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Uncertainty Analysis of a Two-dimensional Hydrodynamic Model
Authors:Aaron Thompson  Yiping Guo  Syed Moin
Institution:1 Environment Canada, Meteorological Service of Canada, 867 Lakeshore Road, Burlington, Ontario L7R 4A6;2 McMaster University, Department of Civil Engineering, 1280 Main Street West, Hamilton, Ontario L8S 4L7;3 International Upper Great Lakes Study, International Joint Commission, 234 Laurier Avenue West, 22nd Floor, Ottawa, Ontario K1P 6K6
Abstract:First-Order Second Moment (FOSM) and Monte Carlo analysis were applied to characterize the uncertainty in selected water levels and velocities simulated by a two-dimensional hydrodynamic model of the Upper St. Lawrence River downstream from Lake Ontario. The analysis utilized an application of the Resource Management Associates’ RMA2 model. Both FOSM and Monte Carlo analysis provided similar estimates of uncertainty, with Monte Carlo analysis results being 15% less than FOSM. Based on the findings of this work, the FOSM is preferred. FOSM provides a conservative estimate of the uncertainty and it is simpler to apply than Monte Carlo analysis, requiring less information and fewer model executions. FOSM also provides an immediate indication of the primary contributors to the uncertainty in the output, where Monte Carlo analysis requires additional effort to do the same. Results indicate that the parameter describing bottom resistance using Manning's n contributed more to model uncertainty than other factors investigated. The uncertainty in and sensitivity in Manning's n is large which results in a significant amount of uncertainty in the model outputs is contributed by this parameter. The calculations described in this study show that uncertainty analysis is a practical addition to the two-dimensional hydrodynamic modelling process. It provides insight to the model developer, quantifying how good the model actually is. It also provides a measure of the accuracy of the model for future model developers or clients using hydrodynamic modeling outputs
Keywords:Hydrodynamic modeling  uncertainty analysis  first-order second moment  Monte Carlo  St  Lawrence River
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