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READ ME

This repository contains an overview of the publications and corresponding software components implemented in CLIMADA Python (see list below). To contributors: Please follow the bullet points below when making any edits.

How to publish code for a CLIMADA-paper

This file provides an overview of the steps to take when publishing code corresponding to a peer-reviewed CLIMADA article or technical paper. The intended audience is the authors of the given code and paper. Please make sure to follow the steps carefully so the information is correct and your code easily accessible.

  • Create your own GitHub repository to store the code
  • Upload all relevant code
  • Add a readme file with all the information necessary to replicate your analysis, including which CLIMADA version was used
  • Make a Zenodo release
  • Update the paper overview below with the paper DOI and a link to the github directory or code DOI from Zenodo (create a new row on top of the existing table)
Publication Code link
Kam, P.M., Ciccone, F., Kropf, C.M. et al. Impact-based forecasting of tropical cyclone-related human displacement to support anticipatory action. Nat Commun 15, 8795 (2024). https://doi.org/10.1038/s41467-024-53200-w. https://github.com/manniepmkam/TC_displacement_forecast
Meiler et al. Navigating uncertainty and sensitivity analysis of future tropical cyclone risk estimates, https://doi.org/10.31223/X5SH60. [PREPRINT] https://doi.org/10.5281/zenodo.10715404
Severino, L. G., Kropf, C. M., Afargan-Gerstman, H., Fairless, C., de Vries, A. J., Domeisen, D. I. V., and Bresch, D. N.: Projections and uncertainties of winter windstorm damage in Europe in a changing climate, Nat. Hazards Earth Syst. Sci., 24, 1555–1578, https://doi.org/10.5194/nhess-24-1555-2024, 2024. code: https://doi.org/10.5281/zenodo.11048701 data: https://doi.org/10.5281/zenodo.11058585
Mühlhofer, E., DN Bresch, EE Koks (2024) Infrastructure failure cascades quintuple risk of storm and flood-induced service disruptions across the globe, One Earth 7 (4), 714-729, https://doi.org/10.1016/j.oneear.2024.03.010 https://github.com/Evelyn-M/global-service-disruptions
Mühlhofer, E., Chahan M Kropf, Lukas Riedel, David N Bresch, Elco Koks (2024) OpenStreetMap for multi-faceted climate risk assessments, Environ. Res. Commun. 6 015005, https://doi.org/10.1088/2515-7620/ad15ab https://github.com/Evelyn-M/osm-climate-risks
Portmann, R., Schmid, T., Villiger, L., Bresch, D. N., and Calanca, P.: Modelling crop hail damage footprints with single-polarization radar: the roles of spatial resolution, hail intensity, and cropland density, Nat. Hazards Earth Syst. Sci., 24, 2541–2558, https://doi.org/10.5194/nhess-24-2541-2024, 2024. https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202403_crop_hail_damage_footprint
Stalhandske, Z., Steinmann, C.B., Meiler, S. et al. Global multi-hazard risk assessment in a changing climate.Sci Rep 14, 5875 (2024). https://doi.org/10.1038/s41598-024-55775-2 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202403_multi_hazard_risk_assessment
Meiler, S., Ciullo, A., Kropf, C.M. et al.Uncertainties and sensitivities in the quantification of future tropical cyclone risk. Commun Earth Environ 4, 371 (2023). https://doi.org/10.1038/s43247-023-00998-w https://doi.org/10.5281/zenodo.8073353
Schmid T., Portmann R., Villiger L., Schröer K., Bresch D. N. (2023) An open-source radar-based hail damage model for buildings and cars, Natural Hazards and Earth System Sciences, https://doi.org/10.5194/nhess-2023-158 https://doi.org/10.5281/zenodo.10563495 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202309_hail_damage_model
Hülsen, S.; McDonald, R.I.; Chaplin-Kramer, R.; Bresch, D.N.; Sharp, R.; Worthington, T.; Kropf, C.M.: Global protection from tropical cyclones by coastal ecosystems—past, present, and under climate change, Environmental Research Letters, https://doi.org/10.1088/1748-9326/ad00cd, 2023. https://doi.org/10.5281/zenodo.8100826 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202305_coastal_ecosystems_TC
Ortner, G., Bründl, M., Kropf, C. M., Röösli, T., Bühler, Y., and Bresch, D. N.: Large-scale risk assessment on snow avalanche hazard in alpine regions, Nat. Hazards Earth Syst. Sci., https://doi.org/10.5194/nhess-2022-112, 2023. https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202305_avalanche_switzerland_present
Mühlhofer, E., Koks, E. E., Kropf, C. M., Sansavini, G., Bresch, D. N., 2023: A Generalized Natural Hazard Risk Modelling Framework for Infrastructure Failure Cascades. Reliability Engineering and System Safety, 234, 109194. https://doi.org/10.1016/j.ress.2023.109194 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202208_critical_infrastructure_nw_risks
Ciullo, A., Strobl, E., Meiler, S., Martius, O., and Bresch, D. N., 2023: Increasing countries financial resilience through global catastrophe risk pooling. Nature Communications, 14, 922. https://www.nature.com/articles/s41467-023-36539-4#Sec7 https://doi.org/10.5281/zenodo.7371742
Meiler, S., Vogt, T., Bloemendaal, N., Ciullo, A., Lee, C--Y., Camargo, S., Kerry Emanuel, K., and Bresch, D. N., 2023: Intercomparison of regional loss estimates from global synthetic tropical cyclone models. Nature Communications, 13, 6156. https://www.nature.com/articles/s41467-022-33918-1 https://doi.org/10.5281/zenodo.6782091
Steinmann, C.B., Guillod, B.P., Fairless, C. et al. A generalized framework for designing open-source natural hazard parametric insurance. Environ Syst Decis 43, 555–568 (2023). https://doi.org/10.1007/s10669-023-09934-x https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202303_parametric_insurance_framework
Kropf, C., Ciullo, A., Otth, L., Meiler, S., Rana, A., Schmid, E., McCaughey, J. W., and Bresch, D. N., 2022: Uncertainty and sensitivity analysis for probabilistic weather and climate-risk modelling: an implementation in CLIMADA v.3.1.0. Geosci. Model Dev., 15, 7177-7201, https://doi.org/10.5194/gmd-15-7177-2022 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202012_unsequa_vietnam_tc_ts
Rana, A., Zhu, Q., Detken, A., Whalley, K., and Castet, C.: Strengthening climate-resilient development and transformation in Viet Nam, Climatic Change, 170, 4, https://doi.org/10.1007/s10584-021-03290-y, 2022. https://github.com/arunranain/climada_tc_vietnam
Blass, R., Kropf, C. M., Mahlstein, I., and Bresch, D. N., 2022: Automatic-generation-of-winter-storm-warnings. Technical Report MeteoSwiss No.282, MeteoSwiss, 2022. link
Blass, Robert. Coupling Oasis LMF with CLIMADA. ETH Zurich; Zurich, 2021. https://doi.org/10.3929/ethz-b-000480061. Tutorial (and all the code) here: https://github.com/CLIMADA-project/climada_petals/blob/feature/ktools/doc/tutorial/ktools_examples.ipynb
Stalhandske, Z., Nesa, V., Zumwald, M., Ragettli, M. S., Galimshina, A., Holthausen, N., Röösli, M., and Bresch, D. N., 2022: Projected Impact of Heat on Mortality and Labour Productivity under Climate Change in Switzerland. Nat. Hazards Earth Syst. Sci., 22, 2531-2541, https://doi.org/10.5194/nhess-22-2531-2022 https://doi.org/10.5281/zenodo.6908285 https://github.com/zeliest/heat_mortality_productivity_impacts
Röösli, T., Appenzeller, C., and Bresch, D. N., 2021: Towards operational impact forecasting of building damage from winter windstorms in Switzerland. Meteorol Appl. 28:e2035. http://dx.doi.org/10.1002/met.2035
Lüthi, S., Aznar-Siguan, G., Fairless, C., and Bresch, D. N.: Globally consistent assessment of economic impacts of wildfires in CLIMADA v2.2, Geosci. Model Dev., 14, 7175–7187, https://doi.org/10.5194/gmd-14-7175-2021, 2021. https://github.com/CLIMADA-project/climada_papers/tree/main/archive/211312_climada_wildfire
Geiger, T., Gütschow, J., Bresch, D. N., Emanuel, K., and Frieler, K., 2021: Double benefit of limiting global warming for tropical cyclone exposure. Nat. Clim. Chang., https://doi.org/10.1038/s41558-021-01157-9 https://github.com/CLIMADA-project/climada_python/releases/tag/v2.2.0 https://github.com/CLIMADA-project/climada_petals/blob/main/doc/tutorial/climada_hazard_emulator.ipynb
Ciullo, A., Martius, O., Strobl, E. and Bresch, D. N., 2021: A framework for building climate storylines based on downward counterfactuals: The case of the European Union Solidarity fund. Climate Risk Management, 33, 100349, https://doi.org/10.1016/j.crm.2021.100349
Desai, B., Bresch, D. N., Cazabat, C., Hochrainer-Stigler, S., Mechler, R., Ponserre, S., & Schewe, J., 2021: Addressing the human cost in a changing climate. Science, 372(6548), 1284-1287, https://doi.org/10.1126/science.abh4283
Sauer, I., Reese, R., Otto, C., Geiger, T., Willner, S. N., Guillod, B., Bresch, D. N., and Frieler, K., 2021: Climate signals in river flood damages emerge under sound regional disaggregation. Nature Communications, 12(1), 1-11, https://www.nature.com/articles/s41467-021-22153-9 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202010_flood_attribution
Kam, P. M., Aznar-Siguan, G., Schewe, J., Milano, L., Ginnetti, J., Willner, S., McCaughey, J., and Bresch, D. N., 2021: Global warming and population change both heighten future risk of human displacement due to river floods. Environ. Res. Lett. 16, 044026, https://doi.org/10.1088/1748-9326/abd26c https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202008_global_flood_displacement
Eberenz, S., Lüthi, S., and Bresch, D. N., 2021: Regional tropical cyclone impact functions for globally consistent risk assessments, Nat. Hazards Earth Syst. Sci., https://doi.org/10.5194/nhess-21-393-2021 https://doi.org/10.5281/zenodo.4478341 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202005_tropical_cyclone_calibration
Bresch, D. N. and Aznar-Siguan, G., 2021: CLIMADA v1.4.1: Towards a globally consistent adaptation options appraisal tool, Geosci. Model Dev., https://doi.org/10.5194/gmd-2020-151 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202008_climada_adaptation
Welker, C., Röösli, T., and Bresch, D. N., 2021: Comparing an insurer’s perspective on building damages with modelled damages from pan-European winter windstorm event sets: a case study from Zurich, Switzerland, Nat. Hazards Earth Syst. Sci., 21, 279-299, https://www.nat-hazards-earth-syst-sci-discuss.net/nhess-2020-115 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202002_winter_windstorms_model
Westcott, M., Ward, J., Surminski, S., Sayers, P., Bresch, D. N., Bronwyn, C., 2020: Be prepared – exploring future climate-related risk for residential and commercial real-estate portfolios. Journal of Alternative Investments, https://jai.pm-research.com/content/early/2020/05/09/jai.2020.1.100.abstract
Eberenz, S., Stocker, D., Röösli, T., and Bresch, D. N., 2020: Asset exposure data for global physical risk assessment, Earth Syst. Sci. Data, 12, 817-833, https://doi.org/10.5194/essd-12-817-2020 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/201903_litpop_exposure_data_model
Aznar-Siguan, G. and Bresch, D. N., 2019: CLIMADA v1: a global weather and climate risk assessment platform, Geosci. Model Dev., https://doi.org/10.5194/gmd-12-3085-2019 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/201812_climada_risk_assessment