5 papers
Dual adaptive MPC using an exact set-membership reformulation
Anilkumar Parsi, Diyou Liu, Andrea Iannelli +1
Adaptive model predictive control (MPC) methods using set-membership identification to reduce parameter uncertainty are considered in this work. Strong duality is used to reformula…
An explicit dual control approach for constrained reference tracking of uncertain linear systems
Anilkumar Parsi, Andrea Iannelli, Roy S. Smith
A finite horizon optimal tracking problem is considered for linear dynamical systems subject to parametric uncertainties in the state-space matrices and exogenous disturbances. A s…
Robust Adaptive Model Predictive Control of Quadrotors
Alexandre Didier, Anilkumar Parsi, Jeremy Coulson +1
Robust adaptive model predictive control (RAMPC) is a novel control method that combines robustness guarantees with respect to unknown parameters and bounded disturbances into a mo…
Active exploration in adaptive model predictive control
Anilkumar Parsi, Andrea Iannelli, Roy S. Smith
A dual adaptive model predictive control (MPC) algorithm is presented for linear, time-invariant systems subject to bounded disturbances and parametric uncertainty in the state-spa…
Robust Adaptive Model Predictive Control with Worst-Case Cost
Anilkumar Parsi, Andrea Iannelli, Mingzhou Yin +2
A robust adaptive model predictive control (MPC) algorithm is presented for linear, time invariant systems with unknown dynamics and subject to bounded measurement noise. The syste…