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

Hamzi B, Colonius F, 2019, Kernel methods for the approximation of discrete-time linear autonomous and control systems, Sn Applied Sciences, Vol:1, ISSN:2523-3963

Hamzi B, Kuehn C, Mohamed S, 2019, A note on kernel methods for multiscale systems with critical transitions, Mathematical Methods in the Applied Sciences, Vol:42, ISSN:0170-4214, Pages:907-917

Bouvrie J, Hamzi B, 2017, KERNEL METHODS FOR THE APPROXIMATION OF NONLINEAR SYSTEMS, Siam Journal on Control and Optimization, Vol:55, ISSN:0363-0129, Pages:2460-2492

Colonius F, Hamzi B, 2015, Kernel Methods for Linear Discrete-Time Equations

Hamzi B, Lamb JSW, Lewis D, 2015, A Characterization of Normal Forms for Control Systems, Journal of Dynamical and Control Systems, Vol:21, ISSN:1079-2724, Pages:273-284

More Publications