Cargando…
K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks
Emergency evacuation aims to transport people from dangerous places to safe shelters as quickly as possible. Police play an important role in the evacuation process, as they can handle traffic accidents immediately and help people move smoothly on roads. This paper investigates an evacuation routing...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4520475/ https://www.ncbi.nlm.nih.gov/pubmed/26226109 http://dx.doi.org/10.1371/journal.pone.0131962 |
_version_ | 1782383665815224320 |
---|---|
author | He, Yunyue Liu, Zhong Shi, Jianmai Wang, Yishan Zhang, Jiaming Liu, Jinyuan |
author_facet | He, Yunyue Liu, Zhong Shi, Jianmai Wang, Yishan Zhang, Jiaming Liu, Jinyuan |
author_sort | He, Yunyue |
collection | PubMed |
description | Emergency evacuation aims to transport people from dangerous places to safe shelters as quickly as possible. Police play an important role in the evacuation process, as they can handle traffic accidents immediately and help people move smoothly on roads. This paper investigates an evacuation routing problem that involves police resource allocation. We propose a novel k-th-shortest-path-based technique that uses explicit congestion control to optimize evacuation routing and police resource allocation. A nonlinear mixed-integer programming model is presented to formulate the problem. The model’s objective is to minimize the overall evacuation clearance time. Two algorithms are given to solve the problem. The first one linearizes the original model and solves the linearized problem with CPLEX. The second one is a heuristic algorithm that uses a police resource utilization efficiency index to directly solve the original model. This police resource utilization efficiency index significantly aids in the evaluation of road links from an evacuation throughput perspective. The proposed algorithms are tested with a number of examples based on real data from cities of different sizes. The computational results show that the police resource utilization efficiency index is very helpful in finding near-optimal solutions. Additionally, comparing the performance of the heuristic algorithm and the linearization method by using randomly generated examples indicates that the efficiency of the heuristic algorithm is superior. |
format | Online Article Text |
id | pubmed-4520475 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45204752015-08-06 K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks He, Yunyue Liu, Zhong Shi, Jianmai Wang, Yishan Zhang, Jiaming Liu, Jinyuan PLoS One Research Article Emergency evacuation aims to transport people from dangerous places to safe shelters as quickly as possible. Police play an important role in the evacuation process, as they can handle traffic accidents immediately and help people move smoothly on roads. This paper investigates an evacuation routing problem that involves police resource allocation. We propose a novel k-th-shortest-path-based technique that uses explicit congestion control to optimize evacuation routing and police resource allocation. A nonlinear mixed-integer programming model is presented to formulate the problem. The model’s objective is to minimize the overall evacuation clearance time. Two algorithms are given to solve the problem. The first one linearizes the original model and solves the linearized problem with CPLEX. The second one is a heuristic algorithm that uses a police resource utilization efficiency index to directly solve the original model. This police resource utilization efficiency index significantly aids in the evaluation of road links from an evacuation throughput perspective. The proposed algorithms are tested with a number of examples based on real data from cities of different sizes. The computational results show that the police resource utilization efficiency index is very helpful in finding near-optimal solutions. Additionally, comparing the performance of the heuristic algorithm and the linearization method by using randomly generated examples indicates that the efficiency of the heuristic algorithm is superior. Public Library of Science 2015-07-30 /pmc/articles/PMC4520475/ /pubmed/26226109 http://dx.doi.org/10.1371/journal.pone.0131962 Text en © 2015 He et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article He, Yunyue Liu, Zhong Shi, Jianmai Wang, Yishan Zhang, Jiaming Liu, Jinyuan K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks |
title |
K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks |
title_full |
K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks |
title_fullStr |
K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks |
title_full_unstemmed |
K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks |
title_short |
K-Shortest-Path-Based Evacuation Routing with Police Resource Allocation in City Transportation Networks |
title_sort | k-shortest-path-based evacuation routing with police resource allocation in city transportation networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4520475/ https://www.ncbi.nlm.nih.gov/pubmed/26226109 http://dx.doi.org/10.1371/journal.pone.0131962 |
work_keys_str_mv | AT heyunyue kshortestpathbasedevacuationroutingwithpoliceresourceallocationincitytransportationnetworks AT liuzhong kshortestpathbasedevacuationroutingwithpoliceresourceallocationincitytransportationnetworks AT shijianmai kshortestpathbasedevacuationroutingwithpoliceresourceallocationincitytransportationnetworks AT wangyishan kshortestpathbasedevacuationroutingwithpoliceresourceallocationincitytransportationnetworks AT zhangjiaming kshortestpathbasedevacuationroutingwithpoliceresourceallocationincitytransportationnetworks AT liujinyuan kshortestpathbasedevacuationroutingwithpoliceresourceallocationincitytransportationnetworks |