SENSITIVITY AND UNCERTAINTY ANALYSIS OF A SEDIMENT TRANSPORT MODEL - A GLOBAL APPROACH

Citation
Ch. Chang et al., SENSITIVITY AND UNCERTAINTY ANALYSIS OF A SEDIMENT TRANSPORT MODEL - A GLOBAL APPROACH, Stochastic hydrology and hydraulics, 7(4), 1993, pp. 299-314
Citations number
9
Categorie Soggetti
Mathematical Method, Physical Science","Water Resources","Environmental Sciences","Statistic & Probability
ISSN journal
09311955
Volume
7
Issue
4
Year of publication
1993
Pages
299 - 314
Database
ISI
SICI code
0931-1955(1993)7:4<299:SAUAOA>2.0.ZU;2-X
Abstract
Computerized sediment transport models are frequently employed to quan titatively simulate the movement of sediment materials in rivers. In s pite of the deterministic nature of the models, the outputs are subjec t to uncertainty due to the inherent variability of many input paramet ers in time and in space, along with the lack of complete understandin g of the involved processes. The commonly used first-order method for sensitivity and uncertainty analyses is to approximate a model by line ar expansion at a selected point. Conclusions from the first-order met hod could be of limited use if the model responses drastically vary at different points in parameter space. To obtain the global sensitivity and uncertainty features of a sediment transport model over a larger input parameter space, the Latin hypercubic sampling technique along w ith regression procedures were employed. For the purpose of illustrati ng the methodologies, the computer model HEC2-SR was selected in this study. Through an example application, the results about the parameter s sensitivity and uncertainty of water surface, bed elevation and sedi ment discharge were discussed.