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Published in: GeoInformatica 4/2021

29-04-2021

Conflict-Free Evacuation Route Planning

Authors: Roxana Herschelman, Ahmad Qutbuddin, KwangSoo Yang

Published in: GeoInformatica | Issue 4/2021

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Abstract

Given a transportation network, a population, and a set of destinations, the goal of Conflict-Free Evacuation Route Planning (CF-ERP) is to produce routes that minimize the evacuation time for the population with no spatiotemporal movement-conflicts. The CF-ERP problem is an essential component of civic emergency preparedness in the wake of man-made or natural disasters (e.g., terrorist acts, hurricanes, or nuclear accidents). This problem is challenging because of the large size of network data, the large number of evacuees, and the need to account for capacity constraints and the conflict-free constraint. Previous work has focused on minimizing the evacuation time on spatiotemporal networks. However, these approaches cannot minimize potential movement-conflicts that cause traffic accidents, congestion, and delays. We propose novel approaches for CF-ERP to meet the conflict-free constraint while minimizing the evacuation time for the population. Experiments using real-world datasets demonstrate that the proposed algorithms produce evacuation routes with no movement-conflicts and have comparable solution quality to related work.

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Literature
1.
go back to reference Ahuja R, Magnanti T L, Orlin J B (1993) Network flows: theory, algorithms and applications. Prentice-Hall, New Jersey Ahuja R, Magnanti T L, Orlin J B (1993) Network flows: theory, algorithms and applications. Prentice-Hall, New Jersey
2.
go back to reference Aljubayrin S, Qi J, Jensen C S, Zhang R, He Z, Wen Z (2015) The safest path via safe zones. In: 2015 IEEE 31st international conference on data engineering. IEEE, pp 531–542 Aljubayrin S, Qi J, Jensen C S, Zhang R, He Z, Wen Z (2015) The safest path via safe zones. In: 2015 IEEE 31st international conference on data engineering. IEEE, pp 531–542
3.
go back to reference Ben-Akiva M, et al. (2002) Development of a deployable real-time dynamic traffic assignment system: dynamit and dynamit-p user’s guide. Intelligent Transportation Systems Program Massachusetts Institute of Technology Ben-Akiva M, et al. (2002) Development of a deployable real-time dynamic traffic assignment system: dynamit and dynamit-p user’s guide. Intelligent Transportation Systems Program Massachusetts Institute of Technology
4.
go back to reference Burkard R E, Dlaska K, Klinz B (1993) The quickest flow problem. Z Oper Res 37(1):31–58 Burkard R E, Dlaska K, Klinz B (1993) The quickest flow problem. Z Oper Res 37(1):31–58
5.
go back to reference Cormen T H, Leiserson C E, Rivest R L, Stein C (2009) Introduction to algorithms, MIT Press, Cambridge Cormen T H, Leiserson C E, Rivest R L, Stein C (2009) Introduction to algorithms, MIT Press, Cambridge
6.
go back to reference Cova T J, Johnson J P (2003) A network flow model for lane-based evacuation routing. Transp Res Part A: Policy Pract 37(7):579–604 Cova T J, Johnson J P (2003) A network flow model for lane-based evacuation routing. Transp Res Part A: Policy Pract 37(7):579–604
7.
go back to reference Dai J, Yang B, Guo C, Jensen C S, Hu J (2016) Path cost distribution estimation using trajectory data. Proc VLDB Endow 10(3):85–96CrossRef Dai J, Yang B, Guo C, Jensen C S, Hu J (2016) Path cost distribution estimation using trajectory data. Proc VLDB Endow 10(3):85–96CrossRef
8.
go back to reference Diestel R (2005) Graph theory. Grad. Texts in Math 101 Diestel R (2005) Graph theory. Grad. Texts in Math 101
9.
go back to reference Fleischer L, Skutella M (2007) Quickest flows over time. SIAM J Comput 36(6):1600–1630CrossRef Fleischer L, Skutella M (2007) Quickest flows over time. SIAM J Comput 36(6):1600–1630CrossRef
10.
go back to reference Ford L R Jr, Fulkerson DR (1958) Constructing maximal dynamic flows from static flows. Oper Res 6(3):419–433CrossRef Ford L R Jr, Fulkerson DR (1958) Constructing maximal dynamic flows from static flows. Oper Res 6(3):419–433CrossRef
11.
go back to reference Francis R, Saunders P (1979) Evacnet: prototype network optimization models for building evacuation (rep. no. nbsir 79-1593). Natl Bur Stand (US) Francis R, Saunders P (1979) Evacnet: prototype network optimization models for building evacuation (rep. no. nbsir 79-1593). Natl Bur Stand (US)
13.
go back to reference Gastner M T, Newman M E (2006) The spatial structure of networks. Eur Physi J B-Condens Matter Complex Syst 49(2):247–252CrossRef Gastner M T, Newman M E (2006) The spatial structure of networks. Eur Physi J B-Condens Matter Complex Syst 49(2):247–252CrossRef
14.
go back to reference George B, Shekhar S (2008) Time-aggregated graphs for modeling spatio-temporal networks. In: Journal on Data Semantics XI. Springer, pp 191–212 George B, Shekhar S (2008) Time-aggregated graphs for modeling spatio-temporal networks. In: Journal on Data Semantics XI. Springer, pp 191–212
15.
go back to reference Hamacher H, Tjandra S (2002) Mathematical modelling of evacuation problems: state of the art. In: Pedestrian and evacuation dynamics. Springer, pp 227–266 Hamacher H, Tjandra S (2002) Mathematical modelling of evacuation problems: state of the art. In: Pedestrian and evacuation dynamics. Springer, pp 227–266
16.
go back to reference Herschelman R, Yang K (2019) Conflict-free evacuation route planner. In: Proceedings of the 27th ACM SIGSPATIAL international conference on advances in geographic information systems. ACM, pp 480–483 Herschelman R, Yang K (2019) Conflict-free evacuation route planner. In: Proceedings of the 27th ACM SIGSPATIAL international conference on advances in geographic information systems. ACM, pp 480–483
17.
go back to reference Hoppe B, Tardos É (1994) Polynomial time algorithms for some evacuation problems. In: SODA, vol 94, pp 433–441 Hoppe B, Tardos É (1994) Polynomial time algorithms for some evacuation problems. In: SODA, vol 94, pp 433–441
18.
go back to reference Hoppe B, Tardos E (2000) The quickest transshipment problem. Math Oper Res 25(1):36–62CrossRef Hoppe B, Tardos E (2000) The quickest transshipment problem. Math Oper Res 25(1):36–62CrossRef
19.
go back to reference Kim S, George B, Shekhar S (2007) Evacuation route planning: scalable heuristics. In: Proceedings of the 15th annual ACM international symposium on advances in geographic information systems, pp 1–8 Kim S, George B, Shekhar S (2007) Evacuation route planning: scalable heuristics. In: Proceedings of the 15th annual ACM international symposium on advances in geographic information systems, pp 1–8
20.
go back to reference Lu Q, George B, Shekhar S (2005) Capacity constrained routing algorithms for evacuation planning: a summary of results. In: International symposium on spatial and temporal databases. Springer, pp 291–307 Lu Q, George B, Shekhar S (2005) Capacity constrained routing algorithms for evacuation planning: a summary of results. In: International symposium on spatial and temporal databases. Springer, pp 291–307
21.
go back to reference Lu Q, George B, Shekhar S (2007) Evacuation route planning: a case study in semantic computing. Int J Semant Comput 1(2):249–303CrossRef Lu Q, George B, Shekhar S (2007) Evacuation route planning: a case study in semantic computing. Int J Semant Comput 1(2):249–303CrossRef
22.
go back to reference Mahmassani H, Sbayti H, Zhou X (2004) Dynasmart-p: intelligent transportation network planning tool: version 1.0 user’s guide. Maryland Transportation Initiative, University of Maryland, College Park Mahmassani H, Sbayti H, Zhou X (2004) Dynasmart-p: intelligent transportation network planning tool: version 1.0 user’s guide. Maryland Transportation Initiative, University of Maryland, College Park
23.
go back to reference Pedersen S A, Yang B, Jensen C S (2020) Fast stochastic routing under time-varying uncertainty. VLDB J 29(4):819–839CrossRef Pedersen S A, Yang B, Jensen C S (2020) Fast stochastic routing under time-varying uncertainty. VLDB J 29(4):819–839CrossRef
24.
go back to reference Pel A J, Bliemer M C, Hoogendoorn S P (2012) A review on travel behaviour modelling in dynamic traffic simulation models for evacuations. Transportation 39(1):97–123CrossRef Pel A J, Bliemer M C, Hoogendoorn S P (2012) A review on travel behaviour modelling in dynamic traffic simulation models for evacuations. Transportation 39(1):97–123CrossRef
26.
go back to reference Shekhar S, Yang K, Gunturi V M, Manikonda L, Oliver D, Zhou X, George B, Kim S, Wolff J M, Lu Q (2012) Experiences with evacuation route planning algorithms. Int J Geogr Inf Sci 26(12):2253–2265CrossRef Shekhar S, Yang K, Gunturi V M, Manikonda L, Oliver D, Zhou X, George B, Kim S, Wolff J M, Lu Q (2012) Experiences with evacuation route planning algorithms. Int J Geogr Inf Sci 26(12):2253–2265CrossRef
29.
go back to reference Wardrop J (1952) Some theoretical aspects of road traffic research. In: Proceedings of the institution of civil engineers, 2(1). Thomas Telford Ltd Wardrop J (1952) Some theoretical aspects of road traffic research. In: Proceedings of the institution of civil engineers, 2(1). Thomas Telford Ltd
31.
go back to reference Yang K, Gunturi V M, Shekhar S (2012) A dartboard network cut based approach to evacuation route planning: a summary of results. In: International conference on geographic information science. Springer, pp 325–339 Yang K, Gunturi V M, Shekhar S (2012) A dartboard network cut based approach to evacuation route planning: a summary of results. In: International conference on geographic information science. Springer, pp 325–339
32.
go back to reference Yang B, Guo C, Jensen C S, Kaul M, Shang S (2014) Stochastic skyline route planning under time-varying uncertainty. In: 2014 IEEE 30th International conference on data engineering. IEEE, pp 136–147 Yang B, Guo C, Jensen C S, Kaul M, Shang S (2014) Stochastic skyline route planning under time-varying uncertainty. In: 2014 IEEE 30th International conference on data engineering. IEEE, pp 136–147
33.
go back to reference Yang K, Shekhar A H, Rehman F U, Lahza H, Basalamah S, Shekhar S, Ahmed I, Ghafoor A (2015) Intelligent shelter allotment for emergency evacuation planning: a case study of makkah. IEEE Intell Syst 30(5):66–76CrossRef Yang K, Shekhar A H, Rehman F U, Lahza H, Basalamah S, Shekhar S, Ahmed I, Ghafoor A (2015) Intelligent shelter allotment for emergency evacuation planning: a case study of makkah. IEEE Intell Syst 30(5):66–76CrossRef
34.
go back to reference Yang K, Shekhar S (2017) Spatial network big databases: queries and storage methods. Springer, ChamCrossRef Yang K, Shekhar S (2017) Spatial network big databases: queries and storage methods. Springer, ChamCrossRef
Metadata
Title
Conflict-Free Evacuation Route Planning
Authors
Roxana Herschelman
Ahmad Qutbuddin
KwangSoo Yang
Publication date
29-04-2021
Publisher
Springer US
Published in
GeoInformatica / Issue 4/2021
Print ISSN: 1384-6175
Electronic ISSN: 1573-7624
DOI
https://doi.org/10.1007/s10707-021-00435-0

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