Traffic Flow Control in Vehicular Multi-Hop Networks with Data Caching

被引:7
|
作者
Liu, Teng [1 ]
Abouzeid, Alhussein A. [1 ]
Julius, A. Agung [1 ]
机构
[1] Rensselaer Polytech Inst, Dept Elect Comp & Syst Engn, Troy, NY 12180 USA
基金
美国国家科学基金会;
关键词
Communication networks; Pricing; Cost function; Data communication; Channel allocation; Roads; Traffic control; vehicular communication networks; system optimal; user equilibrium; MOBILE DATA SERVICES; COMMUNICATION PROTOCOLS; THROUGHPUT; BEHAVIOR; SYSTEMS; TRAVEL;
D O I
10.1109/TMC.2018.2888968
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Control of conventional transportation networks aims at bringing the state of the network (e.g., the traffic flows in the network) to the system optimal (SO) state. This optimum is characterized by the minimality of the social cost function, i.e., the total cost of travel (e.g., travel time) of all drivers. On the other hand, drivers are assumed to be rational and selfish, and make their travel decisions (e.g., route choices) to optimize their own travel costs, bringing the state of the network to a user equilibrium (UE). A classic approach to influence users' route choice is using congestion tolls. In this paper, we study the SO and UE of future connected vehicular transportation networks, where users consider both the travel cost and the utility from data communication, when making their travel decisions. We leverage the data communication aspect of the decision making to influence the user route choices, driving the UE state to the SO state. We assume the cache-enabled vehicles can communicate with other vehicles via vehicle-to-vehicle (V2V) connections. We propose an algorithm for calculating the values of the data communication utility that drive the UE to the SO. This result provides a guideline on how the system operator can adjust the parameters of the communication network (e.g., data pricing and bandwidth) to achieve the optimal social cost. We discuss the insights that the results shed on a secondary optimization that the operator can conduct to maximize its own utility without deviating the transportation network state from the SO. We validate the proposed communication model via Veins simulation. The simulation results also show that the system cost can be lowered even if the bandwidth allocation does not exactly match the optimal allocation policy under 802.11p protocol.
引用
收藏
页码:231 / 244
页数:14
相关论文
共 50 条
  • [41] Robust Stability of Multi-Hop Control Networks
    Weiss, Gera
    D'Innocenzo, Alessandro
    Alur, Rajeev
    Johansson, Karl H.
    Pappas, George J.
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 2210 - 2215
  • [42] Fault Tolerant Control of Multi-Hop Control Networks
    D'Innocenzo, Alessandro
    Di Benedetto, Maria Domenica
    Serra, Emmanuele
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (06) : 1377 - 1389
  • [43] New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
    Zhang, Degan
    Ge, Hui
    Zhang, Ting
    Cui, Yu-Ya
    Liu, Xiaohuan
    Mao, Guoqiang
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2019, 20 (04) : 1517 - 1530
  • [44] Multi-Hop Connectivity Probability in Infrastructure-Based Vehicular Networks
    Zhang, Wuxiong
    Chen, Yu
    Yang, Yang
    Wang, Xiangyang
    Zhang, Yu
    Hong, Xuemin
    Mao, Guoqiang
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2012, 30 (04) : 740 - 747
  • [45] Performance Measurements of Multi-hop Communications in Vehicular Ad Hoc Networks
    Shivaldova, V.
    Paulin, T.
    Paier, A.
    Mecklenbraeuker, C. F.
    2012 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2012,
  • [46] Multi-hop Connectivity Analysis and RSU Deployment in Urban Vehicular Networks
    Zhang, Jing
    Lin, Zhihua
    INTERNATIONAL CONFERENCE ON INTELLIGENT TRAFFIC SYSTEMS AND SMART CITY (ITSSC 2021), 2022, 12165
  • [47] Predictive multi-hop stable routing in vehicular ad hoc networks
    Division of IT, Netaji Subhas Institute of Technology, University of Delhi, New Delhi, India
    不详
    不详
    ACS/IEEE Int. Conf. Comput. Syst. Appl., AICCSA, 2010,
  • [48] A Trusted Multi-hop Broadcasting Protocol for Vehicular Ad Hoc Networks
    Tian, Daxin
    Wang, Yunpeng
    Liu, He
    Zhang, Xianghong
    2012 INTERNATIONAL CONFERENCE ON CONNECTED VEHICLES AND EXPO (ICCVE), 2012, : 18 - 22
  • [49] Multi-hop Compass Protocol for Routing in Vehicular Networks in Manhattan Environment
    de Velde, Erwin Van
    Blondia, Chris
    2011 14TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2011, : 1773 - 1778
  • [50] A Multi-hop Grouping Scheme for Assisting Handoff Procedure in Vehicular Networks
    Jin, Yan
    Rim, Keewook
    Kim, Keecheon
    Wei, Min
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 3719 - +