Quantifying Uncertainty in Estuarine and Coastal Ocean Circulation Modeling
Publication: Journal of Hydraulic Engineering
Volume 134, Issue 4
Abstract
A methodology is developed to describe the effect of errors (or uncertainty) in the specification of certain drivers (bathymetry, river inflow, and wind speeds) on the circulation computed by a three-dimensional estuarine and coastal hydrodynamic circulation model. The methodology is based on first order variance analysis. Two analytical examples are used to illustrate the method and to provide a context for interpreting real world settings. An application of the method to a model of the N.Y./N.J. Harbor Estuary shows that current predictions are considerably sensitive to the accurate specification of bathymetry, and are usually more sensitive than water level predictions to errors in bathymetry. Estuarine properties with a strong seasonal (or spatial) component such as temperature or salinity did exhibit a sensitivity to driver accuracy that shifted from one season (or regime) to another. Bathymetry appears to control the circulation of the N.Y./N.J. Estuary more than the dynamic forcing of the winds and the Hudson River inflow, perhaps due to the fact that the estuary is primarily tidally driven.
Get full access to this article
View all available purchase options and get full access to this article.
Acknowledgments
The writers want to acknowledge the excellent comments received from the Associate Editor and three anonymous reviewers who were assigned to this paper. Funding was provided by the Office of Naval Research under ONR Grant No. ONRN00014-03-1-0633.
References
Ahsan, A. K. M. Q., Blumberg, A. F., Li, H., and Blaha, J. (2002). “The calibration/validation of a Mississippi Sound/Bight model.” Oceans 2002 MTS/IEEE: Marine Frontiers; Reflections of the past, visions of the future: Conf. Proc., Conference and Exposition, Biloxi, Mississippi Oceans 2002 MTS/IEEE Conference Committee, Columbia, Md., The Marine Technology Society, Piscataway, N.J., 823–833.
Beven, K. J. (2000). “On model uncertainty, risk and decision making.” Hydrolog. Process., 14, 2605–2606.
Beven, K. J., and Freer, J. (2001). “Equifinality, data assimilation, and uncertainty estimation in mechanistic modeling of complex environmental systems.” J. Hydrol., 249, 11–29.
Blumberg, A. F., Khan, L. A., and St. John, J. P. (1999). “Three-dimensional hydrodynamic model of New York Harbor region.” J. Hydraul. Eng., 125, 799–816.
Blumberg, A. F., and Mellor, G. L. (1987). “A description of a three-dimensional coastal ocean circulation model.” Three-dimensional coastal ocean models, N. Heaps, ed., American Geophysical Union, Washington, D.C., 1–16.
Bruno, M. S., Blumberg, A. F., and Herrington, T. O. (2006). “The urban ocean observatory—Coastal ocean observations and forecasting in the New York bight.” J. Mar. Sci. Environ., C4, 1–9.
Fan, S., Blumberg, A. F., Bruno, M. S., Kruger, D., and Fullerton, B. (2006). “The skill of an urban ocean forecast system.” Estuarine and Coastal Modeling: Proc., 9th Int. Conf., M. Spaulding, ed., ASCE, Reston, Va., 603–618.
Ippen, A. T. (1966). “Estuary and coastline hydrodynamics.” Engineering Society Monographs, McGraw-Hill, New York, 498–499.
Melching, C. S., and Yoon, C. G. (1996). “Key sources of uncertainty in QUAL2E model of Passaic River.” J. Water Resour. Plann. Manage., 122(2), 105–113.
Mellor, G. L. (1996). Introduction to physical oceanography, Springer, New York, 170.
Officer, C. B. (1976). Physical oceanography of estuaries (and associated coastal waters), Wiley, New York.
Piasecki, M., and Katopodes, N. D. (1999). “Identification of stream dispersion coefficients by adjoint sensitivity method.” J. Hydraul. Eng., 125(7), 714–724.
Porter, D. W., Gibbs, B. P., Jones, W. F., Huyakom, P. S., Hamm, L. L., and Flash, C. P. (1999). “Data fusion modeling for groundwater systems.” J. Contam. Hydrol., 42, 303–335 (2000).
Reckhow, K. H. (2003). “On the need for uncertainty assessment in TMDL modeling and implementation.” J. Water Resour. Plann. Manage., 129(4), 245–246.
Salas, J. D., and Shin, H.-S. (1999). “Uncertainty analysis of reservoir sedimentation.” J. Hydraul. Eng., 125(4), 339–350.
Sanders, B. F., and Katopodes, N. D. (2000). “Adjoint sensitivity analysis for shallow-water wave control.” J. Eng. Mech., 126(9), 909–919.
Schladow, S. G., and Hamilton, D. P. (1997). “Prediction of water quality in lakes and reservoirs. II: Model calibration, sensitivity analysis and application.” Ecol. Modell., 96, 111–123.
Spaulding, M. (2006). Estuarine and Coastal Modeling: Proc., 9th Int. Conf., ASCE, Reston, Va.
Van Straten, G., and Keesman, K. J. (1991). “Uncertainty propagation and speculation in projective forecasts of environmental change: A lake-eutrophication example.” J. Forecast., 10(1-2), 163–190.
Wang, J. D., Blumberg, A. F., Butler, H. L., and Hamilton, P. (1990). “Transport prediction in partially stratified tidal water.” J. Hydraul. Eng., 116(3), 380–396.
Zhang, H. X., and Yu, S. L. (2004). “Applying the first-order analysis in determining the margin of safety for total maximum daily load computations.” J. Environ. Eng., 130(6), 664–673.
Information & Authors
Information
Published In
Copyright
© 2008 ASCE.
History
Received: Nov 10, 2006
Accepted: Jul 26, 2007
Published online: Apr 1, 2008
Published in print: Apr 2008
Authors
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.