Testing the predictive capabilities of evacuation models for tunnel fire safety analysis

The scope of this paper is to test the predictive capabilities of different evacuation modelling approaches to simulate tunnel fire evacuations. The study is based on the a priori modelling (prior to the experiments) vs a posteriori modelling (after the data collection stage) of a set of tunnel evacuation experiments performed in a tunnel in Stockholm, Sweden. Different degrees of modelling sophistication were employed: (A) the analytical calculations described in the Society of Fire Protection Engineers (SFPE) handbook, (B) an individual use of evacuation models and (C) a multi-model approach, presented in this paper for the first time. Six evacuation models were employed, namely FDS+Evac, BuildingEXODUS, STEPS, Pathfinder, Gridflow and Simulex. The author has a priori simulated the experiments with different degrees of modelling sophistication. The experimental results were used to simulate a posteriori the same scenarios. Results showed that: (1) the use of model default settings produced significant differences in the results, (2) the calibration of models input required different degrees of effort in relation to the sophistication embedded in the model, i.e., whether it used deterministic assumptions or not, (3) analytical calculations were not a sufficient method to simulate complex tunnel evacuation processes, i.e., exit choice in smoke, (4) the use of a single model was not sufficient if the modellers had not information to calibrate the input, (5) the multi-model approach was a useful tool to test the sensitivity of the results to the model employed and the model sub-algorithms.

[1]  Erica D. Kuligowski,et al.  Predicting Human Behavior During Fires , 2013 .

[2]  Sandrine Caroly,et al.  Road-tunnel fires: risk perception and management strategies among users. , 2009 .

[3]  Jim Shields Human Behaviour in Tunnel Fires , 2005 .

[4]  Enrico Ronchi,et al.  Modelling the Impact of Emergency Exit Signs in Tunnels , 2012 .

[5]  Enrico Ronchi,et al.  Human behaviour in road tunnel fires: comparison between egress models (FDS+Evac, STEPS, Pathfinder). , 2010 .

[6]  Helbing,et al.  Social force model for pedestrian dynamics. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[7]  Timo Korhonen,et al.  Fire Dynamics Simulator with Evacuation FDS+Evac, version 5. Technical Reference and User's Guide , 2008 .

[8]  Enrico Ronchi,et al.  Representation of the Impact of Smoke on Agent Walking Speeds in Evacuation Models , 2013 .

[9]  Hui Xie INVESTIGATION INTO THE INTERACTION OF PEOPLE WITH SIGNAGE SYSTEMS AND ITS IMPLEMENTATION WITHIN EVACUATION MODELS , 2011 .

[10]  Enrico Ronchi,et al.  The impact of default settings on evacuation model results: a study of visibility conditions vs occupant walking speeds , 2011 .

[11]  Enrico Ronchi,et al.  Movement speed and exit choice in smoke-filled rail tunnels , 2013 .

[12]  Enrico Ronchi,et al.  The evaluation of different evacuation models for assessing road tunnel safety analysis , 2012 .

[13]  David Purser,et al.  Grid Flow: An Object-oriented Building Evacuation Model Combining Pre-movement And Movement Behaviours For Performance-based Design , 2003 .

[14]  Daniel Nilsson,et al.  Exit choice in fire emergencies - Influencing choice of exit with flashing lights , 2009 .

[15]  Timo Korhonen,et al.  Fire Dynamics Simulator with Evacuation: FDS+Evac: Technical Reference and User's Guide , 2009 .

[16]  A Leitner,et al.  THE FIRE CATASTROPHE IN THE TAUERN TUNNEL: EXPERIENCE AND CONCLUSIONS FOR THE AUSTRIAN GUIDELINES , 2001 .

[17]  Eric W. Marchant,et al.  A computer model for the evacuation of large building populations , 1995 .

[18]  L. C. Boer,et al.  Behaviour on tunnel fire , 2007 .

[19]  Enrico Ronchi,et al.  Validation and Calibration of the EXIT89 Evacuation Model for Road Tunnel Evacuation Applications , 2014 .

[20]  Brian J. Meacham,et al.  Guide for Evaluating the Predictive Capabilities of Computer Egress Models. | NIST , 2005 .

[21]  Emilio Cafaro,et al.  Linee guida per la progettazione della sicurezza nelle gallerie stradali , 2006 .

[22]  Timo Korhonen,et al.  FDS+Evac: Herding Behavior and Exit Selection , 2011 .

[23]  Erica D. Kuligowski,et al.  Review of Building Evacuation Models , 2005 .

[24]  Richard Carvel,et al.  A History of Fire Incidents in Tunnels , 2005 .

[25]  Daniel Nilsson,et al.  Evacuation experiment in a road tunnel: A study of human behaviour and technical installations , 2009 .

[26]  Glenn P. Forney,et al.  Fire dynamics simulator- technical reference guide , 2000 .

[27]  Daniel Nilsson,et al.  Fire Evacuation in Underground Transportation Systems: A Review of Accidents and Empirical Research , 2013 .