Imperial College London

DrBoumedieneHamzi

Faculty of Natural SciencesDepartment of Mathematics

Research Associate (Marie Skłodowska-Curie Fellowship)
 
 
 
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Contact

 

+44 (0)20 7594 1424b.hamzi Website

 
 
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Location

 

654Huxley BuildingSouth Kensington Campus

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Summary

 

Summary

My current research interests are the analysis of control and random dynamical systems in Reproducing Kernel Hilbert Spaces in view of developing data-based methods for the analysis and prediction of random dynamical systems and  control strategies for nonlinear systems on the basis of observed data (rather than a pre-described model). I am particularly interested in developing a qualitative theory for dynamical systems in reproducing kernel Hilbert spaces with applications to systems with critical transitions.

In general, my research interests lie at the intersection(s) of:

* Control Theory
* Deterministic Dynamical Systems
* Learning Theory/Machine Learning
* Random Dynamical Systems

with a particular emphasis on the following problems:

 



Publications

Journals

Klus S, Nueske F, Hamzi B, 2020, Kernel-based approximation of the koopman generator and schrodinger operator, Entropy: International and Interdisciplinary Journal of Entropy and Information Studies, Vol:22, ISSN:1099-4300, Pages:1-22

Hamzi B, Abed EH, 2020, Local modal participation analysis of nonlinear systems using Poincare linearization, Nonlinear Dynamics, Vol:99, ISSN:0924-090X, Pages:803-811

Giesl P, Hamzi B, Rasmussen M, et al., 2019, Approximation of Lyapunov functions from noisy data, Journal of Computational Dynamics, ISSN:2158-2491

More Publications