A critical review of integrated urban water modelling - Urban drainage and beyond

Modelling interactions in urban drainage, water supply and broader integrated urban water systems has been conceptually and logistically challenging as evidenced in a diverse body of literature, found to be confusing and intimidating to new researchers. This review consolidates thirty years of research (initially driven by interest in urban drainage modelling) and critically reflects upon integrated modelling in the scope of urban water systems. We propose a typology to classify integrated urban water system models at one of four 'degrees of integration' (followed by its exemplification). Key considerations (e.g. data issues, model structure, computational and integration-related aspects), common methodology for model development (through a systems approach), calibration/optimisation and uncertainty are discussed, placing importance on pragmatism and parsimony. Integrated urban water models should focus more on addressing interplay between social/economical and biophysical/technical issues, while its encompassing software should become more user-friendly. Possible future directions include exploring uncertainties and broader participatory modelling.

[1]  M. B. Beck,et al.  IDENTIFICATION AND APPLICATION OF A DYNAMIC MODEL FOR OPERATIONAL MANAGEMENT OF WATER QUALITY , 1994 .

[2]  Lynn Dodge,et al.  Clean Water Act , 2006 .

[3]  Hoshin Vijai Gupta,et al.  Rainfall-runoff modelling in gauged and ungauged catchments , 2004 .

[4]  Kuolin Hsu,et al.  Uncertainty assessment of hydrologic model states and parameters: Sequential data assimilation using the particle filter , 2005 .

[5]  A Refsgaard,et al.  Flood analysis in mixed-urban areas reflecting interactions with the complete water cycle through coupled hydrologic-hydraulic modelling. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[6]  Ana Deletic,et al.  Development of an integrated software tool for strategic planning and conceptual design of water sensitive cities , 2012 .

[7]  P. A. Vanrolleghem,et al.  Combined immission-emission based evaluation of integrated urban wastewater system scenarios , 2008 .

[8]  H. Madsen,et al.  Multiobjective calibration with Pareto preference ordering: An application to rainfall‐runoff model calibration , 2005 .

[9]  Hans Vangheluwe,et al.  WEST: modelling biological wastewater treatment , 2003 .

[10]  J. D. Haan,et al.  How emergence arises , 2006 .

[11]  Yuqiong Liu,et al.  Linking science with environmental decision making: Experiences from an integrated modeling approach to supporting sustainable water resources management , 2008, Environ. Model. Softw..

[12]  G Olsson,et al.  Plant-wide control: dream, necessity or reality? , 2006, Water science and technology : a journal of the International Association on Water Pollution Research.

[13]  W. Rauch,et al.  Real time control of wastewater systems , 1996 .

[14]  Adrian J. Saul,et al.  Urban Drainage Systems: Design and Operation , 1993 .

[15]  T. G. Nguyen,et al.  A new approach to testing an integrated water systems model using qualitative scenarios , 2007, Environ. Model. Softw..

[16]  A Deletic,et al.  Impact of input data uncertainties on urban stormwater model parameters. , 2009, Water science and technology : a journal of the International Association on Water Pollution Research.

[17]  P. Vanrolleghem,et al.  Real time control of the integrated urban wastewater system using simultaneously simulating surrogate models. , 2002, Water science and technology : a journal of the International Association on Water Pollution Research.

[18]  Jean-Luc Bertrand-Krajewski,et al.  Stormwater pollutant loads modelling: epistemological aspects and case studies on the influence of field data sets on calibration and verification. , 2007, Water science and technology : a journal of the International Association on Water Pollution Research.

[19]  D Borchardt,et al.  River Water Quality Model no. 1 (RWQM1): I. Modelling approach. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[20]  Magnus Moglia,et al.  Modelling an urban water system on the edge of chaos , 2010, Environ. Model. Softw..

[21]  Luca Vezzaro,et al.  Comparison of different uncertainty techniques in urban stormwater quantity and quality modelling. , 2012, Water research.

[22]  V. Cheng,et al.  Towards an integrated modelling framework for sustainable urban development , 2012 .

[23]  Wolfgang Rauch,et al.  Identifiability Analysis for Improving Calibration of a Conceptual Sewer Model and Determining Data Requirements , 2011 .

[24]  G.E. Moore,et al.  Cramming More Components Onto Integrated Circuits , 1998, Proceedings of the IEEE.

[25]  Jean-Luc Bertrand-Krajewski,et al.  Ammonia removal and discharges during storm events: integrated approach for a small WWTP and associated CSOs , 1997 .

[26]  P A Vanrolleghem,et al.  Benchmark simulation model no 2: general protocol and exploratory case studies. , 2007, Water science and technology : a journal of the International Association on Water Pollution Research.

[27]  M. B. Beck Dynamic modelling and control applications in water quality maintenance , 1976 .

[28]  Peter A. Vanrolleghem,et al.  Evaluation Of Design And Operation Of The Sewage Transport And Treatment System By An Eqo/eqs Based , 1996 .

[29]  P A Vanrolleghem,et al.  Deterministic modelling of integrated urban drainage systems. , 2002, Water science and technology : a journal of the International Association on Water Pollution Research.

[30]  J.-L. Bertrand-Krajewski,et al.  Flow and pollutant measurements in a combined sewer system to operate a wastewater treatment plant and its storage tank during storm events , 1995 .

[31]  Luuk C. Rietveld,et al.  Integrated simulation of drinking water treatment , 2008 .

[32]  P. Vanrolleghem,et al.  Fast, simultaneous simulation of the integrated urban wastewater system using mechanistic surrogate models. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[33]  Wolfgang Rauch,et al.  Integrated design and analysis of drainage systems, including sewers, treatment plant and receiving waters , 1996 .

[34]  Orazio Giustolisi,et al.  An integrated modelling approach for the assessment of land use change effects on wastewater infrastructures , 2009, Environ. Model. Softw..

[35]  P A Vanrolleghem,et al.  Comparison of two wavelet-based tools for data mining of urban water networks time series. , 2007, Water science and technology : a journal of the International Association on Water Pollution Research.

[36]  E Lindblom,et al.  Integrated modelling of two xenobiotic organic compounds. , 2006, Water science and technology : a journal of the International Association on Water Pollution Research.

[37]  M. B. Beck,et al.  Optimisation of control strategies for the urban wastewater system — An integrated approach , 1999 .

[38]  Marion W. Jenkins,et al.  Optimization of California's Water Supply System: Results and Insights , 2004 .

[39]  K Seggelke,et al.  Dynamic optimisation of WWTP inflow to reduce total emission. , 2007, Water science and technology : a journal of the International Association on Water Pollution Research.

[40]  Rae Mackay,et al.  City water balance - a new tool for scoping integrated urban water management options , 2010 .

[41]  B. De Baets,et al.  Combining multimedia models with integrated urban water system models for micropollutants. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[42]  Keith Beven,et al.  A manifesto for the equifinality thesis , 2006 .

[43]  I. Nopens,et al.  Impact-based integrated real-time control for improvement of the Dommel River water quality , 2013 .

[44]  E. Henry,et al.  Modelling of a combined sewer system to support planning decisions and initialise the application of a RTC System , 2007 .

[45]  Luuk C. Rietveld,et al.  Modelling of drinking water treatment processes within the Stimela environment , 2000 .

[46]  K. M. van Schagen,et al.  Good modelling practice in drinking water treatment, applied to Weesperkarspel plant of Waternet , 2010, Environ. Model. Softw..

[47]  Mirjam de Groot,et al.  “Room for river” measures and public visions in the Netherlands: A survey on river perceptions among riverside residents , 2009 .

[48]  James S. Hodges,et al.  Is It You or Your Model Talking , 1992 .

[49]  Manel Poch,et al.  Scenario analysis for the role of sanitation infrastructures in integrated urban wastewater management , 2009, Environ. Model. Softw..

[50]  P Harremoës,et al.  Integrated urban drainage, status and perspectives. , 2002, Water science and technology : a journal of the International Association on Water Pollution Research.

[51]  Guangtao Fu,et al.  The impact of new developments on river water quality from an integrated system modelling perspective. , 2009, The Science of the total environment.

[52]  Anthony J. Jakeman,et al.  Progress in integrated assessment and modelling , 2002, Environ. Model. Softw..

[53]  Peter A. Vanrolleghem,et al.  Tools to support a model-based methodology for emission/immission and benefit/cost/risk analysis of wastewater systems that considers uncertainty , 2008, Environ. Model. Softw..

[54]  Ghassan Chebbo,et al.  Storm water quality modelling, an ambitious objective? , 1998 .

[55]  Gabriele Freni,et al.  Emission standards versus immission standards for assessing the impact of urban drainage on ephemeral receiving water bodies. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[56]  David E. Rosenberg,et al.  Hydro-economic models: concepts, design, applications, and future prospects. , 2009 .

[57]  Dirk Muschalla Optimization of integrated urban wastewater systems using multi-objective evolution strategies , 2008 .

[58]  Wolfgang Schilling,et al.  Improved interception of combined sewage in the Trondheim-Høvringen wastewater system , 1999 .

[59]  James D. Brown Knowledge, uncertainty and physical geography: towards the development of methodologies for questioning belief , 2004 .

[60]  P Grau,et al.  BSM2 Plant-Wide Model construction and comparative analysis with other methodologies for integrated modelling. , 2007, Water science and technology : a journal of the International Association on Water Pollution Research.

[61]  T G Schmitt,et al.  The scope of integrated modelling: system boundaries, sub-systems, scales and disciplines. , 2006, Water science and technology : a journal of the International Association on Water Pollution Research.

[62]  Wolfgang Rauch,et al.  A planning algorithm for quantifying decentralised water management opportunities in urban environments. , 2013, Water science and technology : a journal of the International Association on Water Pollution Research.

[63]  K Seggelke,et al.  Integrated modelling as an analytical and optimisation tool for urban watershed management. , 2002, Water science and technology : a journal of the International Association on Water Pollution Research.

[64]  S Fach,et al.  A multi-layer cellular automata approach for algorithmic generation of virtual case studies: VIBe. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[65]  W. Walker,et al.  Defining Uncertainty: A Conceptual Basis for Uncertainty Management in Model-Based Decision Support , 2003 .

[66]  W Rauch,et al.  Cascade vulnerability for risk analysis of water infrastructure. , 2011, Water science and technology : a journal of the International Association on Water Pollution Research.

[67]  Wolfgang Rauch,et al.  REBEKA––a software tool for planning urban drainage on the basis of predicted impacts on receiving waters , 2002 .

[68]  M Schütze,et al.  Parameter optimisation of real-time control strategies for urban wastewater systems. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[69]  Stefan Achleitner,et al.  Towards a Paradigm Shift in Urban Drainage Management and Modelling in Developing Countries , 2009 .

[70]  Peter Krebs,et al.  Requirements for integrated wastewater models - driven by receiving water objectives , 1998 .

[71]  Herb Sutter,et al.  The Free Lunch Is Over A Fundamental Turn Toward Concurrency in Software , 2013 .

[72]  Wolfgang Rauch,et al.  Parallel flow routing in SWMM 5 , 2014, Environ. Model. Softw..

[73]  C. Pahl-Wostl,et al.  The implications of complexity for integrated resources management , 2007, Environ. Model. Softw..

[74]  Z. Vojinovic Integrated urban water systems modelling with a simplified surrogate modular approach , 2008 .

[75]  T G Schmitt,et al.  Integrated real-time control for a sequencing batch reactor plant and a combined sewer system. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[76]  Ingmar Nopens,et al.  Impact of influent data frequency and model structure on the quality of WWTP model calibration and uncertainty. , 2012, Water science and technology : a journal of the International Association on Water Pollution Research.

[78]  Gabriele Freni,et al.  Assessment of data availability influence on integrated urban drainage modelling uncertainty , 2009, Environ. Model. Softw..

[79]  D. Kavetski,et al.  Towards a Bayesian total error analysis of conceptual rainfall-runoff models: Characterising model error using storm-dependent parameters , 2006 .

[80]  N. Schindler,et al.  Extreme value statistics for river quality simulations. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[81]  Vladan Babovic,et al.  Hybrid Approach for Modeling Wet Weather Response in Wastewater Systems , 2003 .

[82]  J Alex,et al.  Basin-wide integrated modelling via OpenMI considering multiple urban catchments. , 2009, Water science and technology : a journal of the International Association on Water Pollution Research.

[83]  F H Schulze,et al.  Applications of Artificial Neural Networks in integrated water management: fiction or future? , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[84]  Wolfgang Rauch,et al.  Modelling cities and water infrastructure dynamics , 2013 .

[85]  Gabriele Freni,et al.  Receiving water body quality assessment: an integrated mathematical approach applied to an Italian case study , 2012 .

[86]  P S Mikkelsen,et al.  Cost benefit risk--a concept for management of integrated urban wastewater systems? , 2002, Water science and technology : a journal of the International Association on Water Pollution Research.

[87]  W Rauch,et al.  Urban drainage redefined: from stormwater removal to integrated management. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[88]  Peter Steen Mikkelsen,et al.  Integrated modelling of Priority Pollutants in stormwater systems , 2010 .

[89]  Rebekah R. Brown Local Institutional Development and Organizational Change for Advancing Sustainable Urban Water Futures , 2008, Environmental management.

[90]  Philippe Quevauviller,et al.  The Water Framework Directive , 2008 .

[91]  R R Brown,et al.  Urban water management in cities: historical, current and future regimes. , 2009, Water science and technology : a journal of the International Association on Water Pollution Research.

[92]  Dirk Muschalla,et al.  OpenMI Based Basin Wide Integrated Modelling Considering Multiple Urban Areas , 2008 .

[93]  Peter Krebs,et al.  Setting up measuring campaigns for integrated wastewater modelling , 1999 .

[94]  Martin Pleau,et al.  Global optimal real-time control of the Quebec urban drainage system , 2005, Environ. Model. Softw..

[95]  Robert H. Kadlec,et al.  Constructed Wetlands for River Water Quality Improvement , 1994 .

[96]  Brian S. McIntosh,et al.  Tools to think with? Towards understanding the use of computer-based support tools in policy relevant research , 2007, Environ. Model. Softw..

[97]  Andrew Grant,et al.  Integrated urban water modelling - Past, present and future , 2007 .

[98]  C Diaper,et al.  UVQ: a tool for assessing the water and contaminant balance impacts of urban development scenarios. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[99]  Miquel Sànchez-Marrè,et al.  Artificial Intelligence and Environmental Decision Support Systems , 2000, Applied Intelligence.

[100]  Mary C. Hill,et al.  Integrated environmental modeling: A vision and roadmap for the future , 2013, Environ. Model. Softw..

[101]  S. V. D. Meene Institutional Capacity Attributes of Sustainable Urban Wateer Management: teh Case of Sydney Australia , 2008 .

[102]  S Fach,et al.  Parallel computing in conceptual sewer simulations. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[103]  Peter Steen Mikkelsen,et al.  Evaluation framework for control of integrated urban drainage systems , 2008 .

[104]  Alexey A. Voinov,et al.  Model integration and the role of data , 2010, Environ. Model. Softw..

[105]  Wolfgang Rauch,et al.  Genetic algorithms in real time control applied to minimize transient pollution from urban wastewater systems , 1999 .

[106]  A. H. Elliott,et al.  A review of models for low impact urban stormwater drainage , 2007, Environ. Model. Softw..

[107]  P Reichert,et al.  River Water Quality Model no. 1 (RWQM1): III. Biochemical submodel selection. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[108]  G. Freni,et al.  Comparison between a detailed and a simplified integrated model for the assessment of urban drainage environmental impact on an ephemeral river , 2008 .

[109]  P Willems Random number generator or sewer water quality model? , 2006, Water science and technology : a journal of the International Association on Water Pollution Research.

[110]  Peter Krebs,et al.  Integrated Approaches in Urban Storm Drainage: Where Do We Stand? , 2005, Environmental management.

[111]  P. Bommel,et al.  Learning to manage quality in a multiple reservoir system: Contribution of a companion modelling approach , 2011 .

[112]  W Rauch,et al.  Identifying weak points of urban drainage systems by means of VulNetUD. , 2009, Water science and technology : a journal of the International Association on Water Pollution Research.

[113]  R R Brown,et al.  The water sensitive city: principles for practice. , 2009, Water science and technology : a journal of the International Association on Water Pollution Research.

[114]  P. Mikkelsen,et al.  Three Points Approach (3PA) for urban flood risk management: A tool to support climate change adaptation through transdisciplinarity and multifunctionality , 2012 .

[115]  P. Keur,et al.  Identification of Major Sources of Uncertainty in Current IWRM Practice. Illustrated for the Rhine Basin , 2008 .

[116]  Guangtao Fu,et al.  Multiple objective optimal control of integrated urban wastewater systems , 2008, Environ. Model. Softw..

[117]  P A Vanrolleghem,et al.  A new plant-wide modelling methodology for WWTPs. , 2007, Water research.

[118]  Gabriele Freni,et al.  Assessment of the integrated urban water quality model complexity through identifiability analysis. , 2011, Water research.

[119]  Manfred Schütze,et al.  Integrating simulation models with a view to optimal control of urban wastewater systems , 2005, Environ. Model. Softw..

[120]  M Schütze,et al.  An integrated modelling concept for immission-based management of sewer system, wastewater treatment plant and river. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[121]  Peter A. Vanrolleghem,et al.  An evaluation of the efficiency of the combined sewer - Wastewater treatment system under transient conditions , 1995 .

[122]  Boris Schröder,et al.  Challenges of simulating complex environmental systems at the landscape scale: A controversial dialogue between two cups of espresso , 2009 .

[123]  K Seggelke,et al.  Online-simulation of the WWTP to minimise the total emission of WWTP and sewer system. , 2002, Water science and technology : a journal of the International Association on Water Pollution Research.

[124]  S Heusch,et al.  Simulation of wastewater treatment plant within integrated urban wastewater models. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[125]  L. Lijklema,et al.  Interactions Between Sewers, Treatment Plants and Receiving Waters in Urban Areas: A Summary of the Interurba '92 Workshop Conclusions , 1993 .

[126]  I. Takács A dynamic model of the clarification-thickening process , 1991 .

[127]  L. Shawn Matott,et al.  Evaluating uncertainty in integrated environmental models: A review of concepts and tools , 2009 .

[128]  Robert M. Argent,et al.  An overview of model integration for environmental applications--components, frameworks and semantics , 2004, Environ. Model. Softw..

[129]  Irini Angelidaki,et al.  Anaerobic digestion model No. 1 (ADM1) , 2002 .

[130]  W. Gujer,et al.  A general model for single-sludge wastewater treatment systems , 1987 .

[131]  Frank Arens,et al.  [Welcome to the Jungle]. , 2014, Pflege Zeitschrift.

[132]  X Dong,et al.  An integrated urban drainage system model for assessing renovation scheme. , 2012, Water science and technology : a journal of the International Association on Water Pollution Research.

[133]  Peter A. Vanrolleghem,et al.  An evaluation of the efficiency of the combined sewer - wastewater treatment system under transient conditions , 1995 .

[134]  Miquel Sànchez-Marrè,et al.  Environmental Decision Support Systems , 2001 .

[135]  Miquel Sànchez-Marrè,et al.  Designing and building real environmental decision support systems , 2004, Environ. Model. Softw..

[136]  Anthony J. Jakeman,et al.  An integrated approach to linking economic valuation and catchment modelling , 2011, Environ. Model. Softw..

[137]  M. B. Beck,et al.  Applying systems analysis in managing the water environment: towards a new agenda , 1997 .

[138]  M Jekel,et al.  Planning, modelling and assessing source control concepts on catchment scale. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[139]  Stefan Achleitner,et al.  The European Water Framework Directive: Water Quality Classification and Implications to Engineering Planning , 2005, Environmental management.

[140]  J Gabe,et al.  Achieving integrated urban water management: planning top-down or bottom-up? , 2009, Water science and technology : a journal of the International Association on Water Pollution Research.

[141]  P A Vanrolleghem,et al.  Integrated operation of sewer system and WWTP by simulation-based control of the WWTP inflow. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[142]  G Kuczera,et al.  Integrated urban water cycle management: the UrbanCycle model. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[143]  P. Krebs,et al.  Integrated modelling for the evaluation of infiltration effects. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[144]  Guangtao Fu,et al.  Optimal Distribution and Control of Storage Tank to Mitigate the Impact of New Developments on Receiving Water Quality , 2010 .

[145]  J. M. Tyson,et al.  Management and Institutional Aspects , 1993 .

[146]  George E. P. Box,et al.  Empirical Model‐Building and Response Surfaces , 1988 .

[147]  D. Savić,et al.  An analysis of the combined consequences of pluvial and fluvial flooding. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[148]  Wolfgang Rauch,et al.  Performance and sensitivity analysis of stormwater models using a Bayesian approach and long-term high resolution data , 2011, Environ. Model. Softw..

[149]  J. B. Gregersen,et al.  OpenMI: Open modelling interface , 2007 .

[150]  Michael Pabst,et al.  The HSG Guideline Document for Modelling Integrated Urban Wastewater Systems , 2008 .

[151]  J. Ham,et al.  Integrated modelling under uncertainty in watershed-level assessment and management. , 2007, Water science and technology : a journal of the International Association on Water Pollution Research.

[152]  Gustaf Olsson,et al.  Integration of wastewater treatment plant design and operation - A systematic approach using cost functions , 1996 .

[153]  Jean-Pierre Müller,et al.  An iterative construction of multi-agent models to represent water supply and demand dynamics at the catchment level , 2010, Environ. Model. Softw..

[154]  R. G. Mein,et al.  Modelling the urban water cycle , 2001, Environ. Model. Softw..

[155]  P Reichert,et al.  River Water Quality Model no. 1 (RWQM1): II. Biochemical process equations. , 2001, Water science and technology : a journal of the International Association on Water Pollution Research.

[156]  R. Ashley,et al.  Towards quantification of uncertainty in predicting water quality failures in integrated catchment model studies. , 2010, Water research.

[157]  Peter A. Vanrolleghem,et al.  Integrated modelling: Compatibility of state variables, processes and parameters in sewer and waste water treatment models , 1997 .

[158]  Peter A. Vanrolleghem,et al.  Uncertainty in the environmental modelling process - A framework and guidance , 2007, Environ. Model. Softw..

[159]  R. Otterpohl,et al.  Joint Consideration of Combined Sewerage and Wastewater Treatment Plants , 1992 .

[160]  S. Khu,et al.  Separating aleatory and epistemic uncertainties: Probabilistic sewer flooding evaluation using probability box , 2012 .

[161]  P. Vanrolleghem,et al.  Validation of an ecosystem modelling approach as a tool for ecological effect assessments. , 2008, Chemosphere.

[162]  Ulf Jeppsson,et al.  Continuity-based interfacing of models for wastewater systems described by Petersen matrices. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[163]  Christos Makropoulos,et al.  Flood forecasting in transboundary catchments using the Open Modeling Interface , 2010, Environ. Model. Softw..

[164]  Peter A. Vanrolleghem,et al.  Modelling and real-time control of the integrated urban wastewater system , 2005, Environ. Model. Softw..

[165]  Peter Krebs,et al.  Modelling the total ammonia impact of CSO and WWTP effluent on the receiving water , 1998 .

[166]  C Engelhard,et al.  Challenges in the implementation of the Water Framework Directive: case study of the alpine river Drau, Austria. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[167]  Z. Vojinovic,et al.  Multi-tier Modelling of Urban Drainage Systems: Muti-objective Optimization and Parallel Computing , 2008 .

[168]  S. Liu,et al.  Decision support for sustainable option selection in integrated urban water management , 2008, Environ. Model. Softw..

[169]  Markus A. Reuter,et al.  Dynamic performance metrics to assess sustainability and cost effectiveness of integrated urban water systems , 2010 .

[170]  W. Rauch,et al.  Assessing uncertainties in urban drainage models , 2012 .