CO
University of Colorado at Boulder
Equation Discovery, Data-Driven Modeling, Nonlinear Dynamics, Partial Differential Equations, Data-Driven Discovery, Machine Learning
quadrature, Convolution, Deep-Learning, Compression
sparse regression, Nonlinear Dynamics, SINDy, denoising, data-driven modeling
Low-rank Approximation, Single-pass Algorithm, Interpolative Decomposition, Column Subset Selection, Randomized Algorithm, Error Estimation
equation discovery, WSINDy, data driven mechanics, ensemble methods, full-field measurements, laser vibrometry
Uncertainty Quantification, polynomial chaos expansion, compressed sensing, nonlinear approximation, sparse approximation
Bi-fidelity approximation, Interpolative decomposition, Uncertainty quantification, Low-rank approximation
Continual learning, Neural fields, Streaming data, Scientific Machine Learning, Unstructured data, Catastrophic forgetting
Equation discovery, Data-driven modeling, Gradient flow, Surrogate models, Optimization