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Erschienen in: Water Resources Management 8/2015

01.06.2015

Evolutionary Multi-Objective Optimal Control of Combined Sewer Overflows

verfasst von: Upaka S. Rathnayake, Tiku T. Tanyimboh

Erschienen in: Water Resources Management | Ausgabe 8/2015

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Abstract

This paper presents a novel multi-objective evolutionary optimization approach for the active control of intermittent unsatisfactory discharges from combined sewer systems. The procedure proposed considers the unsteady flows and water quality in the sewers together with the wastewater treatment costs. The distinction between the portion of wastewater that receives full secondary treatment and the overall capacity of the wastewater treatment works (including storm overflow tanks) is addressed. Temporal and spatial variations in the concentrations of the primary contaminants are incorporated also. The formulation is different from previous approaches in the literature in that in addition to the wastewater treatment cost we consider at once the relative polluting effects of the various primary contaminants in wastewater. This is achieved by incorporating a measure of the overall pollution called the effluent quality index. The differences between two diametrically opposed control objectives are illustrated, i.e. the minimization of the pollution of the receiving water or, alternatively, the minimization of the wastewater treatment cost. Results are included for a realistic interceptor sewer system that show that the combination of a multi-objective genetic algorithm and a stormwater management model is effective. The genetic algorithm achieved consistently the frontier optimal control settings that, in turn, revealed the trade-offs between the wastewater treatment cost and pollution of the receiving water.

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Literatur
Zurück zum Zitat Barlow E, Tanyimboh T (2014) Multiobjective memetic algorithm applied to the optimisation of water distribution systems. Water Resour Manag 28(8):2229–2242CrossRef Barlow E, Tanyimboh T (2014) Multiobjective memetic algorithm applied to the optimisation of water distribution systems. Water Resour Manag 28(8):2229–2242CrossRef
Zurück zum Zitat Beraud B, Mourad M, Soyeux E, Lemoine C, Lovera M (2010) Optimisation of sewer networks hydraulic behaviour during storm weather: coupling genetic algorithms with two sewer networks modelling tools. NOVATECH 2010, Lyon, France Beraud B, Mourad M, Soyeux E, Lemoine C, Lovera M (2010) Optimisation of sewer networks hydraulic behaviour during storm weather: coupling genetic algorithms with two sewer networks modelling tools. NOVATECH 2010, Lyon, France
Zurück zum Zitat Cembrano G, Quevedo J, Salamero M, Puig V, Figueras J, Marti J (2004) Optimal control of urban drainage systems. Control Eng Pract 12:1–9CrossRef Cembrano G, Quevedo J, Salamero M, Puig V, Figueras J, Marti J (2004) Optimal control of urban drainage systems. Control Eng Pract 12:1–9CrossRef
Zurück zum Zitat Chen Z, Han S, Zhou F-Y, Wang K (2013) A CFD modeling approach for municipal sewer system design optimization to minimize emissions into receiving water body. Water Resour Manag 27:2053–2069CrossRef Chen Z, Han S, Zhou F-Y, Wang K (2013) A CFD modeling approach for municipal sewer system design optimization to minimize emissions into receiving water body. Water Resour Manag 27:2053–2069CrossRef
Zurück zum Zitat Copp H, Spanjers H, Vanrolleghem P (2002) Respirometry in control of the activated sludge process. IWA Publishing Scientific and Technical Report No. 11 Copp H, Spanjers H, Vanrolleghem P (2002) Respirometry in control of the activated sludge process. IWA Publishing Scientific and Technical Report No. 11
Zurück zum Zitat Darsono S, Labade J (2007) Neural-optimal control algorithm for real-time regulation of in-line storage in combined sewer systems. Environ Model Softw 22:1349–1361CrossRef Darsono S, Labade J (2007) Neural-optimal control algorithm for real-time regulation of in-line storage in combined sewer systems. Environ Model Softw 22:1349–1361CrossRef
Zurück zum Zitat Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA II. IEEE Trans Evol Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA II. IEEE Trans Evol Comput 6(2):182–197CrossRef
Zurück zum Zitat Duncan P (1999) Urban stormwater quality: a statistical overview. Cooperative Research Centre for Catchment Hydrology 99/3, ISBN 1876006455 Duncan P (1999) Urban stormwater quality: a statistical overview. Cooperative Research Centre for Catchment Hydrology 99/3, ISBN 1876006455
Zurück zum Zitat Metcalf and Eddy (2004) Wastewater engineering. Treatment and reuse. McGraw-Hill Metcalf and Eddy (2004) Wastewater engineering. Treatment and reuse. McGraw-Hill
Zurück zum Zitat Friedler E, Pisanty E (2006) Effects of design flow and treatment level on construction and operation costs of municipal wastewater treatment plants and their implications on policy making. Water Res 40:3751–3758CrossRef Friedler E, Pisanty E (2006) Effects of design flow and treatment level on construction and operation costs of municipal wastewater treatment plants and their implications on policy making. Water Res 40:3751–3758CrossRef
Zurück zum Zitat Fu G, Butler D, Khu S (2008) Multiple objective optimal control of integrated urban wastewater systems. Environ Model Softw 23(2):225–234CrossRef Fu G, Butler D, Khu S (2008) Multiple objective optimal control of integrated urban wastewater systems. Environ Model Softw 23(2):225–234CrossRef
Zurück zum Zitat Fu G, Khu S, Butler D (2010) Optimal distribution and control of storage tank to mitigate the impact of new developments on receiving water quality. J Environ Eng 136(3):335–342CrossRef Fu G, Khu S, Butler D (2010) Optimal distribution and control of storage tank to mitigate the impact of new developments on receiving water quality. J Environ Eng 136(3):335–342CrossRef
Zurück zum Zitat Hernandez-Sancho, Sala-Garrido (2008) Cost modelling in wastewater treatment processes: an empirical analysis for Spain. Danger Pollutants Urban Water Cycle 4:219–226CrossRef Hernandez-Sancho, Sala-Garrido (2008) Cost modelling in wastewater treatment processes: an empirical analysis for Spain. Danger Pollutants Urban Water Cycle 4:219–226CrossRef
Zurück zum Zitat Institution of Water and Environmental Management (IWEM) (1993) Handbook of UK wastewater practice: glossary Institution of Water and Environmental Management (IWEM) (1993) Handbook of UK wastewater practice: glossary
Zurück zum Zitat Joseph-Duran B, Jung M, Ocampo-Martinez C, Sager S, Cembrano G (2014) Minimization of sewage network overflow. Water Resour Manag 28:41–63CrossRef Joseph-Duran B, Jung M, Ocampo-Martinez C, Sager S, Cembrano G (2014) Minimization of sewage network overflow. Water Resour Manag 28:41–63CrossRef
Zurück zum Zitat Kaini P, Artita K et al (2012) Optimizing structural best management practices using SWAT and genetic algorithm to improve water quality goals. Water Resour Manag 26:1827–1845CrossRef Kaini P, Artita K et al (2012) Optimizing structural best management practices using SWAT and genetic algorithm to improve water quality goals. Water Resour Manag 26:1827–1845CrossRef
Zurück zum Zitat Karovic O, Mays L (2014) Sewer system design using simulated annealing in Excel. Water Resour Manag 28:4551–4565CrossRef Karovic O, Mays L (2014) Sewer system design using simulated annealing in Excel. Water Resour Manag 28:4551–4565CrossRef
Zurück zum Zitat Kim J, Ko J, Lee J et al (2006) Parameter sensitivity analysis for activated sludge models No. 1 and 3 combined with one-dimensional settling model. Water Sci Technol 53:129–138CrossRef Kim J, Ko J, Lee J et al (2006) Parameter sensitivity analysis for activated sludge models No. 1 and 3 combined with one-dimensional settling model. Water Sci Technol 53:129–138CrossRef
Zurück zum Zitat Lacour C, Schütze M (2010) Real time control of sewer systems using turbidity measurements. Int. Conf. Sustainable Technics and Strategies for Urban Water Mngt, Lyon Lacour C, Schütze M (2010) Real time control of sewer systems using turbidity measurements. Int. Conf. Sustainable Technics and Strategies for Urban Water Mngt, Lyon
Zurück zum Zitat Lau J, Butler D, Schutze M (2002) Is combined sewer overflow spill frequency/volume a good indicator of receiving water quality impact? Urban Water J 4:181–189CrossRef Lau J, Butler D, Schutze M (2002) Is combined sewer overflow spill frequency/volume a good indicator of receiving water quality impact? Urban Water J 4:181–189CrossRef
Zurück zum Zitat Lee S, Ko J, Poo K et al (2006) Practical approach to parameter estimation for ASM3+bio-P module applied to five-stage step-feed EBPR process. Water Sci Technol 53:139–148CrossRef Lee S, Ko J, Poo K et al (2006) Practical approach to parameter estimation for ASM3+bio-P module applied to five-stage step-feed EBPR process. Water Sci Technol 53:139–148CrossRef
Zurück zum Zitat Li L, Yin C, He Q, Kong L (2007) First flush of storm runoff pollution from an urban catchment in China. J Environ Sci 19:295–299CrossRef Li L, Yin C, He Q, Kong L (2007) First flush of storm runoff pollution from an urban catchment in China. J Environ Sci 19:295–299CrossRef
Zurück zum Zitat Meirlaen J, Van Assel J, Vanrolleghem P (2002) Real time control of integrated urban wastewater system using surrogate models. Water Sci Technol 45(3):109–116 Meirlaen J, Van Assel J, Vanrolleghem P (2002) Real time control of integrated urban wastewater system using surrogate models. Water Sci Technol 45(3):109–116
Zurück zum Zitat Mussati M, Gernaey K, Gani R, Jorgesen S (2002) Performance analysis of a denitrifying wastewater treatment plant. Clean Techn Environ Policy 4:171–182CrossRef Mussati M, Gernaey K, Gani R, Jorgesen S (2002) Performance analysis of a denitrifying wastewater treatment plant. Clean Techn Environ Policy 4:171–182CrossRef
Zurück zum Zitat Petruck A, Cassar A, Dettmar J (1998) Advanced real time control of a combined sewer system. Water Sci Technol 37(1):319–326CrossRef Petruck A, Cassar A, Dettmar J (1998) Advanced real time control of a combined sewer system. Water Sci Technol 37(1):319–326CrossRef
Zurück zum Zitat Rathnayake U (2013) Optimal management and operational control of urban sewer systems. PhD Thesis, University of Strathclyde, UK Rathnayake U (2013) Optimal management and operational control of urban sewer systems. PhD Thesis, University of Strathclyde, UK
Zurück zum Zitat Rathnayake U, Tanyimboh T (2012a) Integrated optimal control of urban wastewater systems. IWA-WCE conference. Dublin, Republic of Ireland, 13–18 May 2012 Rathnayake U, Tanyimboh T (2012a) Integrated optimal control of urban wastewater systems. IWA-WCE conference. Dublin, Republic of Ireland, 13–18 May 2012
Zurück zum Zitat Rathnayake U, Tanyimboh T (2012b) Multi-objective optimization of urban wastewater systems. 10th International Conf. on Hydroinfomatics. Hamburg, Germany, 14–18 July 2012 Rathnayake U, Tanyimboh T (2012b) Multi-objective optimization of urban wastewater systems. 10th International Conf. on Hydroinfomatics. Hamburg, Germany, 14–18 July 2012
Zurück zum Zitat Rauch W, Harremoes P (1998) Correlation of combined sewer overflow reduction due to real-time control and resulting effect on oxygen concentration in the river. Water Sci Technol 37(12):69–76CrossRef Rauch W, Harremoes P (1998) Correlation of combined sewer overflow reduction due to real-time control and resulting effect on oxygen concentration in the river. Water Sci Technol 37(12):69–76CrossRef
Zurück zum Zitat Rauch W, Harremoes P (1999) Genetic algorithms in real time control applied to minimize transient pollution from urban wastewater systems. Water Research 33(5):1265–1277 Rauch W, Harremoes P (1999) Genetic algorithms in real time control applied to minimize transient pollution from urban wastewater systems. Water Research 33(5):1265–1277
Zurück zum Zitat Rodrıguez R, Gundy P, Rijal G, Gerba C (2012) The impact of combined sewage overflows on the viral contamination of receiving waters. Food Environ Virol 4:34–40CrossRef Rodrıguez R, Gundy P, Rijal G, Gerba C (2012) The impact of combined sewage overflows on the viral contamination of receiving waters. Food Environ Virol 4:34–40CrossRef
Zurück zum Zitat Rossman LA (2006) Storm water management model quality assurance report: dynamic wave flow routing. EPA National Risk Management Research Laboratory, Cincinnati Rossman LA (2006) Storm water management model quality assurance report: dynamic wave flow routing. EPA National Risk Management Research Laboratory, Cincinnati
Zurück zum Zitat Rossman LA (2009) SWMM 5.0 user’s manual EPA/600/R-05/040. Water Supply and Water Resources Division, National Risk Management Research Laboratory, Cincinnati Rossman LA (2009) SWMM 5.0 user’s manual EPA/600/R-05/040. Water Supply and Water Resources Division, National Risk Management Research Laboratory, Cincinnati
Zurück zum Zitat Saleh S, Tanyimboh T (2013) Coupled topology and pipe size optimization of water distribution systems. Water Resour Manag 27(14):4795–4814CrossRef Saleh S, Tanyimboh T (2013) Coupled topology and pipe size optimization of water distribution systems. Water Resour Manag 27(14):4795–4814CrossRef
Zurück zum Zitat Saleh S, Tanyimboh T (2014) Optimal design of water distribution systems based on entropy and topology. Water Resour Manag 28(11):3555–3575CrossRef Saleh S, Tanyimboh T (2014) Optimal design of water distribution systems based on entropy and topology. Water Resour Manag 28(11):3555–3575CrossRef
Zurück zum Zitat Saxena K, Duro J, Tiwari A, Deb K (2013) Objective reduction in many-objective optimization: linear and non-linear algorithms. IEEE Trans Evol Comput 17(1):77–99CrossRef Saxena K, Duro J, Tiwari A, Deb K (2013) Objective reduction in many-objective optimization: linear and non-linear algorithms. IEEE Trans Evol Comput 17(1):77–99CrossRef
Zurück zum Zitat Siew C, Tanyimboh T (2012) Penalty-free feasibility boundary-convergent multi-objective evolutionary algorithm for the optimization of water distribution systems. Water Resour Manag 26(15):4485–4507CrossRef Siew C, Tanyimboh T (2012) Penalty-free feasibility boundary-convergent multi-objective evolutionary algorithm for the optimization of water distribution systems. Water Resour Manag 26(15):4485–4507CrossRef
Zurück zum Zitat Siew C, Tanyimboh T, Seyoum A (2014) Assessment of penalty-free multi-objective evolutionary optimization approach for the design and rehabilitation of water distribution systems. Water Resour Manag 28(2):373–389CrossRef Siew C, Tanyimboh T, Seyoum A (2014) Assessment of penalty-free multi-objective evolutionary optimization approach for the design and rehabilitation of water distribution systems. Water Resour Manag 28(2):373–389CrossRef
Zurück zum Zitat Sinha A, Saxena D, Deb K, Tiwari A (2013) Using objective reduction and interactive procedure to handle many-objective optimization problems. Appl Soft Comput 13(1):415–427CrossRef Sinha A, Saxena D, Deb K, Tiwari A (2013) Using objective reduction and interactive procedure to handle many-objective optimization problems. Appl Soft Comput 13(1):415–427CrossRef
Zurück zum Zitat Susnik J, Clemens S, et al. (2014) Assessing financial loss due to pluvial flooding and the efficacy of risk-reduction measures in the residential property sector. Water Resour Manag Susnik J, Clemens S, et al. (2014) Assessing financial loss due to pluvial flooding and the efficacy of risk-reduction measures in the residential property sector. Water Resour Manag
Zurück zum Zitat Tabari M, Soltani J (2013) Multi-objective optimal model for conjunctive use management using SGAs and NSGA-II models. Water Resour Manag 27(1):37–53CrossRef Tabari M, Soltani J (2013) Multi-objective optimal model for conjunctive use management using SGAs and NSGA-II models. Water Resour Manag 27(1):37–53CrossRef
Zurück zum Zitat Takbiri Z, Afshar A (2012) Multi-Objective optimization of fusegates system under hydrologic uncertainties. Water Resour Manag 26(8):2323–2345CrossRef Takbiri Z, Afshar A (2012) Multi-Objective optimization of fusegates system under hydrologic uncertainties. Water Resour Manag 26(8):2323–2345CrossRef
Zurück zum Zitat Thomas N (2000) Optimal pollution control models for interceptor sewer systems. PhD Thesis, University of Liverpool, UK Thomas N (2000) Optimal pollution control models for interceptor sewer systems. PhD Thesis, University of Liverpool, UK
Zurück zum Zitat Thomas N, Templeman A, Burrows R (1999) Optimal pollution control models for interceptor sewers and overflow chambers. International Conference on Computing and Control for the Water Industry. Exeter, UK, 265–278 Thomas N, Templeman A, Burrows R (1999) Optimal pollution control models for interceptor sewers and overflow chambers. International Conference on Computing and Control for the Water Industry. Exeter, UK, 265–278
Zurück zum Zitat Thomas N, Templeman A, Burrows R (2000) Pollutant load overspill minimization of interceptor sewer systems. Eng Optim 32:393–416CrossRef Thomas N, Templeman A, Burrows R (2000) Pollutant load overspill minimization of interceptor sewer systems. Eng Optim 32:393–416CrossRef
Zurück zum Zitat United Nations (2003) Wastewater treatment technologies: a general review United Nations (2003) Wastewater treatment technologies: a general review
Zurück zum Zitat Vanrolleghen P, Meirlaen J (2002) Model reduction through boundary relocation to facilitate real-time control optimization in integrated urban wastewater system. Water Sci Technol 45:373–381 Vanrolleghen P, Meirlaen J (2002) Model reduction through boundary relocation to facilitate real-time control optimization in integrated urban wastewater system. Water Sci Technol 45:373–381
Zurück zum Zitat Vanrolleghen P, Benedetti L, Meirlaen J (2005) Modelling and real-time control of integrated urban wastewater system. Environ Model Softw 20(4):427–442CrossRef Vanrolleghen P, Benedetti L, Meirlaen J (2005) Modelling and real-time control of integrated urban wastewater system. Environ Model Softw 20(4):427–442CrossRef
Zurück zum Zitat Weinreich G, Schilling W, Birkely A, Moland T (1997) Pollution based real time control strategies for combined sewer systems. Water Sci Technol 36(8–9):331–336CrossRef Weinreich G, Schilling W, Birkely A, Moland T (1997) Pollution based real time control strategies for combined sewer systems. Water Sci Technol 36(8–9):331–336CrossRef
Zurück zum Zitat Yusop Z, Tan L, Ujang Z, Mohamed M, Nasir K (2005) Runoff quality and pollution loading from a tropical urban catchment. Water Sci Technol 52(9):125–132 Yusop Z, Tan L, Ujang Z, Mohamed M, Nasir K (2005) Runoff quality and pollution loading from a tropical urban catchment. Water Sci Technol 52(9):125–132
Metadaten
Titel
Evolutionary Multi-Objective Optimal Control of Combined Sewer Overflows
verfasst von
Upaka S. Rathnayake
Tiku T. Tanyimboh
Publikationsdatum
01.06.2015
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 8/2015
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-0965-3

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