DIPARTIMENTO DI INGEGNERIA DELL'INFORMAZIONE
E SCIENZE MATEMATICHE

UNIVERSITA' DEGLI STUDI DI SIENA
 
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Research Areas


Electrical Engineering

The research activity of the Electrical Engineering area is mainly concerned with the analysis of the dynamical behavior of nonlinear circuits, with special emphasis on nonlinear circuit models of artificial neural networks.

The main research topics are:

- Stability of nonlinear circuits with non-smooth nonlinearities.

- Neural architectures for solving non-smooth nonlinear programming problems.

- New methods for trajectory convergence of neural networks, and robustness of trajectory convergence of cellular neural networks.

- Bifurcations, sustained oscillations and complex dynamics in nonlinear circuits.

Other research activities, such as development of robust estimation techniques in mobile robotics applications, are carried on in cooperation with the Control Systems research area.


People
Full Professors: Mauro Forti
Associate Professors: Mauro Di Marco
Assistant Professors: Luca Pancioni


Complex behavior and robustness of convergence in nearly-symmetric CNNs
Dynamical analysis of non-smooth nonlinear circuits
Methods for trajectory convergence of neural networks
Neural circuits for non-smooth optimization problems





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Dipartimento di Ingegneria dell'Informazione e Scienze Matematiche - Via Roma, 56 53100 SIENA - Italy