Event-triggered model predictive schemes for freeway traffic control

被引:49
|
作者
Ferrara, Antonella [1 ]
Sacone, Simona [2 ]
Siri, Silvia [2 ]
机构
[1] Univ Pavia, Dept Elect Comp & Biomed Engn, I-27100 Pavia, Italy
[2] Univ Genoa, Dept Informat Bioengn Robot & Syst Engn, Genoa, Italy
关键词
Freeway traffic control; Ramp metering; MPC schemes; Event-triggered control; CELL TRANSMISSION MODEL; RAMP; SYSTEMS; MPC;
D O I
10.1016/j.trc.2015.01.020
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Objective of the paper is to define a new freeway traffic control approach based on the Model Predictive Control methodology. The control strategy adopted is ramp metering, which is able to reduce the flow entering the mainstream from the on-ramps so as to enforce traffic regularity. To determine the ramp metering actions, an innovative MPC scheme is proposed and is characterized by two major novel aspects. First of all, the finite horizon problem to be solved has a mixed-integer linear form, so that efficient solvers can be used to find the optimal solution. Secondly, in order to reduce the number of computations, the proposed MPC scheme is of event-triggered type, i.e. the control law is not updated at each time step but only when a given set of conditions is verified. The proposed scheme is assessed in the paper via simulation showing its effectiveness in different traffic scenarios. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:554 / 567
页数:14
相关论文
共 50 条
  • [1] An event-triggered Model Predictive Control scheme for freeway systems
    Ferrara, Antonella
    Oleari, Alberto Nai
    Sacone, Simona
    Siri, Silvia
    [J]. 2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 6975 - 6982
  • [2] Model-based event-triggered control for freeway traffic systems
    Ferrara, Antonella
    Sacone, Simona
    Siri, Silvia
    [J]. PROCEEDINGS OF FIRST INTERNATIONAL CONFERENCE ON EVENT-BASED CONTROL, COMMUNICATION AND SIGNAL PROCESSING EBCCSP 2015, 2015,
  • [3] Event-triggered strategies for the networked control of freeway traffic systems
    Ferrara, Antonella
    Sacone, Simona
    Siri, Silvia
    [J]. 2014 EUROPEAN CONTROL CONFERENCE (ECC), 2014, : 2594 - 2599
  • [4] Distributed Event-Triggered Model Predictive Control for Urban Traffic Lights
    Wu, Na
    Li, Dewei
    Xi, Yugeng
    de Schutter, Bart
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 22 (08) : 4975 - 4985
  • [5] Design of networked freeway traffic controllers based on event-triggered control concepts
    Ferrara, Antonella
    Sacone, Simona
    Siri, Silvia
    [J]. INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2016, 26 (06) : 1162 - 1183
  • [6] Event-Triggered Model Predictive Control With a Statistical Learning
    Yoo, Jaehyun
    Johansson, Karl H.
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (04): : 2571 - 2581
  • [7] Event-Triggered Model Predictive Control for Power Converters
    Wang, Benfei
    Huang, Jingjing
    Wen, Changyun
    Rodriguez, Jose
    Garcia, Cristian
    Gooi, Hoay Beng
    Zeng, Zheng
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 68 (01) : 715 - 720
  • [8] Congestion and Emissions Reduction in Freeway Traffic Networks via Supervisory Event-triggered Control
    Ferrara, A.
    Pasquale, C.
    Sacone, S.
    Siri, S.
    [J]. IFAC PAPERSONLINE, 2017, 50 (01): : 4240 - 4245
  • [9] Event-triggered robust model predictive control with stochastic event verification?
    Deng, Li
    Shu, Zhan
    Chen, Tongwen
    [J]. AUTOMATICA, 2022, 146
  • [10] Event-triggered Model Predictive Control for Wireless Networked Control System
    Wang, Quan
    Zou, Yuanyuan
    Niu, Yugang
    [J]. 2014 INTERNATIONAL CONFERENCE ON MECHATRONICS AND CONTROL (ICMC), 2014, : 332 - 336