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A Comparative Study on Choice Modeling Framework for Evacuation Simulation

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Global Design and Local Materialization (CAAD Futures 2013)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 369))

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Abstract

A choice modeling framework for evacuation simulation is needed for a better understanding of the human choice behavior. Facing with the debate between bounded and full rationality, this study builds upon different frameworks and tests them on a same set of choice data collected through virtual evacuation experiment. After comparisons, it is found that there is no significant performance difference between the two kinds of rationality. Additionally, an algorithm comparing pairs of alternatives in choice process performs much better than an algorithm evaluating individual alternatives. An improved utility maximizing model framework and an overall performance decline similar as the forgeting curve are proposed. Finally, it is concluded that the proposed choice model comparing pairs with its great robustness under varying number of alternatives is a proper choice for evacuation simulation.

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References

  1. Kuligowski, E.D., Peacock, R.D., Hoskins, B.L.: A Review of Building Evacuation Models, 2nd edn. National Institute Of Standards And Technology (2010)

    Google Scholar 

  2. Helbing, D., Farkas, I., Vicsek, T.: Simulating dynamical features of escape panic. Nature 407, 487–490 (2000)

    Article  Google Scholar 

  3. Hostikka, S., Korhonen, T., Paloposki, T., Rinne, T., Matikainen, K., Heliovaara, S.: Development and validation of FDS+Evac for evacuation simulations: Project summary report. Research Notes, vol. 2421. Julkaisija Utgivare Publisher, Helsinki (2007)

    Google Scholar 

  4. Sime, J.: Movement towards the familiar: Person and place affiliation in a fire entrapment setting. Environment and Behavior 17, 697–724 (1985)

    Article  Google Scholar 

  5. Galea, E.R.: Simulating Evacuation and Circulation in Planes, Trains, Buildings and Ships Using the EXODUS Software. In: Pedestrian and Evacuation Dynamics 2001, pp. 204–225. Springer, Berlin (2001)

    Google Scholar 

  6. Volz, K.G., Gigerenzer, G.: Cognitive processes in decisions under risk are not the same as in decisions under uncertainty. Frontiers in Neuroscience 6, 105 (2012)

    Article  Google Scholar 

  7. Sun, C.: Architectural Cue Model in Evacuation Simulation for Underground Space Design. Phd Thesis. Technology University in Eindhoven, Eindhoven (2009)

    Google Scholar 

  8. Abu-Safieh, S.F.: Virtual Reality Simulation of Architectural Clues’ Effects on Human Behavior and Decision Making in Fire Emergency Evacuation. Pedestrian and Evacuation Dynamics, pp. 337–347 (2011)

    Google Scholar 

  9. Sun, C., de Vries, B.: Automated human choice extraction for evacuation route prediction. Automat. Constr. 18, 751–761 (2009)

    Article  Google Scholar 

  10. Sun, C., de Vries, B.: Width: an indispensable factor in selection of emergency exit door. Environment and Planning B: Planning and Design 40(1), 63–77 (2013)

    Article  Google Scholar 

  11. Wiener, J.M., Holscher, C., Buchner, S., Konieczny, L.: How the Geometry of Space controls Visual Attention during Spatial Decision Making. In: CogSci 2009, pp. 2286–2291 (2009)

    Google Scholar 

  12. Gigerenzer, G., Todd, P.M.: Rationality the fast and frugal way: introduction. Handbook of Experimental Economics Results, vol. 1, pp. 976–986. North Holland, Amsterdam (2008)

    Google Scholar 

  13. Zhu, W., Timmermans, H.: Modeling simplifying information processing strategies in conjoint experiments. Transportation Research Part B 44, 764–780 (2010)

    Article  Google Scholar 

  14. Güntürkün, O.: Adult persistence of head-turning asymmetry. Nature 421, 711–712 (2003)

    Article  Google Scholar 

  15. Hoogendoorn, S.P., Bovy, P.H.L.: Pedestrian route-choice and activity scheduling theory and models. Transportation Research Part B 38, 169–190 (2004)

    Article  Google Scholar 

  16. Janicki, R., Koczkodaj, W.W.: A Weak Order Approach to Group Ranking. Computers Math. Applic. 32, 51–59 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  17. Hüllermeier, E., Fürnkranz, J., Cheng, W., Brinker, K.: Label ranking by learning pairwise preferences. Artif. Intell. 172, 1897–1916 (2008)

    Article  MATH  Google Scholar 

  18. Loftus, G.R.: Evaluating Forgetting Curves. Journal of Experimental Psychology: Learning, Memory, and Cognition 11, 397–406 (1985)

    Article  Google Scholar 

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Sun, C., de Vries, B., Bai, W., Hu, T. (2013). A Comparative Study on Choice Modeling Framework for Evacuation Simulation. In: Zhang, J., Sun, C. (eds) Global Design and Local Materialization. CAAD Futures 2013. Communications in Computer and Information Science, vol 369. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38974-0_26

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  • DOI: https://doi.org/10.1007/978-3-642-38974-0_26

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-38973-3

  • Online ISBN: 978-3-642-38974-0

  • eBook Packages: Computer ScienceComputer Science (R0)

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