Deep learning-enhanced ensemble-based data assimilation for high-dimensional nonlinear dynamical systems
Ashesh Chattopadhyay, Ebrahim Nabizadeh, Eviatar Bach, Pedram Hassanzadeh
Topics & Concepts
Ensemble Kalman filterData assimilationKalman filterComputer scienceAlgorithmDynamical systems theoryCovarianceEnsemble forecastingEnsemble learningNonlinear systemCovariance matrixParticle filterArtificial intelligenceMachine learningMathematicsExtended Kalman filterStatisticsMeteorologyPhysicsQuantum mechanicsMeteorological Phenomena and SimulationsReservoir Engineering and Simulation MethodsClimate variability and models