Search results for "Global sensitivity analysis"

showing 2 items of 12 documents

Global sensitivity analysis in wastewater applications: A comprehensive comparison of different methods

2013

Three global sensitivity analysis (GSA) methods are applied and compared to assess the most relevant processes occurring in wastewater treatment systems. In particular, the Standardised Regression Coefficients, Morris Screening and Extended-FAST methods are applied to a complex integrated membrane bioreactor (MBR) model considering 21 model outputs and 79 model factors. The three methods are applied with numerical settings as suggested in literature. The main objective considered is to classify important factors (factors prioritisation) as well as non-influential factors (factors fixing). The performance is assessed by comparing the most reliable method (Extended-FAST), by means of proposed…

EngineeringEnvironmental EngineeringSettore ICAR/03 - Ingegneria Sanitaria-Ambientalebusiness.industryCalibration (statistics)MBR modellingEcological ModelingWastewater treatmentGlobal sensitivity analysicomputer.software_genreSimilarity (network science)RankingGlobal sensitivity analysisCalibrationLinear regressionRange (statistics)Variance decomposition of forecast errorsData miningSensitivity (control systems)businesscomputerSoftwareEnvironmental Modelling & Software
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Global sensitivity analysis in ASM applications: comparison of the SRC and Extended-FAST method for a UCT-MBR model

2011

In this study global sensitivity analysis is performed to identify influential as well as non-influential parameters in a model of a University Cape Town Membrane Bioreactor (UCT-MBR). In particular, the Standardised Regression Coefficients (SRC) and Extended-FAST sensitivity analysis methods are applied. The sensitivity of model variables towards parameter variation is analysed for CODTOT, SNH4, SNO3, SPO, and MLSS along five reactor compartments. Both methods indicate that the parameters identified as being influential differ from section to section due to the different processes involved. Moreover, the relevant influence of the membrane filtration parameters is detected in the first plan…

Settore ICAR/03 - Ingegneria Sanitaria-AmbientaleMBR modellingglobal sensitivity analysisWastewater treatment
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