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Quantifying impacts of forecast uncertainties on predicted storm surges

Author

Listed:
  • Donald T. Resio

    (University of North Florida)

  • Nancy Powell

    (ARCADIS)

  • Mary Cialone

    (Engineering Research & Development Center)

  • Himangshu S. Das

    (Jackson State University)

  • Joannes J. Westerink

    (University of Notre Dame)

Abstract

In this paper, we propose a framework for quantifying risks, including (1) the effects of forecast errors, (2) the ability to resolve critical grid features that are important to accurate site-specific forecasts, and (3) a framework that can move us toward performance-based/cost-based decisions, within an extremely fast execution time. A key element presently lacking in previous studies is the interrelationship between the effects of combined random errors and bias in numerical weather prediction (NWP) models and bias and random errors in surge models. This approach examines the number of degrees of freedom in present forecasts and develops an equation for the quantification of these types of errors within a unified system, given the number of degrees of freedom in the NWP forecasts. It is shown that the methodology can be used to provide information on the forecasts and along with the combined uncertainty due to all of the individual contributions. A potential important benefit from studies using this approach would be the ability to estimate financial and other trade-offs between higher-cost “rapid” evacuation methods and lower-cost “slower” evacuation methods. Analyses here show that uncertainty inherent in these decisions depends strongly on forecast time and geographic location. Methods based on sets of surge maxima do not capture this uncertainty and would be difficult to use for this purpose. In particular, it is shown that surge model bias can play a dominant role in distorting the forecast probabilities.

Suggested Citation

  • Donald T. Resio & Nancy Powell & Mary Cialone & Himangshu S. Das & Joannes J. Westerink, 2017. "Quantifying impacts of forecast uncertainties on predicted storm surges," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 88(3), pages 1423-1449, September.
  • Handle: RePEc:spr:nathaz:v:88:y:2017:i:3:d:10.1007_s11069-017-2924-1
    DOI: 10.1007/s11069-017-2924-1
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    References listed on IDEAS

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    1. Donald Resio & Jennifer Irish & Joannes Westerink & Nancy Powell, 2013. "The effect of uncertainty on estimates of hurricane surge hazards," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 66(3), pages 1443-1459, April.
    2. Jennifer Irish & Donald Resio & Mary Cialone, 2009. "A surge response function approach to coastal hazard assessment. Part 2: Quantification of spatial attributes of response functions," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 51(1), pages 183-205, October.
    3. Donald Resio & Jennifer Irish & Mary Cialone, 2009. "A surge response function approach to coastal hazard assessment – part 1: basic concepts," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 51(1), pages 163-182, October.
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    Cited by:

    1. Andrew B. Martinez, 2020. "Forecast Accuracy Matters for Hurricane Damage," Econometrics, MDPI, vol. 8(2), pages 1-24, May.
    2. WoongHee Jung & Aikaterini P. Kyprioti & Ehsan Adeli & Alexandros A. Taflanidis, 2023. "Exploring the sensitivity of probabilistic surge estimates to forecast errors," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 115(2), pages 1371-1409, January.
    3. Donald T. Resio & Taylor G. Asher & Jennifer L. Irish, 2017. "The effects of natural structure on estimated tropical cyclone surge extremes," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 88(3), pages 1609-1637, September.
    4. Md Arifur Rahman & Yu Zhang & Lixin Lu & Saeed Moghimi & Kelin Hu & Ali Abdolali, 2023. "Relative accuracy of HWRF reanalysis and a parametric wind model during the landfall of Hurricane Florence and the impacts on storm surge simulations," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 116(1), pages 869-904, March.

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