RECIFE-MILP: An Effective MILP-Based Heuristic for the Real-Time Railway Traffic Management Problem

被引:49
|
作者
Pellegrini, Paola [1 ,2 ]
Marliere, Gregory [1 ,3 ]
Pesenti, Raffaele [4 ]
Rodriguez, Joaquin [1 ,3 ]
机构
[1] Univ Lille Nord France, F-59000 Lille, France
[2] LEOST, COSYS, IFSTTAR, F-59650 Villeneuve Dascq, France
[3] ESTAS, COSYS, IFSTTAR, F-59650 Villeneuve Dascq, France
[4] Ca Foscari Univ, I-30121 Venice, Italy
关键词
Real-time railway traffic management problem; mixed-integer linear programming; algorithm configuration; performance boosting; ALGORITHM; MODEL; COORDINATION;
D O I
10.1109/TITS.2015.2414294
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The real-time railway traffic management problem consists of selecting appropriate train routes and schedules for minimizing the propagation of delay in case of traffic perturbation. In this paper, we tackle this problem by introducing RECIFE-MILP, a heuristic algorithm based on a mixed-integer linear programming model. RECIFE-MILP uses a model that extends one we previously proposed by including additional elements characterizing railway reality. In addition, it implements performance boosting methods selected among several ones through an algorithm configuration tool. We present a thorough experimental analysis that shows that the performances of RECIFE-MILP are better than the ones of the currently implemented traffic management strategy. RECIFE-MILP often finds the optimal solution to instances within the short computation time available in real-time applications. Moreover, RECIFE-MILP is robust to its configuration if an appropriate selection of the combination of boosting methods is performed.
引用
收藏
页码:2609 / 2619
页数:11
相关论文
共 50 条
  • [1] RECIFE-SAT: A MILP-based algorithm for the railway saturation problem
    Pellegrini, Paola
    Marlière, Grégory
    Rodriguez, Joaquin
    [J]. Journal of Rail Transport Planning and Management, 2017, 7 (1-2): : 19 - 32
  • [2] A MILP-based heuristic for a commercial train timetabling problem
    Gestrelius, Sara
    Aronsson, Martin
    Peterson, Anders
    [J]. 20TH EURO WORKING GROUP ON TRANSPORTATION MEETING, EWGT 2017, 2017, 27 : 569 - 576
  • [3] MILP-based Approach for Optimal Implementation of Reconfigurable Real-time Systems
    Lakhdhar, Wafa
    Mzid, Rania
    Khalgui, Mohamed
    Treves, Nicolas
    [J]. ICSOFT-EA: PROCEEDINGS OF THE 11TH INTERNATIONAL JOINT CONFERENCE ON SOFTWARE TECHNOLOGIES - VOL. 1, 2016, : 330 - 335
  • [4] A MILP-Based Heuristic for Energy-Aware Traffic Engineering with Shortest Path Routing
    Amaldi, Edoardo
    Capone, Antonio
    Gianoli, Luca G.
    Mascetti, Luca
    [J]. NETWORK OPTIMIZATION, 2011, 6701 : 464 - 477
  • [5] MILP-based Deadline Assignment for End-to-End Flows in Distributed Real-Time Systems
    Peng, Bo
    Fisher, Nathan
    Chantem, Thidapat
    [J]. PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON REAL-TIME NETWORKS AND SYSTEMS PROCEEDINGS (RTNS 2016), 2016, : 13 - 22
  • [6] Efficient Real-Time Residential Energy Management through MILP Based Rolling Horizon Optimization
    Wang, Haiming
    Meng, Ke
    Dong, Zhao Yang
    Xu, Zhao
    Luo, Fengji
    Wong, Kit Po
    [J]. 2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [7] MILP-based model predictive control for home energy management systems: A real case study in Algarve, Portugal
    Gomes, I. L. R.
    Ruano, M. G.
    Ruano, A. E.
    [J]. ENERGY AND BUILDINGS, 2023, 281
  • [8] Real-time Optimization of Power and Performance for Application Server Clusters Based on MILP
    Xiong, Zhi
    Zhao, Min
    Cai, Hao
    Zhu, Changsheng
    Xu, Jianlong
    [J]. Hunan Daxue Xuebao/Journal of Hunan University Natural Sciences, 2023, 50 (08): : 153 - 164
  • [9] A routing filter for the real-time railway traffic management problem based on ant colony optimization
    Sama, Marcella
    Pellegrini, Paola
    D'Ariano, Andrea
    Rodriguez, Joaquin
    Pacciarelli, Dario
    [J]. 18TH EURO WORKING GROUP ON TRANSPORTATION, EWGT 2015, 2015, 10 : 534 - 543
  • [10] A Conditional Time-Intervals formulation of the real-time Railway Traffic Management Problem
    Marliere, Gregory
    Richard, Sonia Sobieraj
    Pellegrini, Paola
    Rodriguez, Joaquin
    [J]. IFAC PAPERSONLINE, 2021, 54 (02): : 187 - 194