An agent-based simulation model for analyzing the impact of teacher behavior in case of evacuation from daycare classrooms

  • Raimundo J. C. Ferro Junior UECE
  • Thayanne F. da Silva UECE
  • João P. B. Andrade UECE
  • Gustavo A. L. de Campos UECE

Resumo

Agent-based simulations can be used to study and formulate evacuation plans, however the traditional simulation models for this context are not suitable for daycare and school settings where the population of these settings has unique physical and behavioral characteristics. This paper proposes a simulation model based on classroom evacuation agents from daycare centers that takes into account the physical and behavioral characteristics of the students and that is able to provide data to evaluate the impact of teachers’ behavior in the evacuation process. The model was built using the Netlogo tool, using as basis the structures of the Brazilian classroom environment and using data from the literature on human behavior. The tests were performed in different settings of parameters for environment, population, student behavior and evacuation strategies. The experiments showed that the model was able to reproduce results consistent with the expected values and scenarios described in the literature, as well as being an effective tool to evaluate the impact of teacher behavior in the evacuation process, especially in rooms where students have a high degree of dependency.

Referências


Camillen, F., Capr`ı, S., Garofalo, C., Ignaccolo, M., Inturri, G., Pluchino, A., Rapisarda, A., and Tudisco, S. (2009). Multi agent simulation of pedestrian behavior in closed spatial environments. In 2009 IEEE Toronto International Conference Science and Technology for Humanity (TIC-STH), pages 375–380.

Dou, M. (2012). A simulation study on the effect of individuals’ uncertain behaviors in indoor evacuation. In The 12th IEEE International Conference on Scalable Computing and Communications.

FNDE (2013a). MEMORIAL DESCRITIVO - PROJETO PROINFÂNCIA - TIPO B. Brasília.

FNDE (2013b). MEMORIAL DESCRITIVO - PROJETO PROINFÂNCIA - TIPO C. Brasília.

FNDE (2016). MEMORIAL DESCRITIVO - PROJETO PROINFÂNCIA - TIPO 3. Brasília.

FNDE (2017a). MANUAL DE ORIENTAçO˜ES TÉCNICAS - ELABORAç A˜O DE PROJETOS

DE EDIFICAçO˜ES ESCOLARES: EDUCAÇÃO INFANTIL. Brasília.

FNDE (2017b). MEMORIAL DESCRITIVO - PROJETO PROINFÂNCIA - TIPO 1. Brasília.

FNDE (2017c). MEMORIAL DESCRITIVO - PROJETO PROINFÂNCIA - TIPO 2. Brasília.

Larusdottir, A., Dederichs, A., and Nilsson, D. (2014). Evacuation of Children: Focusing on daycare centers and elementary schools. PhD thesis, University of Denmark.

Larusdottir, A. R. and Dederichs, A. S. (2011). A step towards including children’s evacuation parameters and behavior in fire safe building design. Fire Safety Science, 10:187–195.

Larusdottir, A. R. and Dederichs, A. S. (2012). Evacuation of children: Movement on stairs and on horizontal plane. Fire Technology, 48(1):43–53.

Liu, R., Jiang, D., and Shi, L. (2016). Agent-based simulation of alternative classroom evacuation scenarios. Frontiers of Architectural Research, 5(1):111 – 125.

Murozaki, Y. and Ohnishi, K. (1985). A study of fire safety and evacuation planning for pre- schools and day care centers. Memoirs of the Faculty of Engineering Kobe University.

Pan, X., Han, C. S., Dauber, K., and Law, K. H. (2007). A multi-agent based framework for the simulation of human and social behaviors during emergency evacuations. Ai & Society, 22(2):113–132.

Silva, V., Scholl, M., and Francisca Adamatti, D. (2017). Simulação multiagente da evacuação da boate kiss: A importância da nbr 9.077 e sua relação com o pânico. In Revista de Informática Teórica e Aplicada, volume 24, page 101.

Tisue, S. andWilensky, U. (2004). Netlogo: A simple environment for modeling complexity. In International Conference on Complex Systems, pages 16–21.

Togawa, K. (1955). Study on fire escapes basing on the observations of multitude current. Report of the Building Research Institute, 14.

Ulriksen, L. and Dederichs, A. S. (2014). Evacuation of day care centres for children 0–6 years: Simulations using simulex. In Weidmann, U., Kirsch, U., and Schreckenberg, M., editors, Pedestrian and Evacuation Dynamics 2012, pages 959–969, Cham. Springer International Publishing.

Publicado
2018-10-22
Como Citar
FERRO JUNIOR, Raimundo J. C. et al. An agent-based simulation model for analyzing the impact of teacher behavior in case of evacuation from daycare classrooms. Anais do Encontro Nacional de Inteligência Artificial e Computacional (ENIAC), [S.l.], p. 656-667, out. 2018. ISSN 2763-9061. Disponível em: <https://sol.sbc.org.br/index.php/eniac/article/view/4456>. Acesso em: 18 maio 2024. doi: https://doi.org/10.5753/eniac.2018.4456.