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Location selection for ambulance stations: a data-driven approach

Published: 03 November 2015 Publication History

Abstract

Emergency medical service provides a variety of services for those in need of emergency care. One of the major challenges encountered by emergency service providers is selecting the appropriate locations for ambulance stations. Prior works measure spatial proximity under Euclidean space or static road network. In this paper, we focus on locating the ambulance stations by using the real traffic information so as to minimize the average travel-time to reach the emergency requests. To this end, we estimate the travel-time of road segments using real GPS trajectories and propose an efficient PAM-based refinement for the location problem. We conduct extensive experimental evaluations using real emergency requests collected from Tianjin, and the result shows that the proposed solution can reduce the travel-time to reach the emergency requests by 29.9% when compared to the original locations of ambulance stations.

References

[1]
V. Arya, N. Garg, R. Khandekar, A. Meyerson, K. Munagala, and V. Pandit. Local search heuristics for k-median and facility location problems. SIAM J. Comput., 33(3):544--562, 2004.
[2]
K. Deng, S. W. Sadiq, X. Zhou, H. Xu, G. P. C. Fung, and Y. Lu. On group nearest group query processing. IEEE Trans. Knowl. Data Eng., 24(2):295--308, 2012.
[3]
L. Kaufman and P. J. Rousseeuw. Finding groups in data: an introduction to cluster analysis, volume 344. John Wiley & Sons, 2009.
[4]
Y. Lou, C. Zhang, Y. Zheng, X. Xie, W. Wang, and Y. Huang. Map-matching for low-sampling-rate gps trajectories. In Proc. of GIS'09, pages 352--361, 2009.
[5]
H. Park and C. Jun. A simple and fast algorithm for k-medoids clustering. Expert Syst. Appl., 36(2):3336--3341, 2009.
[6]
J. Shang, Y. Zheng, W. Tong, E. Chang, and Y. Yu. Inferring gas consumption and pollution emission of vehicles throughout a city. In Proc. of KDD'14, pages 1027--1036, 2014.
[7]
L. H. U, H. J. Zhao, M. L. Yiu, Y. Li, and Z. Gong. Towards online shortest path computation. IEEE Trans. Knowl. Data Eng., 26(4):1012--1025, 2014.
[8]
Y. Zheng. Trajectory data mining: an overview. ACM Transactions on Intelligent Systems and Technology (TIST), 6(3):29, 2015.

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  • (2024)Optimal Transport Enhanced Cross-City Site RecommendationProceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3626772.3657757(1441-1451)Online publication date: 10-Jul-2024
  • (2024)EVCSeer: An Exploratory Study on Electric Vehicle Charging Stations Utilization via Visual AnalyticsIEEE Computer Graphics and Applications10.1109/MCG.2024.339645144:3(54-68)Online publication date: 1-May-2024
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cover image ACM Conferences
SIGSPATIAL '15: Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems
November 2015
646 pages
ISBN:9781450339674
DOI:10.1145/2820783
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 03 November 2015

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Author Tags

  1. city planning
  2. emergency medical service

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  • Short-paper

Funding Sources

  • Macau FDCT
  • University of Macau Research Committee

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SIGSPATIAL'15
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SIGSPATIAL '15 Paper Acceptance Rate 38 of 212 submissions, 18%;
Overall Acceptance Rate 220 of 1,116 submissions, 20%

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Cited By

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  • (2024)OpenSiteRec: An Open Dataset for Site RecommendationProceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3626772.3657875(1483-1493)Online publication date: 10-Jul-2024
  • (2024)Optimal Transport Enhanced Cross-City Site RecommendationProceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3626772.3657757(1441-1451)Online publication date: 10-Jul-2024
  • (2024)EVCSeer: An Exploratory Study on Electric Vehicle Charging Stations Utilization via Visual AnalyticsIEEE Computer Graphics and Applications10.1109/MCG.2024.339645144:3(54-68)Online publication date: 1-May-2024
  • (2023)Toward Balancing the Efficiency and Effectiveness in k-Facility Relocation ProblemACM Transactions on Intelligent Systems and Technology10.1145/358703914:3(1-24)Online publication date: 13-Apr-2023
  • (2023)Housing rental suggestion based on e-commerce dataKnowledge-Based Systems10.1016/j.knosys.2023.110474268(110474)Online publication date: May-2023
  • (2022)Pedestrian Flow Prediction and Route Recommendation with Business EventsSensors10.3390/s2219747822:19(7478)Online publication date: 2-Oct-2022
  • (2022)Road traffic crashes and emergency response optimization: a geo-spatial analysis using closest facility and location-allocation methodsGeomatics, Natural Hazards and Risk10.1080/19475705.2022.208682913:1(1535-1555)Online publication date: 16-Jun-2022
  • (2021)A Higher-Order Graph Convolutional Network for Location Recommendation of an Air-Quality-Monitoring StationRemote Sensing10.3390/rs1308160013:8(1600)Online publication date: 20-Apr-2021
  • (2021)TLDS: A Transfer-Learning-Based Delivery Station Location Selection PipelineACM Transactions on Intelligent Systems and Technology10.1145/346908412:4(1-24)Online publication date: 12-Aug-2021
  • (2021)Addressing the Hardness of k-Facility Relocation ProblemProceedings of the 30th ACM International Conference on Information & Knowledge Management10.1145/3459637.3482411(1919-1928)Online publication date: 26-Oct-2021
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