Explanation and Prioritization of Factors Influencing the Location of Resilient Schools Against Natural Hazards with an Emphasis on Collective Intelligence (Case Study: Nowshahr City)

Authors

    Mehdi Elkaei Behjati PhD Student in Architecture, Sar.C. , Islamic Azad University, Sari, Iran
    Seyed Ali Seydian * Associate Professor, Department of Architecture, Faculty of Arts and Architecture, University of Mazandaran, Babolsar, Iran a_seyedian@umz.ac.ir
    Mehdi MirzaGoltabar Roshan Assistant Professor, Department of Civil Engineering, Sar.C. , Islamic Azad University, Sari, Iran

Keywords:

resilient school site selection, natural hazards, multi-criteria analysis, green logistics

Abstract

This study was conducted with the aim of identifying and prioritizing the factors influencing the location of resilient schools in the face of natural hazards. The research adopted a mixed-methods approach, and data were analyzed using the Analytic Network Process (ANP), Delphi method, Technique for Order Preference by Similarity to Ideal Solution (TOPSIS), and Geographic Information System (GIS). The findings indicated that out of 22 initial items, 14 items were identified as key factors agreed upon by experts, encompassing physical, environmental, safety, accessibility, and socio-managerial dimensions. The results of spatial analysis, combined with collective intelligence algorithms, enabled the identification of safe and high-risk zones, as well as the optimization of evacuation routes and school site allocation. This framework can serve as a practical tool for urban planners, educational administrators, and designers of educational spaces to enhance the resilience and safety of schools.

References

Ajuwon, O. A., Animashaun, E. S., & Chiekezie, N. R. (2024). Crisis Intervention, Mediation, Counseling, and Mentoring in Schools: Building Resilient Educational Communities. International Journal of Applied Research in Social Sciences, 6(8), 1593-1611. https://doi.org/10.51594/ijarss.v6i8.1372

Ardebili Pour, M., Ghiasi, M. B., & Karkehabadi, A. (2024). Applying machine learning tools for urban resilience against floods.

Azizi, G., Ezzati, M., & MohammadDavvodi, A. (2020). Presenting Talent Management Model in Tehran City Schools: A Qualitative Study. School administration, 8(3), 50-29. https://jsa.uok.ac.ir/article_61495.html

Bahmanpour, A. (2023). Location of temporary housing and crisis management sites (A case study). Disaster Prevention and Management Knowledge, 13(1), 80-92.

Dehghan, M., Azari, M., & Sepehr, A. (2019). Presenting a GIS-based decision support system for prioritizing water and soil conservation measures (A case study). Quarterly Journal of Environmental Spatial Planning, 29, 65-82.

Elkaei Behjati, M., Seyedian, S. A., & Mirzagoltabar Roshan, M. (2025). Optimal school site selection with a risk reduction approach: Integrating GIS and multi-criteria decision-making methods. Manifestation of Art in Architecture and Urbanism, 26(1).

Golbargi, S. R. (2019). Ranking of School Criteria Based on the Sustainability Approach in Order to Design Green Schools. Third National Conference on New Academic Research in Art, Architecture and Civil Engineering.

Hesari, P., Mohtasham, A., & Farzanddoost, A. (2020). Strategies to Improve School Architectural Design Quality with Emphasis on Gardner's Multiple Intelligences. Educational Technology, 14(2), 341-353. https://sid.ir/paper/374880/fa

Klochko, A. R., & Topaeva, P. A. (2021). Current Trends in the Architectural Design of Inclusive Schools. Stroitel Stvo Nauka I Obrazovanie [Construction Science and Education], 11(3), 23-40. https://doi.org/10.22227/2305-5502.2021.3.2

Larni, M., Belyad, M. R., Irannejad, P., & Mohammadinejad Ganji, A. (2023). Identifying dimensions and components of organizational resilience of crisis management in academic centers to deal with natural hazards. Sociology of Education, 1-20.

Piala, M., Kilag, O. K., Abella, J., Groenewald, E., Cordova Jr, N., & Tañiza, F. N. (2024). Building Capacity, Driving Impact: A Holistic Approach to School Leader Development. Excellencia: International Multi-disciplinary Journal of Education, 2(1), 25-35. https://multijournals.org/index.php/excellencia-imje/article/view/271

Ran, Y. (2024). Excellent Case of Building a "School-Land" Co-Construction and Sharing Pattern Network of School Aesthetic Education and Regional Culture. Jes, 20(2), 740-744. https://doi.org/10.52783/jes.1229

Sakti, A. D., Rahadianto, M. A. E., & Wikantika, K. (2022). School location analysis by integrating accessibility, natural and biological hazards for educational equity. Isprs International Journal of Geo-Information, 11(1), 12.

Salimi, M., Jalali, M., & Yousefi Tazakor, M. (2019). Architectural Requirements of Schools With a Focus on Enhancing Students' Creativity and Abilities. Journal of Architecture Studies(192), 185-113. https://elmnet.ir/doc/2212033-14378

UNESCO. (2023). Education and school safety: integrating disaster risk reduction.

World Bank. (2024). Building safer and more resilient schools in a changing climate.

Xia, T., Ali, A., & Mahyuddin, N. (2025). Multi-Objective Optimization of Window Design for Energy and Thermal Comfort in School Buildings: A Sustainable Approach for Hot-Humid Climates. Sustainability, 17, 8646. https://doi.org/10.3390/su17198646

Yaghoubi, M. (2025). Ranking secondary schools based on the management excellence model with an integrated approach and TOPSIS method. Applied Studies in Educational Management and E-Learning, 2(1), 43-50.

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Published

2026-07-01

Submitted

2026-01-05

Revised

2026-04-12

Accepted

2026-04-17

Issue

Section

Articles

How to Cite

Elkaei Behjati, M., Seydian, S. A., & MirzaGoltabar Roshan, M. (2026). Explanation and Prioritization of Factors Influencing the Location of Resilient Schools Against Natural Hazards with an Emphasis on Collective Intelligence (Case Study: Nowshahr City). Journal of Resource Management and Decision Engineering, 1-14. https://journalrmde.com/index.php/jrmde/article/view/283

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