Bayes_Opt-SWMM: A Gaussian process-based Bayesian optimization tool for real-time flood modeling with SWMM
Ahad Hasan Tanim, Corinne Smith-Lewis, Austin Downey, Jasim Imran, Erfan Goharian
Topics & Concepts
Surrogate modelStorm Water Management ModelMarkov chain Monte CarloComputer scienceMathematical optimizationBayesian inferenceFlood mythGaussian processUncertainty quantificationBayesian optimizationBayes' theoremBayesian probabilityGaussianMachine learningArtificial intelligenceMathematicsStormwaterSurface runoffTheologyPhilosophyEcologyQuantum mechanicsPhysicsBiologyFlood Risk Assessment and ManagementUrban Stormwater Management SolutionsPrecipitation Measurement and Analysis