An efficient heuristic for real-time ambulance redeployment

被引:83
作者
Jagtenberg, C. J. [1 ]
Bhulai, S. [1 ,2 ]
van der Mei, R. D. [1 ,2 ]
机构
[1] CWI, Sci Pk 123, NL-1098 XG Amsterdam, Netherlands
[2] Vrije Univ Amsterdam, Fac Sci, NL-1081 HV Amsterdam, Netherlands
关键词
Ambulances; Emergency medical services; Relocation; Redeployment;
D O I
10.1016/j.orhc.2015.01.001
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
We address the problem of dynamic ambulance repositioning, in which the goal is to minimize the expected fraction of late arrivals. The decisions on how to redeploy the vehicles have to be made in real time, and may take into account the status of all other vehicles and accidents. This is generally considered a difficult problem, especially in urban areas, and exact solution methods quickly become intractable when the number of vehicles grows. Therefore, there is a need for a scalable algorithm that performs well in practice. We propose a polynomial-time heuristic that distinguishes itself by requiring neither assumptions on the region nor extensive state information. We evaluate its performance in a simulation model of emergency medical services (EMS) operations. We compare the performance of our repositioning method to so-called static solutions: a classical scenario in which an idle vehicle is always sent to its predefined base location. We show that the heuristic performs better than the optimal static solution for a tractable problem instance. Moreover, we perform a realistic urban case study in which we show that the performance of our heuristic is a 16.8% relative improvement on a benchmark static solution. The studied problem instances show that our algorithm fulfills the need for real-time, simple redeployment policies that significantly outperform static policies. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:27 / 35
页数:9
相关论文
共 21 条
[1]   A Markov Chain Model for an EMS System with Repositioning [J].
Alanis, Ramon ;
Ingolfsson, Armann ;
Kolfal, Bora .
PRODUCTION AND OPERATIONS MANAGEMENT, 2013, 22 (01) :216-231
[2]  
[Anonymous], INFORMS 2008 C
[3]   Empirical Analysis of Ambulance Travel Times: The Case of Calgary Emergency Medical Services [J].
Budge, Susan ;
Ingolfsson, Armann ;
Zerom, Dawit .
MANAGEMENT SCIENCE, 2010, 56 (04) :716-723
[4]  
Cady Geoff, 2002, JEMS, V27, P46
[5]  
Church R., 1974, PAP SCI, V32, P101, DOI DOI 10.1007/BF01942293
[6]   A MAXIMUM EXPECTED COVERING LOCATION MODEL - FORMULATION, PROPERTIES AND HEURISTIC SOLUTION [J].
DASKIN, MS .
TRANSPORTATION SCIENCE, 1983, 17 (01) :48-70
[7]   A dynamic model and parallel tabu search heuristic for real-time ambulance relocation [J].
Gendreau, M ;
Laporte, G ;
Semet, F .
PARALLEL COMPUTING, 2001, 27 (12) :1641-1653
[8]  
Goldberg J., 1990, AZ EURO, V34, P308
[9]  
Harderwijk E. J., 2015, WORKING PAPER
[10]   CONCEPTS AND APPLICATIONS OF BACKUP COVERAGE [J].
HOGAN, K ;
REVELLE, C .
MANAGEMENT SCIENCE, 1986, 32 (11) :1434-1444