Combining Model Predictive Control with a Reduced Genetic Algorithm for Real-Time Flood Control

AbstractThis paper presents a novel meta-heuristic approach for real-time flood control. The approach combines model predictive control (MPC) with a reduced genetic algorithm (RGA) to quickly find ...

[1]  Dilini Delgoda,et al.  Multiple Model Predictive Flood Control in Regulated River Systems with Uncertain Inflows , 2013, Water Resources Management.

[2]  Lien Poelmans,et al.  The relative impact of climate change and urban expansion on peak flows: a case study in central Belgium , 2011 .

[3]  Bart De Moor,et al.  Flood regulation using nonlinear model predictive control , 2010 .

[4]  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.

[5]  Patrick Willems,et al.  A flexible and efficient multi-model framework in support of water management , 2016 .

[6]  M. Wendt,et al.  Nonlinear Chance-Constrained Process Optimization under Uncertainty , 2002 .

[7]  P. J. Van Overloop,et al.  Model Predictive Control on Open Water Systems , 2006 .

[8]  Igor Skrjanc,et al.  Fuzzy-model-based hybrid predictive control. , 2009, ISA transactions.

[9]  Patrick Willems,et al.  Combine Evolutionary Optimization with Model Predictive Control in Real-time Flood Control of a River System , 2015, Water Resources Management.

[10]  J. Wen,et al.  Effect of growing watershed imperviousness on hydrograph parameters and peak discharge , 2008 .

[11]  Francesca Pianosi,et al.  Optimal Operation of the Multireservoir System in the Seine River Basin Using Deterministic and Ensemble Forecasts , 2016 .

[12]  Patrick Willems,et al.  Computationally efficient modelling of tidal rivers using conceptual reservoir-type models , 2016, Environ. Model. Softw..

[13]  P. Willems,et al.  Intercomparison of hydrological model structures and calibration approaches in climate scenario impact projections , 2014 .

[14]  Zoltan K. Nagy,et al.  Model based robust control approach for batch crystallization product design , 2009, Comput. Chem. Eng..

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

[16]  Patrick Willems,et al.  Modular conceptual modelling approach and software for river hydraulic simulations , 2015, Environ. Model. Softw..

[17]  B. Bledsoe,et al.  How do flow peaks and durations change in suburbanizing semi-arid watersheds? A southern California case study , 2011 .

[18]  R. Moore.  The probability-distributed principle and runoff production at point and basin scales , 1985 .

[19]  Peter-Jules van Overloop,et al.  Multiple Model Predictive Control on a drainage canal system , 2008 .

[20]  Robert Babuška,et al.  Genetic algorithms for optimization in predictive control , 1997 .

[21]  Patrick Willems,et al.  Flood probability mapping by means of conceptual modeling , 2012 .

[22]  S. Joe Qin,et al.  A survey of industrial model predictive control technology , 2003 .

[23]  Bart De Moor,et al.  Flood control of the Demer by using Model Predictive Control , 2013 .

[24]  Peter-Jules van Overloop,et al.  Optimal Real-Time Operation of Multipurpose Urban Reservoirs: Case Study in Singapore , 2014 .

[25]  Petra Döll,et al.  Estimating the Impact of Global Change on Flood and Drought Risks in Europe: A Continental, Integrated Analysis , 2006 .

[26]  Deepti Rani,et al.  Simulation–Optimization Modeling: A Survey and Potential Application in Reservoir Systems Operation , 2010 .

[27]  Bryan A. Tolson,et al.  Review of surrogate modeling in water resources , 2012 .

[28]  R. De Sutter,et al.  A GIS tool for flood risk analysis in Flanders (Belgium) , 2008 .

[29]  Xin Tian,et al.  Operational flood control of a low-lying delta system using large time step Model Predictive Control , 2015 .

[30]  R. Moore.  The PDM rainfall-runoff model , 2007 .

[31]  Dirk Schwanenberg,et al.  Short-term optimal operation of water systems using ensemble forecasts , 2014 .

[32]  P Willems,et al.  Green-blue water in the city: quantification of impact of source control versus end-of-pipe solutions on sewer and river floods. , 2014, Water science and technology : a journal of the International Association on Water Pollution Research.

[33]  Brian T. Wahlin,et al.  Performance of Model Predictive Control on ASCE Test Canal 1 , 2004 .

[34]  Dirk Schwanenberg,et al.  Short-term management of hydropower assets of the Federal Columbia River Power System , 2014 .