On June 28th. to July 3rd., our Head Enrique Zuazua will talk on “Control, Numerics and Machine Learning” at the Online CIMPA School (OCA’21): Optimal Control and its Applications in Economics, Environment, and Engineering organized and supported by CIMPA, UIR, Mines-Rabat, Université Mohammed V de Rabat, Faculté de Droit de Rabat-Agdal, Faculté des Sciences Rabat, CNRST and INSEA.
Abstract. After a short historical introduction, we shall present and discuss the problem of controllability of Ordinary Differential Equations (ODE) and Partial Differential Equations (PDE) arising in various areas of Science and Technology. It consists in analyzing whether, by means of a suitable and feasible controller, the solution of a dynamical system can be driven to a desired final configuration (or close to it).
We shall also discuss its dual version, the so-called observability problem. It concerns the possibility of measuring or observing, by suitable sensors, the whole dynamics of the system through partial measurements.
We shall also address some of the problems arising in the modern theory of Machine Learning, which is strongly inspired and influenced by some of the fundamental ideas and techniques in Control Theory. An introduction to this topic will also be presented, focusing mainly on the use of control techniques for the analysis of Deep Neural Networks as a tool to address, for instance, the problem of Supervised Learning. We shall finally discuss numerical implementation issues..
ATTENDING TO THIS EVENT
Scientific Committee
E. ZUAZUA, FAU Erlangen-Nürnberg, Germany
M. A. Aziz Alaoui Normandie Univ, France
C. F. CHITTARO, Toulon University, France
M. Ghogho, Université Internationale de Rabat
S. ÁLVAREZ FRANSCISCO, Limoges University, France
N. Khalid, Ecole Nationale Supérieur des Mines de Rabat, Morocco
A. ZOGLAT, Faculty of Sciences, Mohammed V University of Rabat, Morocco
L. MANIAR, University Cadi Ayyad, Morocco
H. ZIDANI, ENSTA Paristech, France
N. RAÏSSI, Mohammed V University of Rabat, Morocco
Z. HAMMOUCH, Moulay Ismail University, Morocco
M. Lebbar, Ecole Nationale Supérieur des Mines de Rabat, Morocco
Organization Committee
I. EL HARRAKI, Ecole Nationale Supérieur des Mines de Rabat, Morocco
C. F. CHITTARO, Toulon University, France
A. REDOUANE, Ecole Nationale Supérieur des Mines de Rabat, Morocco
A. KADRANI, Institut National de Statistique et d’Economie Appliquée, Rabat, Morocco
M. OUDANI, Université Internationale de Rabat
R. ABOULAICH, Mohammadia School of Engineers, Morocco
A. KHAZARI, Université sidi Mohamed Ben Abdellah, Fés, Morocco
E. EZZAHID, Mohammed V University of Rabat, Morocco
B. FARRAHI, Abdelmalek Essaadi University, Tetouan, Morocco
E. Zaoui, Ecole Nationale Supérieur des Mines de Rabat, Morocco
L. Abouljinane, Ecole Nationale Supérieur des Mines de Rabat, Morocco
More details at the Official Event page
