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Published in: Fire Technology 6/2014

01-11-2014

A Method for the Analysis of Behavioural Uncertainty in Evacuation Modelling

Authors: Enrico Ronchi, Paul A. Reneke, Richard D. Peacock

Published in: Fire Technology | Issue 6/2014

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Abstract

Evacuation models generally include the use of distributions or probabilistic variables to simulate the variability of possible human behaviours. A single model setup of the same evacuation scenario may therefore produce a distribution of different occupant-evacuation time curves in the case of the use of a random sampling method. This creates an additional component of uncertainty caused by the impact of the number of simulated runs of the same scenario on evacuation model predictions, here named behavioural uncertainty. To date there is no universally accepted quantitative method to evaluate behavioural uncertainty and the selection of the number of runs is left to a qualitative judgement of the model user. A simple quantitative method using convergence criteria based on functional analysis is presented to address this issue. The method permits (1) the analysis of the variability of model predictions in relation to the number of runs of the same evacuation scenario, i.e. the study of behavioural uncertainty and (2) the identification of the optimal number of runs of the same scenario in relation to pre-defined acceptance criteria.

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Literature
1.
go back to reference Hamins A, McGrattan K (2007) Verification and validation of selected fire models for nuclear power plant applications. Final Report NUREG-1824. U.S. Nuclear Regulatory Commission Hamins A, McGrattan K (2007) Verification and validation of selected fire models for nuclear power plant applications. Final Report NUREG-1824. U.S. Nuclear Regulatory Commission
2.
go back to reference Averill JD (2011) Five grand challenges in pedestrian and evacuation dynamics. In: Proceedings of the 5th international pedestrian and evacuation dynamics conference, pp 1–11 Averill JD (2011) Five grand challenges in pedestrian and evacuation dynamics. In: Proceedings of the 5th international pedestrian and evacuation dynamics conference, pp 1–11
3.
go back to reference Kuligowski E (2011) Predicting human behavior during fires. Fire Technol 49: 101–120CrossRef Kuligowski E (2011) Predicting human behavior during fires. Fire Technol 49: 101–120CrossRef
4.
go back to reference McGrattan K, Hostikka S, Floyd J, Baum H, Rehm R, Mell W, McDermott R (2007) Fire dynamics simulator (version 5) technical reference guide. NIST special publication 1018-5 McGrattan K, Hostikka S, Floyd J, Baum H, Rehm R, Mell W, McDermott R (2007) Fire dynamics simulator (version 5) technical reference guide. NIST special publication 1018-5
5.
go back to reference Jones WW, Peacock RD, Forney G, Reneke PA (2009) CFAST—consolidated model of fire growth and smoke transport (version 6). Technical reference guide. NIST special publication 1026 Jones WW, Peacock RD, Forney G, Reneke PA (2009) CFAST—consolidated model of fire growth and smoke transport (version 6). Technical reference guide. NIST special publication 1026
6.
go back to reference Kuligowski ED, Peacock RD, Hoskins BL (2010) A review of building evacuation models, 2nd edn. Fire Research Division, National Institute of Standards and Technology, Technical Note 1680 Kuligowski ED, Peacock RD, Hoskins BL (2010) A review of building evacuation models, 2nd edn. Fire Research Division, National Institute of Standards and Technology, Technical Note 1680
7.
go back to reference Lord J, Meacham B, Moore A, Fahy R, Proulx G (2005) Guide for evaluating the predictive capabilities of computer egress models. National Institute of Standards and Technology. NIST GCR 06-886 Lord J, Meacham B, Moore A, Fahy R, Proulx G (2005) Guide for evaluating the predictive capabilities of computer egress models. National Institute of Standards and Technology. NIST GCR 06-886
8.
go back to reference Ronchi E, Kinsey M (2011) Evacuation models of the future. Insights from an online survey on user‘s experiences and needs. In: Proceedings of the advanced research workshop: evacuation and human behaviour in emergency situations, pp 145–155. Ronchi E, Kinsey M (2011) Evacuation models of the future. Insights from an online survey on user‘s experiences and needs. In: Proceedings of the advanced research workshop: evacuation and human behaviour in emergency situations, pp 145–155.
9.
go back to reference Capote JA, Alvear D, Abreu O, Cuesta A, Alonso V (2012). A Stochastic approach for simulating human behaviour during evacuation process in passenger trains. Fire Technol 48: 911–925CrossRef Capote JA, Alvear D, Abreu O, Cuesta A, Alonso V (2012). A Stochastic approach for simulating human behaviour during evacuation process in passenger trains. Fire Technol 48: 911–925CrossRef
10.
go back to reference Ronchi E, Nilsson D, Gwynne SMV (2012) Modelling the impact of emergency exit signs in tunnels. Fire Technol 48: 961–988CrossRef Ronchi E, Nilsson D, Gwynne SMV (2012) Modelling the impact of emergency exit signs in tunnels. Fire Technol 48: 961–988CrossRef
11.
go back to reference Galea ER, Filippidis L, Deere S, Brown R, Nicholls, Hifi Y, Besnard B (2012) IMO information paper—the SAFEGUARD validation data-set and recommendations to IMO to update MSC/Circ. 1238. Safeguard passenger evacuation seminar, 30 Nov 2012, London Galea ER, Filippidis L, Deere S, Brown R, Nicholls, Hifi Y, Besnard B (2012) IMO information paper—the SAFEGUARD validation data-set and recommendations to IMO to update MSC/Circ. 1238. Safeguard passenger evacuation seminar, 30 Nov 2012, London
13.
go back to reference International Standards Organization (2008) ISO/FDIS 16730. Fire safety engineering—assessment, verification and validation of calculation methods. ISO/TC92/SC4 International Standards Organization (2008) ISO/FDIS 16730. Fire safety engineering—assessment, verification and validation of calculation methods. ISO/TC92/SC4
14.
go back to reference Galea ER, Deere S, Brown R, Filippidis L (2013) An Evacuation validation data set for large passenger ships. In: Proceedings of the pedestrian and evacuation dynamics 2012 conference Galea ER, Deere S, Brown R, Filippidis L (2013) An Evacuation validation data set for large passenger ships. In: Proceedings of the pedestrian and evacuation dynamics 2012 conference
15.
go back to reference Prugovecki E (1981) Quantum mechanics in Hilbert space, 2nd ed. Pure and applied mathematics, a series of monographs and textbooks. Academic Press, New York Prugovecki E (1981) Quantum mechanics in Hilbert space, 2nd ed. Pure and applied mathematics, a series of monographs and textbooks. Academic Press, New York
16.
go back to reference Bains R (1992) Applied functional analysis and variational methods in engineering. Eng Anal Bound Elem 9:365–366 Bains R (1992) Applied functional analysis and variational methods in engineering. Eng Anal Bound Elem 9:365–366
17.
go back to reference Purser DA, Bensilum M (2001) Quantification of behaviour for engineering design standards and escape time calculations. Saf Sci 38(2):157–182.CrossRef Purser DA, Bensilum M (2001) Quantification of behaviour for engineering design standards and escape time calculations. Saf Sci 38(2):157–182.CrossRef
18.
go back to reference Wichmann BA, Hill ID (1982) Algorithm AS 183: an efficient and portable pseudo-random number generator. Appl Stat 31:188–190CrossRef Wichmann BA, Hill ID (1982) Algorithm AS 183: an efficient and portable pseudo-random number generator. Appl Stat 31:188–190CrossRef
20.
go back to reference Gwynne SMV, Kuligowski ED, Nilsson D, (2012) Representing evacuation behavior in engineering terms. J Fire Prot Eng 22(2):133–150CrossRef Gwynne SMV, Kuligowski ED, Nilsson D, (2012) Representing evacuation behavior in engineering terms. J Fire Prot Eng 22(2):133–150CrossRef
21.
go back to reference Gwynne SMV(2013) Improving the collection and use of human egress data. Fire Technol 41(1):83–99.CrossRef Gwynne SMV(2013) Improving the collection and use of human egress data. Fire Technol 41(1):83–99.CrossRef
Metadata
Title
A Method for the Analysis of Behavioural Uncertainty in Evacuation Modelling
Authors
Enrico Ronchi
Paul A. Reneke
Richard D. Peacock
Publication date
01-11-2014
Publisher
Springer US
Published in
Fire Technology / Issue 6/2014
Print ISSN: 0015-2684
Electronic ISSN: 1572-8099
DOI
https://doi.org/10.1007/s10694-013-0352-7

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