Showing 21–40 of 63 results
/ Date/ Name
Jun 22, 2020Output-Weighted Optimal Sampling for Bayesian Experimental Design and Uncertainty QuantificationApr 7, 2016Dynamical indicators for the prediction of bursting phenomena in high-dimensional systemsJul 26, 2018Are extreme dissipation events predictable in turbulent fluid flows?Oct 9, 2019Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal DynamicsSep 27, 2019Machine-Learning Ocean Dynamics from Lagrangian Drifter TrajectoriesMar 16, 2018Extreme Events: Mechanisms and PredictionAug 1, 2025On Some Tunable Multi-fidelity Bayesian Optimization FrameworksMar 11, 2026Dynamics-Informed Deep Learning for Predicting Extreme EventsAug 11, 2021Prediction of Intermittent Fluctuations from Surface Pressure Measurements on a Turbulent AirfoilApr 5, 2022Discovering and forecasting extreme events via active learning in neural operatorsJun 27, 2023Evaluation of machine learning architectures on the quantification of epistemic and aleatoric uncertainties in complex dynamical systemsAug 27, 2022Information FOMO: The unhealthy fear of missing out on information. A method for removing misleading data for healthier modelsFeb 21, 2018Data-Driven Forecasting of High-Dimensional Chaotic Systems with Long Short-Term Memory NetworksJan 20, 2015Reduced order prediction of rare events in unidirectional nonlinear water wavesMar 9, 2022Structure and Distribution Metric for Quantifying the Quality of Uncertainty: Assessing Gaussian Processes, Deep Neural Nets, and Deep Neural Operators for RegressionJun 7, 2019Closed-loop adaptive control of extreme events in a turbulent flowDec 10, 2019A Gaussian moment method and its augmentation via LSTM recurrent neural networks for the statistics of cavitating bubble populationsFeb 15, 2021Machine-learning energy-preserving nonlocal closures for turbulent fluid flows and inertial tracersApr 21, 2017Reduced-order Description of Transient Instabilities and Computation of Finite-Time Lyapunov ExponentsJun 17, 2024Active search for Bifurcations