Andrea Simonetto
Research Staff Member
Research
IBM Research
Ireland
Biography
Researcher in Optimization, Control, and Signal Processing Ireland Research Lab, Dublin, Ireland Researcher in Optimization, Control, and Signal Processing Ireland Research Lab, Dublin, Ireland
Research Interest
Convex and non-convex optimization: both from a theoretical perspective and algorithmic implementation. Recent works include prediction-correction algorithms to track the solution trajectory of time-varying convex programs. Older works include networked SDP convex relaxations of certain classes of non-convex programs. Distributed optimization, especially in connection with robotic and wireless sensor networks. Control theory in the context of distributed control design, model predictive control, embedded control systems. Signal processing: distributed estimation, sparse reconstructions, compressive sensing, wireless sensor network localization, sensor selection, graph signal processing. Parallel computing in the context of nonlinear estimation and specifically particle filtering.