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An Agent-Based Model for Greening the City of Ravenna and Reducing Flooding at a Cultural Heritage Site

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Sustainability in Energy and Buildings 2023

Abstract

The paper presents an agent-based model exploring the impact of greening a city for groundwater flood risk reduction as a discussion tool to support urban planning decisions. The case study is an urban archaeological site in Ravenna, Italy. The model aimed to provide insights to generate discussion between researchers at the University of Bologna and the local authorities. The city map was divided into cells potentially suitable for modelled greening, combined with Ravenna precipitation and temperature data, and estimated scores for evapotranspiration and permeability. Generally, results indicate that more greening measures introduced correspond to a reduction in the volume of excess rainwater, with particular effectiveness in greened streets. Our results demonstrate the benefits of agent base modelling in the field of disaster risk management for testing measures prior to their implementation.

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References

  1. Francioni, F.: Beyond state sovereignty: the protection of cultural heritage as a shared interest of humanity. Michigan J. Int. Law 25(4), 1209–1228 (2004). https://doi.org/10.4324/9781315254135-15

    Article  Google Scholar 

  2. Bonazza, A., Maxwell, I., Drdácký, M., Vintzileou, E., Hanus, C.: Safeguarding Cultural Heritage from Natural and Man-Made Disasters: A Comparative Analysis of Risk Management in the EU. European Union (2018)

    Google Scholar 

  3. Mansuri, D.A., Patel, L.E.: Heritage information modelling: A conceptual framework for enhancing cultural resilience of Indian tangible and intangible heritage [Paper presentation]. In: Mid Term Session and Seminar “Conservation and Restoration of Heritage Buildings” by Indian Building Congress, Udaipur, India (2018)

    Google Scholar 

  4. Holický, M., Sýkora, M.: Assessment of flooding risk to cultural heritage in historic sites. J. Perform. Construct. Facilities 24(5), (2010). https://doi.org/10.1061/(ASCE)CF.1943-5509.0000053

  5. Ugolini, A., Melandri, E., Agostinelli, E.R., Sericola, M., Vandini, M., Fiorentino, S.: Managing Water Risks in Archaeological Sites: The Flooding of the Complex of Santa Croce in Ravenna. 36° Convegno Internazionale Scienza e beni culturali [paper presentation]. Venice, Italy (2020)

    Google Scholar 

  6. Quaranta, E., Dorati, C., Pistocchi, A.: Water, energy and climate benefits of urban greening throughout Europe under different climatic scenarios. Sci. Rep. 11(12163), (2021). https://doi.org/10.1038/s41598-021-88141-7

  7. Yao, L., Chen, L., Wei, W., Sun, R.: Potential reduction in urban runoff by green spaces in Beijing: A scenario analysis. Urban Forest. Urban Green. 14(2), 300–308 (2015). https://doi.org/10.1016/j.ufug.2015.02.014

    Article  Google Scholar 

  8. Gomez, M., Kim, Y., Matson, E., Tolstykh, M., Munizzi, M.: Multi-agent system of systems to monitor wildfires. In: 10th System of Systems Engineering Conference (SoSE), 262–267 (2015). https://doi.org/10.1109/SYSOSE.2015.7151913

  9. Egli, L., Weise, H., Radchuk, V., Seppelt, R., Grimm, V.: Exploring resilience with agent-based models: state of the art, knowledge gaps and recommendations for coping with multidimensionality. Ecol. Complex. 40(B), 100718 (2019). https://doi.org/10.1016/j.ecocom.2018.06.008

  10. Barrientos, F., Martin, J., De Luca, C., Tondelli, S., Gómez-García-Bermejo, J., Casanova Zalama, E.: Computational methods and rural cultural and natural heritage: a review. J. Cult. Herit. 49, 250–259 (2021). https://doi.org/10.1016/j.culher.2021.03.009

    Article  Google Scholar 

  11. Teatini, P., Ferronato, M., Gambolati, G., Bertoni, W., Gonella, M.: A century of land subsidence in Ravenna. Italy. Environ. Geol. 47(6), 831–846 (2005). https://doi.org/10.1007/s00254-004-1215-9

    Article  Google Scholar 

  12. Soboyejo, L.A., Giambastiani, B., Molducci, M., Antonellini, M.: Different processes affecting long-term Ravenna coastal drainage basins (Italy): implications for water management. Environ. Earth Sci. 80(15), 1–19 (2021). https://doi.org/10.1007/s12665-021-09774-5

    Article  Google Scholar 

  13. Kazil, J., Masad, D., Crooks, A.: Utilizing Python for Agent-Based Modeling: The Mesa Framework. Springer International Publishing, pp. 308–317. Springer International Publishing (2020)

    Google Scholar 

  14. Wang, B., Hess, V., Crooks, A.: Mesa-Geo: A GIS Extension for the Mesa Agent-Based Modeling Framework in Python. GeoSim ‘22: Proceedings of the 5th ACM SIGSPATIAL International Workshop on GeoSpatial Simulation, pp. 1–10. Association for Computing Machinery (2022)

    Google Scholar 

  15. Klein Tank, A.M.G., Wijngaard, J.B., Können, G.P., Böhm, R., Demarée, G., Gocheva, A., Mileta, M., Pashiardis, S., Hejkrlik, L., Kern‐Hansen, C., Heino, R.: Blended series of station ITALY, RAVENNA_URBANA (STAID: 17865). Blended and updated with sources: 195819 197203 197219 198019 916145 916146 . Daily dataset of 20th-century surface air temperature and precipitation series for the European Climate Assessment. Int. J. Climatol. 22, 1441–1453 (2002). http://www.ecad.eu

  16. European Climate Assessment and Dataset, http://www.ecad.eu. Last Accessed 10 June 2023

  17. Xu, G., Shen, W., Huo, X., Yang, Z., Wang, J., Zhang, W., Ji, X.: Investigation on the properties of porous concrete as road base material. Constr. Build. Mater. 158, 141–148 (2018). https://doi.org/10.1016/j.conbuildmat.2017.09.151

    Article  Google Scholar 

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Acknowledgements

This work was supported by the European Union’s Horizon 2020 research and innovation programme project SHELTER under grant number 821282 and RescueME under grant number 101094978.

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Correspondence to Aitziber Egusquiza .

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Melandri, E., West, E., Santangelo, A., Koppelaar, R., Egusquiza, A. (2024). An Agent-Based Model for Greening the City of Ravenna and Reducing Flooding at a Cultural Heritage Site. In: Littlewood, J.R., Jain, L., Howlett, R.J. (eds) Sustainability in Energy and Buildings 2023. Smart Innovation, Systems and Technologies, vol 378. Springer, Singapore. https://doi.org/10.1007/978-981-99-8501-2_60

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