From Climate Risk Diagnosis to Design Decisions in the Built Environment: An Indicator-Based Adaptation Workflow with Bat-ADAPT and depthmapX
Published 2026-10-13
Keywords
- Climate-risk assessment,
- Adaptation decision support,
- Bat-ADAPT,
- depthmapX,
- Space syntax
Copyright (c) 2025 Stefano Cascone, Mariapaola Vozzola, Larisa Mihaela Semis, Maurizio Marco Bocconcino

This work is licensed under a Creative Commons Attribution 4.0 International License.
Abstract
Climate adaptation in mixed-use building assets requires methods that connect class-based risk diagnosis with feasible design decisions and explicit spatial localisation, a link that remains weak in existing screening approaches. This paper develops and tests a lightweight, indicator-based workflow to address this gap. Bat-ADAPT (R4RE), an indicator-based climate-risk assessment tool, assesses exposure and vulnerability and derives cross-risk classes. It is also used to simulate adaptation packages. depthmapX, a space-syntax-based spatial analysis tool, provides a complementary layer for locating selected measures within shared outdoor spaces. The workflow is applied to Cascina Fossata in Turin, Italy, through two assessment profiles representing a reused historic courtyard building and a new multi-storey construction. The baseline diagnosis identifies Heat as the priority hazard and “Rainfall & Floods” as the second relevant condition. Under the final packages, Profile 1 vulnerability decreases from High to Medium for both hazards, while Profile 2 reaches Low vulnerability for Heat and Medium vulnerability for “Rainfall & Floods”. Exposure remains unchanged in both profiles. The depthmapX analysis informs the placement of visual risk communication and the identification of candidate locations for cool refuge areas. The intelligibility test yields R² = 0.0193 for the baseline configuration and R² = 0.9103 for the controlled alternative configuration, indicating a stronger relationship between Connectivity and Visual Integration for the tested geometry. The case study indicates that the workflow can provide a traceable basis for early-stage adaptation decisions, while its outputs remain class-based and the spatial results do not demonstrate climate-risk reduction.
References
- 1. Hong T, Malik J, Krelling A, et al. (2023) Ten questions concerning thermal resilience of buildings and occupants for climate adaptation. Build Environ 244:110806. https://doi.org/10.1016/j.buildenv.2023.110806
- 2. Ward K, Lauf S, Kleinschmit B, Endlicher W (2016) Heat waves and urban heat islands in Europe: A review of relevant drivers. Sci Total Environ 569–570:527–539. https://doi.org/10.1016/j.scitotenv.2016.06.119
- 3. Staccione A, Essenfelder AH, Bagli S, Mysiak J (2024) Connected urban green spaces for pluvial flood risk reduction in the Metropolitan area of Milan. Sustain Cities Soc 104:105288. https://doi.org/10.1016/j.scs.2024.105288
- 4. Ahmed NM, Altamura P, Giampaoletti M, et al. (2024) Optimizing human thermal comfort and mitigating the urban heat island effect on public open spaces in Rome, Italy through sustainable design strategies. Sci Rep 14:19931. https://doi.org/10.1038/s41598-024-65794-8
- 5. de Oliveira AKB, Battemarco BP, Barbaro G, et al. (2022) Evaluating the Role of Urban Drainage Flaws in Triggering Cascading Effects on Critical Infrastructure, Affecting Urban Resilience. Infrastructures 7:153. https://doi.org/10.3390/infrastructures7110153
- 6. Kvande T, Time B (2025) Developing a National Climate Adaptation Framework for the Design of Moisture-Resilient Buildings. Buildings 15:3653. https://doi.org/10.3390/buildings15203653
- 7. Rezvani SMHS, de Almeida NM, Falcão MJ (2023) Climate Adaptation Measures for Enhancing Urban Resilience. Buildings 13:2163. https://doi.org/10.3390/buildings13092163
- 8. Massafra A, Costantino C, Predari G, Gulli R (2023) Building Information Modeling and Building Performance Simulation-Based Decision Support Systems for Improved Built Heritage Operation. Sustainability 15:11240. https://doi.org/10.3390/su151411240
- 9. Mlote DS, Budig M, Cheah L (2024) Adaptability of buildings: a systematic review of current research. Front Built Environ 10:1376759. https://doi.org/10.3389/fbuil.2024.1376759
- 10. Salata K-D, Yiannakou A (2020) The Quest for Adaptation through Spatial Planning and Ecosystem-Based Tools in Resilience Strategies. Sustainability 12:5548. https://doi.org/10.3390/su12145548
- 11. Kotharkar R, Ghosh A (2022) Progress in extreme heat management and warning systems: A systematic review of heat-health action plans (1995-2020). Sustain Cities Soc 76:103487. https://doi.org/10.1016/j.scs.2021.103487
- 12. Amorim-Maia AT, Anguelovski I, Connolly J, Chu E (2023) Seeking refuge? The potential of urban climate shelters to address intersecting vulnerabilities. Landsc Urban Plan 238:104836. https://doi.org/10.1016/j.landurbplan.2023.104836
- 13. Hillier B, Hanson J (1984) The Social Logic of Space. Cambridge University Press, Cambridge. https://doi.org/10.1017/CBO9780511597237
- 14. SpaceGroupUCL (2020) depthmapX v0.8.0: Multi-platform spatial network analysis software. GitHub. https://github.com/SpaceGroupUCL/depthmapX/releases/tag/v0.8.0. Accessed 27 Sep 2026
- 15. Observatoire de l’Immobilier Durable (2024) Manuel d’utilisation Bat-ADAPT. Observatoire de l’Immobilier Durable, Paris. https://resources.r4re.resilience-for-real-estate.com/documentation/batadapt_user_manual.pdf
- 16. Turner A, Doxa M, O’Sullivan D, Penn A (2001) From Isovists to Visibility Graphs: A Methodology for the Analysis of Architectural Space. Environ Plann B Plann Des 28:103–121. https://doi.org/10.1068/b2684
- 17. El Samaty HS, Feidi JZ, Refaat AM (2023) The impact of glazed barriers on the visual and functional performance of transition spaces in college buildings using space syntax. Ain Shams Eng J 14:102119. https://doi.org/10.1016/j.asej.2023.102119
- 18. Asriana N, Khidmat RP, Jaya MA, et al. (2024) Syntactic analysis of traditional houses in urban kampung. Built Heritage 8:25. https://doi.org/10.1186/s43238-024-00140-5
- 19. Cascina Fossata. Progetto. https://www.cascinafossata.it/progetto/. Accessed 6 May 2026
