Abstract

Hurricanes cause substantial inundation of transportation networks, rendering them inaccessible to emergency response vehicles. Because storm tides and heavy rainfall often co-occur during hurricanes, a reliable assessment of roadway inundation in coastal areas requires adequate representation of both flood sources. This study serially coupled a hydrodynamic storm surge model with a two-dimensional hydrodynamic model for rainfall-driven flow to quantify compound flooding in a coastal region. The output of this flood modeling approach is used as an input in an optimization algorithm to identify the required location of ambulances prior to the flood event and determine areas that should be served aerially so that patients can be transported to a critical trauma center within the golden hour or treated by other means. Application of this integrative framework was illustrated for flooding under Hurricane Irene (2011) in southeast Virginia. The compound flood modeling framework had excellent agreement with data from an overland flood gauge. The application of the ambulance positioning algorithm showed that that present ambulance stations are not adequate to completely cover the study area within the golden hour even in the absence of flooding, and three traffic analysis zones need to be served aerially or treated by other means. It also was determined that no traffic analysis zones had access to the trauma center within the golden hour if 10- or 25-cm flood depths were considered as the thresholds for ambulance access. However, after introducing additional ambulance stations, or staging stations where patients could be treated in place or transferred aerially to the trauma center, 52% and 75% of the traffic analysis zones were able to maintain access to the trauma center by ambulance under 10- and 25-cm flood thresholds, respectively. Under the 45-cm flood depth threshold, 73% of the traffic analysis zones maintained access after introducing five additional ambulance stations, but no additional staging stations were required in this case. The framework developed in this multidisciplinary study can provide a useful predictive tool for emergency managers in flood-prone coastal regions.

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Data Availability Statement

Some of the data, models, or code that support the findings of this study, specifically the outputs of the storm surge and overland flood models and the results of the optimization algorithm for ambulance positioning, are available from the corresponding author upon reasonable request.

Acknowledgments

This research was funded by the Department of Transportation through Mid-Atlantic Transportation Sustainability-University Transportation Center (MATS-UTC). The authors acknowledge the City of Norfolk for providing access to data and helpful discussion through the course of the project.

References

Alabbad, Y., J. Mount, A. M. Campbell, and I. Demir. 2021. “Assessment of transportation system disruption and accessibility to critical amenities during flooding: Iowa case study.” Sci. Total Environ. 793: 148476. https://doi.org/10.1016/j.scitotenv.2021.148476.
Albano, R., A. Sole, J. Adamowski, and L. Mancusi. 2014. “A GIS-based model to estimate flood consequences and the degree of accessibility and operability of strategic emergency response structures in urban areas.” Nat. Hazards Earth Syst. Sci. 14 (11): 2847–2865. https://doi.org/10.5194/nhess-14-2847-2014.
Bilskie, M. V., and S. C. Hagen. 2018. “Defining flood zone transitions in low-gradient coastal regions.” Geophys. Res. Lett. 45 (6): 2761–2770. https://doi.org/10.1002/2018GL077524.
Boon, J. D., J. M. Brubaker, and D. R. Forrest. 2010Chesapeake Bay land subsidence and sea level change: An evaluation of past and present trends and future outlook. Special Report in Applied Marine Science and Ocean Engineering No. 425. Gloucester Point, VA: Virginia Institute of Marine Science.
Castrucci, L., and N. Tahvildari. 2018. “Modeling the impacts of sea level rise on storm surge inundation in flood-prone urban areas of Hampton Roads, Virginia.” Mar. Technol. Soc. J. 52 (2): 92–105. https://doi.org/10.4031/MTSJ.52.2.11.
Chen, Q., L. Wang, H. Zhao, and S. L. Douglass. 2007. “Prediction of storm surges and wind waves on coastal highways in hurricane-prone areas.” J. Coastal Res. 23 (5): 1304–1317. https://doi.org/10.2112/05-0465.1.
Chvatal, V. 1979. “A greedy heuristic for the set-covering problem.” Math. Oper. Res. 4 (3): 233–235. https://doi.org/10.1287/moor.4.3.233.
City of Chesapeake. 1996. “Map of Chesapeake fire stations.” Accessed November 7, 2017. http://www.cityofchesapeake.net/government/City-Departments/Departments/fire/stations/stationmap.htm.
Coles, D., D. Yu, R. L. Wilby, D. Green, and Z. Herring. 2017. “Beyond ‘flood hotspots’: Modelling emergency service accessibility during flooding in York, UK.” J. Hydrol. 546 (Mar): 419–436. https://doi.org/10.1016/j.jhydrol.2016.12.013.
Dawson, R. J., R. Peppe, and M. Wang. 2011. “An agent-based model for risk-based flood incident management.” Nat. Hazards 59 (1): 167–189. https://doi.org/10.1007/s11069-011-9745-4.
Dietrich, J. C., et al. 2011. “Modeling hurricane waves and storm surge using integrally-coupled, scalable computations.” Coastal Eng. 58 (1): 45–65. https://doi.org/10.1016/j.coastaleng.2010.08.001.
Egbert, G. D., and S. Y. Erofeeva. 2002. “Efficient inverse modeling of barotropic ocean tides.” J. Atmos. Oceanic Technol. 19 (2): 183. https://doi.org/10.1175/1520-0426(2002)019%3C0183:EIMOBO%3E2.0.CO;2.
Emanuel, K., R. Sundararajan, and H. Williams. 2008. “Hurricanes and global warming: Results from downscaling IPCC AR4 simulations.” Bull. Am. Meteorol. Soc. 89 (3): 347–368. https://doi.org/10.1175/bams-89-3-347.
Ezer, T., and L. P. Atkinson. 2015. “Sea level rise in Virginia—Causes, effects and response.” Virginia J. Sci. 66 (3): 8. https://doi.org/10.25778/8w61-qe76.
Fahad, M. G. R., R. Nazari, P. Bhavsar, M. Jalayer, and M. Karimi. 2019. “A decision-support framework for emergency evacuation planning during extreme storm events.” Transp. Res. Part D Transp. Environ. 77 (Dec): 589–605. https://doi.org/10.1016/j.trd.2019.09.024.
Fahad, M. G. R., R. Nazari, M. H. Motamedi, and M. E. Karimi. 2020. “Coupled hydrodynamic and geospatial model for assessing resiliency of coastal structures under extreme storm scenarios.” Water Resour. Manage. 34: 1123–1138. https://doi.org/10.1007/s11269-020-02490-y.
FD. 2014. “Isle of wight county, VA fire department-rescue stations.” Accessed November 7, 2017. https://www.firedepartment.net/directory/virginia/isle-of-wight-county.
Gori, A., I. Gidaris, J. R. Elliott, J. Padgett, K. Loughran, P. Bedient, P. Panakkal, and A. Juan. 2020a. “Accessibility and recovery assessment of Houston’s roadway network due to fluvial flooding during Hurricane Harvey.” Nat. Hazards Rev. 21 (2): 04020005. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000355.
Gori, A., N. Lin, and J. Smith. 2020b. “Assessing compound flooding from landfalling tropical cyclones on the North Carolina coast.” Water Resour. Res. 56 (4): e2019WR026788. https://doi.org/10.1029/2019WR026788.
Green, D., et al. 2017. “City-scale accessibility of emergency responders operating during flood events.” Nat. Hazards Earth Syst. Sci. 17 (1): 1–16. https://doi.org/10.5194/nhess-17-1-2017.
Holland, G. J., J. I. Belanger, and A. Fritz. 2010. “A revised model for radial profiles of hurricane winds.” Mon. Weather Rev. 138 (12): 4393–4401. https://doi.org/10.1175/2010MWR3317.1.
HRTPO (Hampton Roads Transportation Planning Organization). 2012. “Travel models and forecasts.” Accessed November 7, 2017. https://www.hrtpo.org/page/travel-models-and-forecasts/.
Hu, K., Q. Chen, and H. Wang. 2015. “A numerical study of vegetation impact on reducing storm surge by wetlands in a semi-enclosed estuary.” Coastal Eng. 95 (Jan): 66–76. https://doi.org/10.1016/j.coastaleng.2014.09.008.
Jha, M., K. Moore, and B. Pashaie. 2004. “Emergency evacuation planning with microscopic traffic simulation.” Transp. Res. Rec. 1886 (1): 40–48. https://doi.org/10.3141/1886-06.
Johnson, S., and D. Yu. 2020. “From flooding to finance: NHS ambulance-assisted evacuations of care home residents in Norfolk and Suffolk, UK.” J. Flood Risk Manage. 13 (1): e12592. https://doi.org/10.1111/jfr3.12592.
Kramer, K., S. Terheiden, and S. Wieprecht. 2016. “Safety criteria for the trafficability of inundated roads in urban floodings.” Int. J. Disaster Risk Reduct. 17 (Aug): 77–84. https://doi.org/10.1016/j.ijdrr.2016.04.003.
Lerner, E. B., and R. M. Moscati. 2001. “The golden hour: Scientific fact or medical ‘urban legend’?” Acad. Emergency Med. 8 (7): 758–760. https://doi.org/10.1111/j.1553-2712.2001.tb00201.x.
Lixion, A. A., and J. Cangialosi. 2011. “Tropical cyclone report: Hurricane Irene (AL092011), 21-28 August 2011.” Accessed August 28, 2011. http://www.nhc.noaa.gov/data/tcr/AL092011_Irene.pdf.
Martínez-Gomariz, E., M. Gómez, B. Russo, and S. Djordjević. 2018. “Stability criteria for flooded vehicles: A state-of-the-art review.” J. Flood Risk Manage. 11: S817–S826. https://doi.org/10.1111/jfr3.12262.
McCuen, R. H., 1998. Hydrologic analysis and design. Upper Saddle River, NJ: Pearson Education.
MRLC (Multi-Resolution Land Characteristics Consortium). 2011. “NLCD 2011 Land Cover (CONUS).” Accessed July 15, 2017. https://www.mrlc.gov/data/nlcd-2011-land-cover-conus-0.
NOAA Office for Coastal Management. 2020. Accessed February 9, 2020. https://www.ncdc.noaa.gov/billions/events.
Norfolk Open Data Portal. 2017. “Norfolk open data.” Accessed November 7, 2017. https://data.norfolk.gov.
PFRES (Portsmouth Fire Rescue and Emergency Services). 2017. Accessed November 7, 2017. http://pfresva.com.
Roelvink, J. A., and G. V. Banning. 1995. “Design and development of Delft3D and application to coastal morphodynamics.” Oceanog. Literat. Rev. 11: 925.
Sadler, J. M., J. L. Goodall, M. M. Morsy, and K. Spencer. 2018. “Modeling urban coastal flood severity from crowd-sourced flood reports using Poisson regression and random forest.” J. Hydrol. 559 (Apr): 43–55. https://doi.org/10.1016/j.jhydrol.2018.01.044.
Sahu, A., and N. Tahvildari. Forthcoming. “Assessing sea level rise effects on coastal erosion due to storm surge using a process-based numerical model.” Coastal Eng.
Shahriari, M., A. Bozorgi-Amiri, S. Tavakoli, and A. Yousefi-Babadi. 2017. “Bi-objective approach for placing ground and air ambulance base and helipad locations in order to optimize EMS response.” Am. J. Emergency Med. 35 (12): 1873–1881. https://doi.org/10.1016/j.ajem.2017.06.026.
Shen, Y., L. Castrucci, N. Tahvildari, M. M. Morsy, C. Huxley, and J. L. Goodall. 2019a. “Modeling the impact of projected climate change and sea level rise scenarios on flood risk in coastal cities: Norfolk, VA as a case study.” In Vol. 2019 of American Geophysical Union (AGU) Fall Meeting Abstracts, GC44A-02. New York: American Geophysical Union.
Shen, Y., M. Morsy, C. Huxley, N. Tahvildari, and J. L. Goodall. 2019b. “Flood risk assessment and increased resilience for coastal urban watersheds under the combined impact of storm tide and heavy rainfall.” J. Hydrol. 579 (Dec): 124159. https://doi.org/10.1016/j.jhydrol.2019.124159.
Sherali, H. D., T. B. Carter, and A. G. Hobeika. 1991. “A location-allocation model and algorithm for evacuation planning under hurricane/flood conditions.” Transp. Res. Part B Methodol. 25 (6): 439–452. https://doi.org/10.1016/0191-2615(91)90037-J.
Smirnov, D., J. Giovannettone, S. Lawler, M. Sreetharan, J. Plummer, and B. Workman. 2018. Analysis of historical and future heavy precipitation: City of Virginia Beach, Virginia. Reston, VA: City of Virginia Beach.
Suffolk, VA. n.d. “Fire stations.” Accessed November 7, 2017. https://www.suffolkva.us/Facilities?clear=False.
Sweet, W. W. V., R. Kopp, C. P. Weaver, J. T. B. Obeysekera, R. M. Horton, E. R. Thieler, and C. E. Zervas. 2017. Global and regional sea level rise scenarios for the United States. Silver Spring, MD: US Department of Commerce, National Oceanic and Atmospheric Administration.
Syme, W. J. 2001. “TUFLOW–Two & one-dimensional Unsteady FLOW Software for Rivers, estuaries and coastal waters.” In Proc., IEAust Water Panel Seminar and Workshop on 2D Flood Modelling, 2–9. Sydney, Australia: Institute of Engineers Australia.
Tahvildari, N., and L. Castrucci. 2021. “Relative sea level rise impacts on storm surge flooding of transportation infrastructure.” Nat. Hazards Rev. 22 (1): 04020045. https://doi.org/10.1061/(ASCE)NH.1527-6996.0000412.
Toregas, C., R. Swain, C. ReVelle, and L. Bergman. 1971. “The location of emergency service facilities.” Oper. Res. 19 (6): 1363–1373. https://doi.org/10.1287/opre.19.6.1363.
Trunkey, D. 1983. “Trauma.” Sci. Am. 249 (2): 28–35. https://doi.org/10.1038/scientificamerican0883-28.
Vatvani, D., N. C. Zweers, M. V. Ormondt, A. J. Smale, H. D. Vries, and V. K. Makin. 2012. “Storm surge and wave simulations in the Gulf of Mexico using a consistent drag relation for atmospheric and storm surge models.” Nat. Hazards Earth Syst. Sci. 12 (7): 2399–2410. https://doi.org/10.5194/nhess-12-2399-2012.
VBEMS (Virginia Beach Emergency Medical Services). 2017. “Volunteer-based emergency medical services.” Accessed November 7, 2017. https://www.vbems.com/.
VGIN (Virginia Geographic Information Network). 2016. “Virginia road centerlines.” Accessed October 20, 2017. http://vgin.maps.arcgis.com/home/item.html?id=cd9bed71346d4476a0a08d3685cb36ae.
Wahl, T., S. Jain, J. Bender, S. D. Meyers, and M. E. Luther. 2015. “Increasing risk of compound flooding from storm surge and rainfall for major US cities.” Nat. Clim. Change 5 (12): 1093–1097. https://doi.org/10.1038/nclimate2736.
WAVY.com. 2019. “VDOT alerts drivers of potential HRBT closure amid Hurricane Dorian.” Accessed April 2, 2021. https://www.wavy.com/weather/hurricane/vdot-alerts-drivers-of-potential-hrbt-closure-amid-hurricane-dorian/.
Yin, J., N. Lin, and D. Yu. 2016. “Coupled modeling of storm surge and coastal inundation: A case study in New York City during Hurricane Sandy.” Water Resour. Res. 52 (11): 8685–8699. https://doi.org/10.1002/2016WR019102.
Yin, J., D. Yu, N. Lin, and R. L. Wilby. 2017. “Evaluating the cascading impacts of sea level rise and coastal flooding on emergency response spatial accessibility in Lower Manhattan, New York City.” J. Hydrol. 555 (Dec): 648–658. https://doi.org/10.1016/j.jhydrol.2017.10.067.
Zheng, Z., H. Xia, S. Ambinakudige, Y. Qin, Y. Li, Z. Xie, L. Zhang, and H. Gu. 2019. “Spatial accessibility to hospitals based on web mapping API: An empirical study in Kaifeng, China.” Sustainability 11 (4): 1160. https://doi.org/10.3390/su11041160.

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Natural Hazards Review
Volume 23Issue 2May 2022

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Received: Sep 30, 2020
Accepted: Aug 19, 2021
Published online: Dec 21, 2021
Published in print: May 1, 2022
Discussion open until: May 21, 2022

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Associate Professor, Dept. of Civil and Environmental Engineering, Old Dominion Univ., Norfolk, VA 23529 (corresponding author). ORCID: https://orcid.org/0000-0001-9922-129X. Email: [email protected]
Mirla Abi Aad
Master’s Student, Dept. of Civil and Environmental Engineering, Virginia Polytechnic Institute and State Univ., Blacksburg, VA 24061.
Akash Sahu
Presently, Coastal Numerical Modeler, Coastal Protection Engineering, Boca Raton, FL 33487; Master’s Student, Dept. of Civil and Environmental Engineering, Old Dominion Univ., Norfolk, VA 23529
Yawen Shen, Ph.D.
Graduate Research Assistant, Dept. of Engineering Systems and Environment, Univ. of Virginia, Charlottesville, VA 22904
Mohamed Morsy, Ph.D.
Assistant Professor, Dept. of Irrigation and Hydraulics Engineering, Faculty of Engineering, Cairo Univ., P.O. Box 12211, Giza 12614, Egypt.
Pamela Murray-Tuite, Ph.D. https://orcid.org/0000-0003-3079-289X
Professor, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634. ORCID: https://orcid.org/0000-0003-3079-289X
Jonathan L. Goodall, Ph.D. https://orcid.org/0000-0002-1112-4522
Professor, Dept. of Engineering Systems and Environment, Univ. of Virginia, Charlottesville, VA 22904. ORCID: https://orcid.org/0000-0002-1112-4522
Professor, Dept. of Civil and Environmental Engineering, Virginia Polytechnic Institute and State Univ., Blacksburg, VA 24061. ORCID: https://orcid.org/0000-0002-3393-2627
Mecit Cetin, Ph.D.
Professor, Dept. of Civil and Environmental Engineering, Old Dominion Univ., Norfolk, VA 23529.

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