Calibration and sensitivity analysis of a novel water flow and pollution model for future city planning: Future Urban Stormwater Simulation (FUSS)
Autori
Prodanovic, VeljkoJamali, Behzad
Kuller, Martijn
Wang, Yanni
Bach, Peter Marcus
Coleman, Rhys
Metzeling, Leon
McCarthy, David
Shi, Baiqian
Deletic, Ana
Članak u časopisu (Objavljena verzija)
Metapodaci
Prikaz svih podataka o dokumentuApstrakt
Planning for future urban development and water infrastructure is uncertain due to changing human activities and climate. To quantify these changes, we need adaptable and fast models that can reliably explore scenarios without requiring extensive data and inputs. While such models have been recently considered for urban development, they are lacking for stormwater pollution assessment. This work proposes a novel Future Urban Stormwater Simulation (FUSS) model, utilizing a previously developed urban planning algorithm (UrbanBEATS) to dynamically assess pollution changes in urban catchments. By using minimal input data and adding stochastic point-source pollution to the build-up/wash-off approach, this study highlights calibration and sensitivity analysis of flow and pollution modules, across the range of common stormwater pollutants. The results highlight excellent fit to measured values in a continuous rainfall simulation for the flow model, with one significant calibration parameter. ...The pollution model was more variable, with TSS, TP and Pb showing high model efficiency, while TN was predicted well only across event-based assessment. The work further explores the framework for the model application in future pollution assessment, and points to the future work aiming to developing land-use dependent model parameter sets, to achieve flexibility for model application across varied urban catchments.
Ključne reči:
distributed pollution / hydrological model / pollution prediction / stormwater model / stormwater pollution / water quality modelIzvor:
Water Science & Technology, 2022, 85, 4, 961-Izdavač:
- IWA Publishing
Finansiranje / projekti:
- Australian Research Council (ARC), Linkage Project LP160100241, titled ‘Advancing water pol lution emissions modelling in cities of the future’, EPA Victoria, Australia, Melbourne Water, Australia and Know City Council, Australia
Institucija/grupa
Institut za multidisciplinarna istraživanjaTY - JOUR AU - Prodanovic, Veljko AU - Jamali, Behzad AU - Kuller, Martijn AU - Wang, Yanni AU - Bach, Peter Marcus AU - Coleman, Rhys AU - Metzeling, Leon AU - McCarthy, David AU - Shi, Baiqian AU - Deletic, Ana PY - 2022 UR - http://rimsi.imsi.bg.ac.rs/handle/123456789/3157 AB - Planning for future urban development and water infrastructure is uncertain due to changing human activities and climate. To quantify these changes, we need adaptable and fast models that can reliably explore scenarios without requiring extensive data and inputs. While such models have been recently considered for urban development, they are lacking for stormwater pollution assessment. This work proposes a novel Future Urban Stormwater Simulation (FUSS) model, utilizing a previously developed urban planning algorithm (UrbanBEATS) to dynamically assess pollution changes in urban catchments. By using minimal input data and adding stochastic point-source pollution to the build-up/wash-off approach, this study highlights calibration and sensitivity analysis of flow and pollution modules, across the range of common stormwater pollutants. The results highlight excellent fit to measured values in a continuous rainfall simulation for the flow model, with one significant calibration parameter. The pollution model was more variable, with TSS, TP and Pb showing high model efficiency, while TN was predicted well only across event-based assessment. The work further explores the framework for the model application in future pollution assessment, and points to the future work aiming to developing land-use dependent model parameter sets, to achieve flexibility for model application across varied urban catchments. PB - IWA Publishing T2 - Water Science & Technology T1 - Calibration and sensitivity analysis of a novel water flow and pollution model for future city planning: Future Urban Stormwater Simulation (FUSS) IS - 4 SP - 961 VL - 85 DO - 10.2166/wst.2022.046 ER -
@article{ author = "Prodanovic, Veljko and Jamali, Behzad and Kuller, Martijn and Wang, Yanni and Bach, Peter Marcus and Coleman, Rhys and Metzeling, Leon and McCarthy, David and Shi, Baiqian and Deletic, Ana", year = "2022", abstract = "Planning for future urban development and water infrastructure is uncertain due to changing human activities and climate. To quantify these changes, we need adaptable and fast models that can reliably explore scenarios without requiring extensive data and inputs. While such models have been recently considered for urban development, they are lacking for stormwater pollution assessment. This work proposes a novel Future Urban Stormwater Simulation (FUSS) model, utilizing a previously developed urban planning algorithm (UrbanBEATS) to dynamically assess pollution changes in urban catchments. By using minimal input data and adding stochastic point-source pollution to the build-up/wash-off approach, this study highlights calibration and sensitivity analysis of flow and pollution modules, across the range of common stormwater pollutants. The results highlight excellent fit to measured values in a continuous rainfall simulation for the flow model, with one significant calibration parameter. The pollution model was more variable, with TSS, TP and Pb showing high model efficiency, while TN was predicted well only across event-based assessment. The work further explores the framework for the model application in future pollution assessment, and points to the future work aiming to developing land-use dependent model parameter sets, to achieve flexibility for model application across varied urban catchments.", publisher = "IWA Publishing", journal = "Water Science & Technology", title = "Calibration and sensitivity analysis of a novel water flow and pollution model for future city planning: Future Urban Stormwater Simulation (FUSS)", number = "4", pages = "961", volume = "85", doi = "10.2166/wst.2022.046" }
Prodanovic, V., Jamali, B., Kuller, M., Wang, Y., Bach, P. M., Coleman, R., Metzeling, L., McCarthy, D., Shi, B.,& Deletic, A.. (2022). Calibration and sensitivity analysis of a novel water flow and pollution model for future city planning: Future Urban Stormwater Simulation (FUSS). in Water Science & Technology IWA Publishing., 85(4), 961. https://doi.org/10.2166/wst.2022.046
Prodanovic V, Jamali B, Kuller M, Wang Y, Bach PM, Coleman R, Metzeling L, McCarthy D, Shi B, Deletic A. Calibration and sensitivity analysis of a novel water flow and pollution model for future city planning: Future Urban Stormwater Simulation (FUSS). in Water Science & Technology. 2022;85(4):961. doi:10.2166/wst.2022.046 .
Prodanovic, Veljko, Jamali, Behzad, Kuller, Martijn, Wang, Yanni, Bach, Peter Marcus, Coleman, Rhys, Metzeling, Leon, McCarthy, David, Shi, Baiqian, Deletic, Ana, "Calibration and sensitivity analysis of a novel water flow and pollution model for future city planning: Future Urban Stormwater Simulation (FUSS)" in Water Science & Technology, 85, no. 4 (2022):961, https://doi.org/10.2166/wst.2022.046 . .