کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4482005 1316845 2013 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Applying global sensitivity analysis to the modelling of flow and water quality in sewers
موضوعات مرتبط
مهندسی و علوم پایه علوم زمین و سیارات فرآیندهای سطح زمین
پیش نمایش صفحه اول مقاله
Applying global sensitivity analysis to the modelling of flow and water quality in sewers
چکیده انگلیسی


• Two computational inexpensive global sensitivity analysis methods are applied to a sewer model.
• A dominating effect of parameters describing imperviousness is found.
• We demonstrate how parameter importance is affected by the choice of rain events.
• We discuss implications for factor fixing and factor prioritisation.

While several approaches for global sensitivity analysis (GSA) have been proposed in literature, only few applications exist in urban drainage modelling. This contribution discusses two GSA methods applied to a sewer flow and sewer water quality model: Standardised Regression Coefficients (SRCs) using Monte-Carlo simulation as well as the Morris Screening method. For selected model variables we evaluate how the sensitivities are influenced by the choice of the rainfall event. The aims are to i) compare both methods concerning the similarity of results and their applicability, ii) discuss the implications for factor fixing (identifying non-influential parameters) and factor prioritisation (identifying important parameters) and iii) rank the important parameters for the investigated model. It was shown that both methods lead to similar results for the hydraulic model. Parameter interactions and non-linearity were identified for the water quality model and the parameter ranking differs between the methods. For the investigated model the results allow a sound choice of output variables and rainfall events in view of detailed uncertainty analysis or model calibration. We advocate the simultaneous use of both methods for a first model assessment as they allow answering both factor fixing and factor prioritisation at low computational cost.

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ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Water Research - Volume 47, Issue 13, 1 September 2013, Pages 4600–4611
نویسندگان
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