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2020 | OriginalPaper | Chapter

Risk-Based AED Placement - Singapore Case

Authors : Ivan Derevitskii, Nikita Kogtikov, Michael H. Lees, Wentong Cai, Marcus E. H. Ong

Published in: Computational Science – ICCS 2020

Publisher: Springer International Publishing

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Abstract

This paper presents a novel risk-based method for Automated External Defibrillator (AED) placement. In sudden cardiac events, availability of a nearby AED is crucial for the surviving of cardiac arrest patients. The common method uses historical Out-of-Hospital Cardiac Arrest (OHCA) data for AED placement optimization. But historical data often do not cover the entire area of investigation. The goal of this work is to develop an approach to improve the method based on historical data for AED placement. To this end, we have developed a risk-based method which generates artificial OHCAs based on a risk model. We compare our risk-based method with the one based on historical data using real Singapore OHCA occurrences from Pan-Asian Resuscitation Outcome Study (PAROS). Results show that to deploy a large number of AEDs the risk-based method outperforms the method purely using historical data on the testing dataset. This paper describes our risk-based AED placement method, discusses experimental results, and outlines future work.

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Literature
1.
2.
3.
4.
5.
Boyce, L.W., et al.: High survival rate of 43% in out-of-hospital cardiac arrest patients in an optimised chain of survival. Netherlands Heart J. 23(1), 20–25 (2015) CrossRef
6.
Chan, T.C.Y., Demirtas, D., Kwon, R.H.: Optimizing the deployment of public access defibrillators. Manage. Sci. 62(12), 3617–3635 (2016) CrossRef
7.
Brotcorne, L., Laporte, G., Semet, F.: Ambulance location and relocation models. Eur. J. Oper. Res. 147, 451–463 (2003) MathSciNetCrossRef
8.
Baray, J.Ô., Cliquet, G.: Optimizing locations through a maximum covering/p-median hierarchical model: maternity hospitals in France. J. Bus. Res. 66(1), 127–132 (2013) CrossRef
9.
Li, X., Zhao, Z., Zhu, X., Wyatt, T.: Covering models and optimization techniques for emergency response facility location and planning: a review. Math. Methods Oper. Res. 74(3), 291–310 (2011) MathSciNetCrossRef
10.
Allahi, S., Mobin, M., Vafadarnikjoo, A., Salmon, C.: An integrated AHP-GIS-MCLP method to locate bank branches. In: Industrial and Systems Engineering Research Conference (ISERC), Nashville, Tennessee, USA, June 2015
11.
Miliotis, P., Dimopoulou, M., Giannikos, I.: A hierarchical location model for locating bank branches in a competitive environment. Int. Trans. Oper. Res. 9(5), 549–565 (2002) CrossRef
12.
Wu, S., Kuang, H., Lo, S.-M.: Modeling shopping center location choice: shopper preference-based competitive location model. J. Urban Plan. Dev. 145(1), 04018047 (2018) CrossRef
13.
Tong, D., Murray, A., Xiao, N.: Heuristics in spatial analysis: a genetic algorithm for coverage maximization. Ann. Assoc. Am. Geogr. 99(4), 698–711 (2009) CrossRef
14.
Basar, A., Kabak, Ö., Topcu, Y.I.: A tabu search algorithm for multi-period bank branch location problem: a case study in a Turkish bank. Scientia Iranica 26, 3728–3746 (2018)
15.
Church, R., ReVelle, C.: The maximal covering location problem. Papers of the Regional Science Association, vol. 32, no. 1, pp. 101–118 (1974)
16.
Beasley, J.E., Chu, P.C.: A genetic algorithm for the set covering problem. Eur. J. Oper. Res. 94(2), 392–404 (1996) CrossRef
17.
Aickelin, U.: An indirect genetic algorithm for set covering problems. J. Oper. Res. Soc. 53(10), 1118–1126 (2002) CrossRef
18.
Solar, M., Parada, V., Urrutia, R.: A parallel genetic algorithm to solve the set-covering problem. Comput. Oper. Res. 29, 1221–1235 (2002) MathSciNetCrossRef
19.
Chan, T.C.Y., et al.: Identifying locations for public access defibrillators using mathematical optimization. Circulation 127(17), 1801–1809 (2013) CrossRef
20.
Sun, C.L.F., Demirtas, D., Brooks, S.C., Morrison, L.J., Chan, T.C.: Overcoming spatial and temporal barriers to public access defibrillators via optimization. J. Am. Coll. Cardiol. 68(8), 83–845 (2016) CrossRef
21.
Hansen, C.M., et al.: Automated external defibrillators inaccessible to more than half of nearby cardiac arrests in public locations during evening, nighttime, and weekends. Circulation 128(20), 2224–2231 (2013) CrossRef
22.
Dahan, B., et al.: Optimization of automated external defibrillator deployment outdoors: an evidence-based approach. Resuscitation 108, 68–74 (2016) CrossRef
23.
Tsai, Y.S., Ko, P.C.-I., Huang, C.-Y., Wen, T.-H.: Optimizing locations for the installation of automated external defibrillators (AEDs) in urban public streets through the use of spatial and temporal weighting schemes. Aplli. Geogr. 35(1–2), 394–404 (2012) CrossRef
24.
Tierney, N.J., et al.: Novel relocation methods for automatic external defibrillator improve out-of-hospital cardiac arrest coverage under limited resources. Resuscitation 125, 83–89 (2018) CrossRef
25.
Bonnet, B., Dessavre, D.G., Kraus, K., Ramirez-Marquez, J.E.: Optimal placement of public-access AEDs in urban environments. Comput. Ind. Eng. 90, 269–280 (2015) CrossRef
26.
Rakun, A., et al.: Ethnic and neighborhood socioeconomic differences in incidence and survival from out of hospital cardiac arrest in Singapore. Prehosp. Emer. Care 23(5), 619–630 (2019) CrossRef
27.
28.
29.
30.
31.
32.
Teo, T.-A.: Civic Multiculturalism in Singapore - Revisiting Citizenship. Rights and Recognition. Palgrave, London (2019) CrossRef
33.
Becker, B., et al.: Racial differences in the incidence of cardiac arrest and subsequent survival. N. Engl. J. Med. 329(9), 600–606 (1993) CrossRef
Metadata
Title
Risk-Based AED Placement - Singapore Case
Authors
Ivan Derevitskii
Nikita Kogtikov
Michael H. Lees
Wentong Cai
Marcus E. H. Ong
Copyright Year
2020
Book
Computational Science – ICCS 2020

Print ISBN: 978-3-030-50422-9

Electronic ISBN: 978-3-030-50423-6

Copyright Year: 2020

DOI
https://doi.org/10.1007/978-3-030-50423-6_43