Optimization of integrated urban wastewater systems using multi-objective evolution strategies

References

• Alba , E. , Nebro , A. J. and Troya , J. M. 2002 . Heterogeneous computing and parallel genetic algorithms . Journal of parallel and distributed computing , 62 : 1362 – 1385 .
   Web of Science ®Google Scholar
• Blöch , H. 2001 . EU policy on nutrients emissions: legislation and implementation . Water science and technology , 44 ( 1 ) : 1 – 6 .
   PubMed Web of Science ®Google Scholar
• Borchardt , D. and Sperling , F. 1997 . Urban stormwater discharges: ecological effects on receiving waters and consequences for technical measures . Water science and technology , 36 ( 8–9 ) : 173 – 178 .
   Web of Science ®Google Scholar
• BWK . 2001 . Merkblatt 3. Ableitungen von immissionsorientierten Anforderungen an Misch- und Niederschlagswassereinleitungen unter Berücksichtigung örtlicher Verhältnisse , Düsseldorf : Bund der Ingenieure für Wasserwirtschaft, Abfallwirtschaft und Kulturbau e. V .
   Google Scholar
• Chapra , S. C. 1997 . Surface water-quality modeling , New York : McGraw-Hill .
   Google Scholar
• Council of the European Communities . 2000 . Directive 2000/60/EC of the parliament and of the council of 23 October 2000 establishing a framework for Community action in the field of water policy . Official Journal L327 , 1
   Google Scholar
• Deb , K. 2001 . Multi-objective optimization using evolutionary algorithms , Chichester : John Wiley .
   Google Scholar
• Deb , K. , Agrawal , S. , Pratab , A. and Meyarivan , T. 2000 . A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II, KanGAL Report 200001 , Kanpur : Indian Institute of Technology .
   Google Scholar
• Dochain , D. and Vanrolleghem , P. A. 2001 . Dynamical modelling and estimation in wastewater treatment processes , London : IWA Publishing .
   Google Scholar
• Durchschlag , A. 1989 . Bemessung von Mischwasserspeichern im Nachweisverfahren unter Berücksichtigung der Gesamtemission von Mischwasserentlastung und Kläranlagenablauf , Hannover : SuG-Verlagsgesellschaft .
   Google Scholar
• Erbe , V. , Frehmann , T. , Geiger , W. F. , Krebs , P. , Londong , J. , Rosenwinkel , K.-H. and Seggelke , K. 2002 . Integrated modelling as an analytical and optimisation tool for urban watershed management . Water science and technology , 46 ( 6–7 ) : 141 – 150 .
   PubMed Web of Science ®Google Scholar
• Fronteau , C. , Bauwens , W. and Vanrolleghem , P. A. 1997 . Integrated modelling: Comparison of state variables, processes and parameters in sewer and wastewater treatment plant models . Water science and technology , 36 ( 5 ) : 373 – 380 .
   Web of Science ®Google Scholar
• Interwies , E. , Borchardt , D. , Kraemer , A. , Kranz , N. , Görlach , B. , Richter , S. , Willecke , J. and Dworak , T. 2003 . “ Grundlagen für die Auswahl der kosteneffizientesten Maßnahmenkombinationen zur Aufnahme in das Maßnahmenprogramm nach Artikel 11 der Wasserrahmenrichtlinie - Handbuch ” . Umweltbundesamt
   Google Scholar
• Lau , J. , Butler , D. and Schütze , M. 2002 . Is combined sewer overflow spill frequency/volume a good indicator of receiving water quality impact? . Urban water , 4 ( 2 ) : 181 – 189 .
   Google Scholar
• Mehler , R. and Ostrowski , M. W. 1999 . Comparison of the efficiency of best stormwater management practices in urban drainage systems . Water science and technology , 39 ( 9 ) : 269 – 276 .
   Web of Science ®Google Scholar
• Meirlaen , J. and Vanrolleghem , P. A. 2002 . Model reduction through boundary relocation to facilitate real-time control optimisation in the integrated urban wastewater system . Water science and technology , 45 ( 4–5 ) : 373 – 381 .
   PubMed Web of Science ®Google Scholar
• Muschalla , D. 2006 . Evolutionäre multikriterielle Optimierung komplexer wasserwirtschaftlicher Systeme , Darmstadt : Institut für Wasserbau und Wasserwirtschaft, Technische Universität Darmstadt .
   Google Scholar
• Muschalla , D. , Ostrowski , M. W. , Pereira , C. and Schneider , S. 2006 . Dokumentation des Schmutzfrachtmodells SMUSI Version 5.0. Darmstadt: Institut für Wasserbau und Wasserwirtschaft , Technische Universität Darmstadt .
   Google Scholar
• Ostrowski , M. W. 1992 . Ein universeller Baustein zur Simulation hydrologischer Prozesse . Wasser & Boden , 44 ( 11 ) : 755 – 760 .
   Google Scholar
• Rauch , W. , Aalderink , H. , Krebs , P. , Schilling , W. and Vanrollerghem , P. 1998 . Requirements for integrated wastewater models–driven by receiving water objectives . Water science and technology , 38 ( 11 ) : 97 – 104 .
   Web of Science ®Google Scholar
• Rauch , W. , Bertrand-Krajewski , J.-L. , Krebs , P. , Mark , O. , Schilling , W. , Schütze , M. and Vanrolleghem , P. A. 2002 . Deterministic modelling of integrated urban drainage systems . Water science and technology , 45 ( 3 ) : 81 – 94 .
   PubMed Web of Science ®Google Scholar
• Rauch , W. and Harremoës , P. 1999 . Genetic algorithms in real time control applied to minimise transient pollution from urban wastewater system . Water research , 33 : 1265 – 1277 .
   Web of Science ®Google Scholar
• Schmitt , T. G. and Huber , W. C. 2006 . The Scope of integrated modeling – system boundaries, sub-systems, scales and disciplines . Water science and technology , 54 ( 6–7 ) : 405 – 413 .
   PubMed Web of Science ®Google Scholar
• Schütze , M. and Alex , J. Suitable integrated modelling–based on simplified models . Proceedings of the Sixth International Conference on Urban Drainage Modelling . Dresden, Germany.
   Google Scholar
• Schütze , M. , To , T. B. , Jumar , U. and Butler , D. Multi-Objective control of urban wastewater systems . Proceedings of the Fifteenth International Federation of Automatic Control World Congress . Barcelona, Spain.
   Google Scholar
• Schwefel , H.-P. 1995 . Evolution und optimum seeking , Chichester : John Wiley .
   Google Scholar
• Van Veldhuizen , D. A. and Lamont , G. B. 2000 . Multiobjective evolutionary algorithms: analyzing the state-of-the-art . Evolutionary computation , 8 ( 2 ) : 125 – 147 .
   PubMed Web of Science ®Google Scholar
• Vanrolleghem , P. A. , Benedetti , L. and Meirlaen , J. 2005 . Modelling and real-time control of the integrated urban wastewater system . Environmental modelling and software , 20 : 427 – 442 .
   Web of Science ®Google Scholar
• Wensen , J. V. 2001 . Hydrologische Gesamtbetrachtung eines Entwässerungssystems , Hannover : SuG-Verlagsgesellschaft .
   Google Scholar
• Zitzler , E. , Laumanns , M. and Thiele , L. 2001 . SPEA2: improving the strength Pareto evolutionary algorithm , Zürich : Computer Engineering and Networks Laboratory (TIK), Swiss Federal Institute of Technology (ETH) .
   Google Scholar
• Zitzler , E. , Deb , K. and Thiele , L. 2000 . Comparison of multiobjective Evolutionary Algorithms: Empirical results . Evolutionary computation , 8 ( 2 ) : 173 – 195 .
   PubMed Web of Science ®Google Scholar