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Artificial Intelligence and Virtual Reality in the Simulation of Human Behavior During Evacuations

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Beyond Digital Representation

Abstract

Research in virtual representation (VR) and artificial intelligence (AI) has been conducted separately for many years. Innovation in hardware and software has promoted a parallel evolution of both fields, which, in the last decade, have found a point of convergence in video game applications. Although a relatively recent phenomenon, video games are the most relevant technological, social and cultural expression of contemporary times, becoming the leading entertainment industry globally as a volume of business. The market’s growth has necessitated the need for dedicated work platforms, known as game engines, capable of integrating and optimizing workflow due to the ease of acquiring, transferring, and sharing heterogeneous content in interactive virtual environments. The paper aims to exploit this potential by combining a virtual environment’s spatial, physical, and temporal determinants to simulate the evacuation flows of a building during an emergency. To this goal, an AI is being studied that reproduces the processes that guide individuals to the nearest exit while considering obstacles and areas where passage is impeded. Within the development environment, the simulation can be visualized in real-time, with the possibility of changing parameters and evaluating different scenarios to optimize the relationship between the designed environment and security exigencies.

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References

  1. Levy, P.: Il virtuale. Raffaello Cortina Editore, Milano (1997)

    Google Scholar 

  2. Buratti, G.: Metaverso come opportunità di nuovi servizi di welfare per la terza età in DAI. In: Candito C. (ed.) Il disegno per l’accessibilità e l’inclusione. Publica Editor (2022)

    Google Scholar 

  3. Buratti, G. et al.: Artificial Intelligence, Big Data and Cultural Heritage, in Representation Challenges, Augmented Reality and Artificial Intelligence in Cultural Heritage and innovative Design domain. Franco Angeli Editore (2021)

    Google Scholar 

  4. Gregory, J.: Game Engine Architecture. CRC Press, Taylor & Francis Group (2018)

    Google Scholar 

  5. Gissi E., Ronchi E., Purser, D.A.: Transparency vs magic numbers: the development of stair design requirements in the Italian fire safety code. Fire Saf. J. 91 (2017)

    Google Scholar 

  6. Liao, W., Chraibi, M., Seyfried, A., Zhang, J., Zheng X., Zhao Y.: Validation of FDS+ Evac for pedestrian simulations in wide bottlenecks. In: 17th International IEEE Conference on Intelligent Transportation Systems (ITSC), Qingdao, China, 8–11 October 2014, pp. 554–559 (2014)

    Google Scholar 

  7. Thalmann, D., Musse, S.R.: Crowd Simulation, 2nd edn. Springer, London Ltd (2013)

    Book  Google Scholar 

  8. Von Neumann, J., Morgenstern, O.: Theory of Games and Economic Behavior. Princeton University Press (1944)

    Google Scholar 

  9. Coleman, J.S.: Collective decisions. Sociol. Inq. 34, 166–181 (1964)

    Article  Google Scholar 

  10. Bartholomew, D. J.: Stochastic Models for Social Processes. Wiley & Sons, London New York etc. (1967)

    Google Scholar 

  11. Helbing, D., Molnar, P.: Social force model for pedestrian dynamics. Phys. Rev. E 51(5), 4282–4286 (1995)

    Article  Google Scholar 

  12. Helbing, D., Farkas, I.: Simulation of pedestrian crowds in normal and evacuation situations. Pedestrian. Evacuation Dyn. 21, 21–58 (2002)

    Google Scholar 

  13. NVDIA: http://docs.nvidia.com/gameworks/. Last accessed on 18 Jan 2023

  14. Montecchiari, G., Bulian, G., Gallina, P.: Towards real-time human participation in virtual evacuation through a validated simulation tool. Proc. Inst. Mech. Eng. Part O: J. Risk Reliab. 32(5), 476–490 (2018)

    Google Scholar 

  15. Ronchi, E., Kinsey, M.: Evacuation models of the future: Insights from an online survey on user’s experiences and needs. In: Capote, J., Alvear, D. (eds.) Proceedings of the Advanced Research Workshop: Evacuation and Human Behaviour in Emergency Situations. Universidad de Cantabria, pp. 145–155 (2011)

    Google Scholar 

  16. Luck, M., Aylett, R.: Applying artificial intelligence to virtual reality: intelligent virtual environments. Appl. Artif. Intell. 14(1), 3–32 (2000)

    Article  Google Scholar 

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Acknowledgements

Although the paper was conceived jointly, Michela Rossi is the author of Introduction, Gorgio Buratti is the author of AI and Videogames, Simulating evacuation and all the graphics. The Conclusions are drafted jointly.

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Correspondence to Giorgio Buratti .

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Buratti, G., Rossi, M. (2024). Artificial Intelligence and Virtual Reality in the Simulation of Human Behavior During Evacuations. In: Giordano, A., Russo, M., Spallone, R. (eds) Beyond Digital Representation. Digital Innovations in Architecture, Engineering and Construction. Springer, Cham. https://doi.org/10.1007/978-3-031-36155-5_48

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  • DOI: https://doi.org/10.1007/978-3-031-36155-5_48

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  • Online ISBN: 978-3-031-36155-5

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