Compressed Sensing Approach to Systems and Control

Masaaki Nagahara
Hiroshima University
nagahara@ieee.org

Masaaki Nagahara, Compressed Sensing Approach to Systems and Control, Boston-Delft: Now Publishers, 2025.

For the first edition of the book (Sparsity Methods for Systems and Controlb>), please visit here (MATLAB codes are also provided).

CS_now.ipynb (Jupytor Notebook file)

Chapter 1: Introduction
Chapter 2: What is Sparsity? (slides, lecture video)
Chapter 3: Sparse Optimization (slides, lecture video)
Chapter 4: Algorithms for Convex Optimization (slides, lecture video 1, lecture video 2)
Chapter 5: Greedy Algorithms (slides)
Chapter 6: Distributed Optimization
Chapter 7: Applications of Compressed Sensing (slides, lecture video)
Chapter 8: Dynamical Systems and Optimal Control (slides)
Chapter 9: Maximum Hands-off Control (slides)
Chapter 10: Numerical Optimization by Time Discretization (slides)
Chapter 11: Advanced Topics