published approaches rely on binary control, the LInear MEssage Rate Integrated Control (LIMERIC) algorithm takes advantage of full precision control inputs that are available on the wireless channel. The result is provable convergence to fair and efficient channel utilization in the deterministic environment, under simple criteria for setting adaptive parameters. This "perfect" convergence avoids the limit cycle behavior inherent to binary control. We also discuss several practical aspects associated with implementing LIMERIC, including: guidelines for the choice of system parameters to obtain desired utilization outcomes, a gain saturation technique that maintains robust stability under all conditions, convergence with asynchronous updates, and the implications of measurement noise for statistical properties of convergence. The paper illustrates key analytical results using MATLAB numerical results, and employs standard NS-2 simulations to demonstrate the performance of LIMERIC in several high density scenarios.

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        cover image ACM Conferences
        VANET '11: Proceedings of the Eighth ACM international workshop on Vehicular inter-networking
        September 2011
        100 pages
        ISBN:9781450308694
        DOI:10.1145/2030698
        Permission to make digital or hard copies of all or part 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 components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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        Published: 23 September 2011

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        Author Tags

        1. DSRC
        2. IEEE 802.11
        3. congestion control
        4. linear rate control
        5. ns-2

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        • (2023)A Deep Time Delay Filter for Cooperative Adaptive Cruise ControlACM Transactions on Cyber-Physical Systems10.1145/3631613Online publication date: 8-Nov-2023
        • (2023)Error-Driven Information-Passing Policy for Model-Based Position Tracking in Vehicular NetworksIEEE Transactions on Vehicular Technology10.1109/TVT.2023.329717172:12(15375-15390)Online publication date: Dec-2023
        • (2023)An Intelligent Congestion Avoidance Mechanism Based on Generalized Regression Neural Network for Heterogeneous Vehicular NetworksIEEE Transactions on Intelligent Vehicles10.1109/TIV.2022.31806658:4(3106-3118)Online publication date: Apr-2023
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        • (2022)Approximate reinforcement learning to control beaconing congestion in distributed networksScientific Reports10.1038/s41598-021-04123-912:1Online publication date: 7-Jan-2022
        • (2021)Context-Aware Content Selection and Message Generation for Collective Perception ServicesElectronics10.3390/electronics1020250910:20(2509)Online publication date: 15-Oct-2021
        • (2020)Enhancing ETSI DCC for Multi-Service Vehicular Safety Communication2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)10.1109/VTC2020-Fall49728.2020.9348644(1-5)Online publication date: Nov-2020
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        • (2020)Cooperative Wireless Congestion Control for Multi-Service V2X Communication2020 IEEE Intelligent Vehicles Symposium (IV)10.1109/IV47402.2020.9304838(1357-1363)Online publication date: 19-Oct-2020
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