title: Significance of settling model structures and parameter subsets in modelling WWTPs under wet-weather flow and filamentous bulking conditions.
abstract: Current research focuses on predicting and mitigating the impacts of high hydraulic loadings on centralized wastewater treatment plants (WWTPs) under wet-weather conditions. The maximum permissible inflow to WWTPs depends not only on the settleability of activated sludge in secondary settling tanks (SSTs) but also on the hydraulic behaviour of SSTs. The present study investigates the impacts of ideal and non-ideal flow (dry and wet weather) and settling (good settling and bulking) boundary conditions on the sensitivity of WWTP model outputs to uncertainties intrinsic to the one-dimensional (1-D) SST model structures and parameters. We identify the critical sources of uncertainty in WWTP models through global sensitivity analysis (GSA) using the Benchmark simulation model No. 1 in combination with first- and second-order 1-D SST models. The results obtained illustrate that the contribution of settling parameters to the total variance of the key WWTP process outputs significantly depends on the influent flow and settling conditions. The magnitude of the impact is found to vary, depending on which type of 1-D SST model is used. Therefore, we identify and recommend potential parameter subsets for WWTP model calibration, and propose optimal choice of 1-D SST models under different flow and settling boundary conditions. Additionally, the hydraulic parameters in the second-order SST model are found significant under dynamic wet-weather flow conditions. These results highlight the importance of developing a more mechanistic based flow-dependent hydraulic sub-model in second-order 1-D SST models in the future.
authors.affiliation: Department of Environmental Engineering (DTU Environment), Technical University of Denmark, Miljøvej, Building 113, DK-2800, Kgs. Lyngby, Denmark. Electronic address: elhr@env.dtu.dk.
authors.forename: Elham
authors.initials: E
authors.lastname: Ramin
authors.affiliation: CAPEC-Department of Chemical and Biochemical Engineering, Technical University of Denmark, Building 229, DK-2800 Kgs. Lyngby, Denmark. Electronic address: gsi@kt.dtu.dk.
authors.forename: Gürkan
authors.initials: G
authors.lastname: Sin
authors.affiliation: Department of Environmental Engineering (DTU Environment), Technical University of Denmark, Miljøvej, Building 113, DK-2800, Kgs. Lyngby, Denmark. Electronic address: psmi@env.dtu.dk.
authors.forename: Peter Steen
authors.initials: PS
authors.lastname: Mikkelsen
authors.affiliation: Department of Environmental Engineering (DTU Environment), Technical University of Denmark, Miljøvej, Building 113, DK-2800, Kgs. Lyngby, Denmark. Electronic address: beep@env.dtu.dk.
authors.forename: Benedek Gy
authors.initials: BG
authors.lastname: Plósz
mesh_terms: D002138:Calibration; D008962:Models, Theoretical; D035501:Uncertainty; D014865:Waste Disposal, Fluid; D014887:Weather
keywords: Activated sludge; Calibration; Global sensitivity analysis; Monte carlo; Secondary settling tank; Wastewater treatment plant