Sparse-identification-based model predictive control of nonlinear two-time-scale processes

Data-based reduced-order modeling of nonlinear two-time-scale processes

(2020) Fahim Abdullah et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

Discovery of Nonlinear Multiscale Systems: Sampling Strategies and Embeddings

(2019) Kathleen P. Champion et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

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

Low-Dimensional Approach for Reconstruction of Airfoil Data via Compressive Sensing

(2015) Zhe Bai et al.   AIAA JOURNAL

On identification of well-conditioned nonlinear systems: Application to economic model predictive control of nonlinear processes

(2015) Anas Alanqar et al.   AICHE JOURNAL

Exploiting sparsity and equation-free architectures in complex systems

(2014) J. L. Proctor et al.   European Physical Journal-Special Topics

On the Compressive Spectral Method

(2014) Alan Mackey et al.   MULTISCALE MODELING & SIMULATION

Compressive Sensing and Low-Rank Libraries for Classification of Bifurcation Regimes in Nonlinear Dynamical Systems

(2014) Steven L. Brunton et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Simultaneous Design and Control under Uncertainty Using Model Predictive Control

(2013) Kelvyn B. Sanchez-Sanchez et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Economic model predictive control of nonlinear singularly perturbed systems

(2013) Matthew Ellis et al.   JOURNAL OF PROCESS CONTROL

Sparse dynamics for partial differential equations

(2013) H. Schaeffer et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Compressed modes for variational problems in mathematics and physics

(2013) V. Ozolins et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Model predictive control of nonlinear singularly perturbed systems: Application to a large-scale process network

(2011) Xianzhong Chen et al.   JOURNAL OF PROCESS CONTROL

Predicting Catastrophes in Nonlinear Dynamical Systems by Compressive Sensing

(2011) Wen-Xu Wang et al.   PHYSICAL REVIEW LETTERS

Application of Robust Control Tools to the Simultaneous Design and Control of Dynamic Systems

(2009) Luis A. Ricardez-Sandoval et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Simultaneous design and control of processes under uncertainty: A robust modelling approach

(2008) L.A. Ricardez Sandoval et al.   JOURNAL OF PROCESS CONTROL