Modeling, analysis, and control of multi-agent systems across scales
timetable:
Wed 24 Jan, 14:30 - 15:20, Aula Dini
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Feedback Control Synthesis for Interacting Particle Systems across Scales (TALK ONLINE)
speaker: Dante Kalise (Imperial College London)abstract: This talk focuses on the computational synthesis of optimal feedback controllers for interacting particle systems operating at different scales. In the first part, we discuss the construction of control laws for large-scale microscopic dynamics by supervised learning methods, tackling the curse of dimensionality inherent in such systems. Moving forward, we integrate such microscopic feedback laws into a Boltzmann-type equation, bridging controls at microscopic and mesoscopic scales, allowing for near-optimal control of high-dimensional densities. Finally, in the framework of mean field optimal control, we discuss the stabilization of nonlinear Fokker-Planck equations towards unstable steady states via model predictive control.
timetable:
Wed 24 Jan, 14:30 - 15:20, Aula Dini
<< Go back