A Multidimensional Data-Driven Sparse Identification Technique: The Sparse Proper Generalized Decomposition

Sparse identification of nonlinear dynamics for rapid model recovery

(2018) Markus Quade et al.   CHAOS

Thermodynamically consistent data-driven computational mechanics

(2018) David González et al.   CONTINUUM MECHANICS AND THERMODYNAMICS

Sparse-TDA: Sparse Realization of Topological Data Analysis for Multi-Way Classification

(2018) Wei Guo et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Constrained sparse Galerkin regression

(2018) Jean-Christophe Loiseau et al.   JOURNAL OF FLUID MECHANICS

Local proper generalized decomposition

(2017) Alberto Badías et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Data-driven operator inference for nonintrusive projection-based model reduction

(2016) Benjamin Peherstorfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Data-driven computational mechanics

(2016) T. Kirchdoerfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

(2016) Steven L. Brunton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Dynamic mode decomposition for financial trading strategies

(2016) Jordan Mann et al.   QUANTITATIVE FINANCE

Proper Generalized Decomposition based dynamic data driven inverse identification

(2012) D. González et al.   MATHEMATICS AND COMPUTERS IN SIMULATION

Recent Advances and New Challenges in the Use of the Proper Generalized Decomposition for Solving Multidimensional Models

(2010) Francisco Chinesta et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Recent advances on the use of separated representations

(2009) David González et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING