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
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.