Abstract
Hurricanes and tropical storms pose a significant threat to developed coastal regions around the world. In the United States, hurricanes cause billions of dollars in damage each year and many deaths. Climate change will continue to exacerbate damage, increasing the duration of hurricane season, creating stronger storms, and increasing coastal vulnerability to storms along the Gulf of Mexico and the Atlantic seaboard. Most of the mortality and economic damage from hurricanes is caused specifically by storm surge flooding; the phenomenon wherein a hurricane’s heavy winds push large amounts of sea water onto land. Predicting the damage that will result from a hurricane is a challenging problem. Hurricanes are difficult to forecast, with their projected track, strength, and size constantly changing. Even when the models are accurate and forecasters are confident in a given storm’s track, predicting community impacts, including economic damage, remains difficult. The purpose of this paper is to present a geocomputational method to improve community damage estimates with a storm surge property damage index. Florida is used as a case study. The results suggest that large variations exist in community vulnerability throughout the state. The developed geocomputational framework presented in this paper is generalizable to any region vulnerable to tropical storms—helping urban planners, insurance companies, and policymakers improve efforts to reduce coastal vulnerabilities.
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Abdulkareem M, Elkadi H (2018) From engineering to evolutionary, an overarching approach in identifying the resilience of urban design to flood. Int J Disaster Risk Reduct 28:176–190
Angeler DG, Allen CR (2016) Quantifying Resilience. J Appl Ecol 53(3):617–624. https://doi.org/10.1111/1365-2664.12649
Blake ES (2018) The 2017 Atlantic Hurricane Season: Catastrophic Losses and Costs. Weatherwise 71(3):28–37. https://doi.org/10.1080/00431672.2018.1448147
Burby RJ, Beatley T, Berke PR, Deyle RE, French SP, Godschalk DR, Kaiser EJ et al (1999) Unleashing the power of planning to create disaster-resistant communities. J Am Plann Assoc 65(3):247–258. https://doi.org/10.1080/01944369908976055
Cavallo E, Powell A, Becerra O (2010) Estimating the Direct Economic Damages of the Earthquake in Haiti. Econ J 120(546):F298–F312. https://doi.org/10.1111/j.1468-0297.2010.02378.x
Chajakis ED (2000) Management Science for Marine Petroleum Logistics." In Decision Making: Recent Developments and Worldwide Applications, edited by Stelios H. Zanakis, Georgios Doukidis, and Constantin Zopounidis, 279–92. Applied Optimization. Boston, MA: Springer US. https://doi.org/10.1007/978-1-4757-4919-9_19.
Chokey A (2019) Despite threats from hurricanes and rising seas, populations continue to swell along the coast. South Florida Sun Sentinel. URL: https://tinyurl.com/y88m45po
Clawpack Development Team. (2021). Clawpack Version 5. http://www.clawpack.org, https://doi.org/10.5281/zenodo.4025432
Coates G, Hawe GI, McGuinness M, Wright NG, Guan D, Harries T, McEwen L (2013) A framework for organisational operational response and strategic decision making for long term flood preparedness in Urban Areas. WIT Trans Built Environ 133:89–98
Coffman M, Noy I (2012) Hurricane Iniki: measuring the long-term economic impact of a natural disaster using synthetic control. Environ Dev Econ 17(2):187–205. https://doi.org/10.1017/S1355770X11000350
Colle BA, Buonaiuto F, Bowman MJ, Wilson RE, Flood R, Hunter R, Mintz A, Hill D (2008) New York City’s Vulnerability to Coastal Flooding. Bull Am Meteorol Soc 89(6):829–842. https://doi.org/10.1175/2007BAMS2401.1
Deryugina T, Kawano L, Levitt S (2018) The economic impact of hurricane katrina on its victims: evidence from individual Tax Returns. Am Econ J Appl Econ 10(2):202–233. https://doi.org/10.1257/app.20160307
Dewan AM, Islam MM, Kumamoto T, Nishigaki M (2007) Evaluating flood hazard for land-use planning in greater dhaka of bangladesh using remote sensing and GIS Techniques. Water Resour Manage 21(9):1601–1612. https://doi.org/10.1007/s11269-006-9116-1
Dube SK, Indu Jain AD, Rao, and T. S. Murty, (2009) Storm Surge Modelling for the Bay of Bengal and the Arabian Sea. Nat Hazards 51(1):3–27. https://doi.org/10.1007/s11069-009-9397-9
Dullaart J, Muis S, Bloemendaal N, Aerts J (2020) Advancing global storm surge modelling using the new ERA5 climate reanalysis. Clim Dyn 54:1007–1021
FEMA Publishes NFIP Claims and Policy Data | FEMA.Gov. Accessed May 5, 2020. https://www.fema.gov/news-release/2019/06/11/fema-publishes-nfip-claims-and-policy-data.
Florida Building Footprints. Accessed May 5, 2020. https://respond-irma-geoplatform.opendata.arcgis.com/datasets/florida-building-footprints.
Hallegatte S, Green C, Nicholls RJ, Corfee-Morlot J (2013) Future flood losses in major coastal cities. Nat Clim Chang 3(9):802–806. https://doi.org/10.1038/nclimate1979
Hamill TM, Brennan MJ, Brown B, DeMaria M, Rappaport EN, Toth Z (2012) NOAA’s future ensemble-based hurricane forecast products. Bull Am Meteorol Soc 93(2):209–220. https://doi.org/10.1175/2011BAMS3106.1
Helderop E, Grubesic TH (2019a) Flood evacuation and rescue: the identification of critical road segments using whole-landscape features. Transp Res Interdiscip Perspect 3:100022. https://doi.org/10.1016/j.trip.2019.100022
Helderop E, Grubesic TH (2019b) Hurricane Storm Surge in Volusia County, Florida: Evidence of a Tipping Point for Infrastructure Damage. Disasters 43(1):157–180. https://doi.org/10.1111/disa.12296
Helderop E, Grubesic TH (2019c) Social, geomorphic, and climatic factors driving U.S. coastal city vulnerability to storm surge flooding. Ocean Coast Manage 181:104902. https://doi.org/10.1016/j.ocecoaman.2019.10490
Helderop E, Grubesic TH (2019d) Streets, storm surge, and the frailty of urban transport systems: a grid-based approach for identifying informal street network connections to facilitate mobility. Transp Res Part D Transp Environ 77:337–351. https://doi.org/10.1016/j.trd.2018.12.02
Hien NT, Tran CT, Nguyen XH, Kim S, Phai VD, Thuy NB, Manh NV (2020). Genetic programming for storm surge forecasting. Ocean Eng 215
Hoyas J, Mallin A (2018) Death toll in Puerto Rico from Hurricane Maria officially raised to 2,975 from 64. ABC News. Retrieved August 2021. https://abcnews.go.com/US/death-toll-hurricane-maria-3000-puerto-rico-study/story?id=57179291
Hubbert GD, Mclnnes KL (1999) A Storm Surge Inundation Model for Coastal Planning and Impact Studies. J Coastal Res 15(1):168–185
Irish JL, Resio DT, Ratcliff JJ (2008) The Influence of Storm Size on Hurricane Surge. J Phys Oceanography 38(9):2003–2013. https://doi.org/10.1175/2008JPO3727.1
Keim BD, Muller RA, Stone GW (2007) Spatiotemporal patterns and return periods of tropical storm and hurricane strikes from Texas to Maine. J Climate 20(14):3498–3509. https://doi.org/10.1175/JCLI4187.1
Kishore N, Marqués D, Mahmud A, Kiang MV, Rodriguez I, Fuller A, Ebner P et al (2018) Mortality in Puerto Rico after Hurricane Maria.". New England J Med 379(2):162–170. https://doi.org/10.1056/NEJMsa1803972
Kita SM (2017) Urban Vulnerability, Disaster Risk Reduction and Resettlement in Mzuzu City, Malawi. Int J Disaster Risk Reduct 22:158–166. https://doi.org/10.1016/j.ijdrr.2017.03.010
Lackmann GM (2014) Hurricane Sandy before 1900 and after 2100. Bull Am Meteorol Soc 96(4):547–560. https://doi.org/10.1175/BAMS-D-14-00123.1
Lazo JK, Waldman DM (2011) "Valuing Improved Hurricane Forecasts. Econ Lett 111(1):43–46. https://doi.org/10.1016/j.econlet.2010.12.012
Lu W, Jun C, Qin XS (2017) A parsimonious framework of evaluating WSUD features in urban flood mitigation. J Environ Inf 33(1):17–27
Luettich RA, Westerink JJ, Scheffner NW (1992) ADCIRC: An advanced three-dimensional circulation model for shelves, coasts and estuaries, report 1: Theory and methodology of ADCIRC-2DDI and ADCIRC-3DL. DRP Technical Report DRP-92–6, Department of the Army, U.S. Army Corps of Engineers, Waterways Experiment Station, Vicksburg, MS. 137p.
Madrigal A (2017) The Houston Flooding Pushed the Earth's Crust Down 2 Centimeters. The Atlantic. URL: https://tinyurl.com/ybavdcp9
Magnusson L, Bidlot JR, Bonavita M, Brown AR, Browne PA, De Chiara G, Pappenberger F (2019) ECMWF activities for improved hurricane forecasts. Bull Am Meteor Soc 100(3):445–458
Malmstadt J, Scheitlin K, Elsner J (2009) Florida Hurricanes and Damage Costs. Southeast Geogr 49(2):108–131
McGrath H, Ezz A, Nastev M (2019) Probabilistic depth-damage curves for assessment of flood-induced building losses. Nat Hazards 97:1–14
Morss RE, Hayden MH (2010) Storm Surge and “Certain Death”: Interviews with Texas Coastal Residents Following Hurricane Ike. Weather Climate Soc 2(3):174–189. https://doi.org/10.1175/2010WCAS1041.1
Pennings JME, Grossman DB (2008) Responding to Crises and Disasters: The Role of Risk Attitudes and Risk Perceptions. Disasters 32(3):434–448. https://doi.org/10.1111/j.1467-7717.2008.01048.x
Pielke RA, Jl G, Landsea CW, Collins D, Saunders MA, Musulin R (2008) Normalized hurricane damage in the United States: 1900–2005. Natural Hazards Rev 9(1):29–42. https://doi.org/10.1061/(ASCE)1527-6988(2008)9:1(29)
Pinelli J-P, Simiu E, Gurley K, Subramanian C, Zhang L, Cope A, Filliben JJ, Hamid S (2004) Hurricane Damage Prediction Model for Residential Structures. J Struct Eng 130(11):1685–1691. https://doi.org/10.1061/(ASCE)0733-9445(2004)130:11(1685)
Poterjoy J, Zhang F (2011) Dynamics and structure of forecast error covariance in the core of a developing hurricane. J Atmospher Sci 68(8):1586–1606. https://doi.org/10.1175/2011JAS3681.1
Ramirez JA, Lichter M, Coulthard TJ, Skinner C (2016) Hyper-resolution mapping of regional storm surge and tide flooding: comparison of static and dynamic models. Nat Hazards 82(1):571–590. https://doi.org/10.1007/s11069-016-2198-z
Ramos Valle A, Curchitser EN, Bruyere CL (2020) Impact of tropical cyclone landfall angle on storm surge along the mid-Atlantic bight. J Geophys Res Atmospher 125(4)
Reja MDY, Brody SD, Highfield WE, Newman GD (2017) hurricane recovery and ecological resilience: measuring the impacts of wetland alteration post hurricane ike on the upper TX coast. Environ Manage 60(6):1116–1126. https://doi.org/10.1007/s00267-017-0943-z
Sandberg J, Santos-Burgoa C, Roess A, Goldman-Hawes A, Pérez CM, Garcia-Meza A, Goldman LR (2019) All over the place?: differences in and consistency of excess mortality estimates in puerto rico after hurricane maria. Epidemiology 30(4):549–552. https://doi.org/10.1097/EDE.0000000000000970
Semuels A (2017) “How a Disaster’s Economic Impacts Are Calculated.” The Atlantic, August 29, 2017. https://www.theatlantic.com/business/archive/2017/08/harvey-economic-impacts/538353/.
Stokes A (2008) Migration to the Coast. Australian Planner 45(3):8–9. https://doi.org/10.1080/07293682.2008.9982665
Takagi H, Li S, Mario de Leon ME, Mikami T, Matsumaru R, Shibayama T, Nakamura R (2016) Storm Surge and Evacuation in Urban Areas during the Peak of a Storm. Coast Eng 108:1–9. https://doi.org/10.1016/j.coastaleng.2015.11.002
Tingsanchali T (2012) Urban Flood Disaster Management. Procedia Eng ISEEC 32:25–37. https://doi.org/10.1016/j.proeng.2012.01.1233
Wang F, Xu YJ (2008) Hurricane Katrina-Induced Forest Damage in Relation to Ecological Factors at Landscape Scale. Environ Monit Assess 156(1):491. https://doi.org/10.1007/s10661-008-0500-6
Warmbrodt Z (2019) “FEMA Postpones Flood Insurance Rate Revamp amid Backlash.” POLITICO. Accessed June 4, 2020. https://www.politico.com/news/2019/11/07/fema-postpones-flood-insurance-rate-revamp-amid-backlash-067505
Weaver RJ, Slinn DN (2010) influence of bathymetric fluctuations on coastal storm surge. Coastal Eng 57(1):62–70. https://doi.org/10.1016/j.coastaleng.2009.09.012
Weinkle J, Landsea C, Collins D, Musulin R, Crompton RP, Klotzbach PJ, Pielke R Jr (2018) Normalized hurricane damage in the continental United States 1900–2017. Nature Sustain 1:808–813
Wood M, Robert MD, Berger A, Burgess P, Wright T (2005) Catastrophe loss modelling of storm-surge flood risk in Eastern England. Philosoph Trans R Soc A Math Phys Eng Sci 363(1831):1407–1422. https://doi.org/10.1098/rsta.2005.1575
Zachry BC, Booth WJ, Rhome JR, Sharon TM (2015) A National View of Storm Surge Risk and Inundation. Weather, Climate Soc 7(2):109–117. https://doi.org/10.1175/WCAS-D-14-00049.1
Zhang KH, Song S (2003) Rural-Urban Migration and Urbanization in China: evidence from time-series and cross-section analyses. China Econ Rev 14(4):386–400. https://doi.org/10.1016/j.chieco.2003.09.018
Zhang W, Villarini G, Vecchi GA, Smith JA (2018) Urbanization exacerbated the rainfall and flooding caused by hurricane harvey in Houston. Nature 563(7731):384–388. https://doi.org/10.1038/s41586-018-0676-z
Zillow Research. “Zillow’s Assessor and Real Estate Database.” Accessed May 5, 2020. https://www.zillow.com/research/ztrax/.
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Helderop, E., Grubesic, T.H. Hurricane storm surge: toward a normalized damage index for coastal regions. Nat Hazards 110, 1179–1197 (2022). https://doi.org/10.1007/s11069-021-04987-0
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DOI: https://doi.org/10.1007/s11069-021-04987-0