Title :
Sparse Packetized Predictive Control for Networked Control Over Erasure Channels
Author :
Nagahara, Masaaki ; Quevedo, D.E. ; Ostergaard, Jacob
Author_Institution :
Grad. Sch. of Inf., Kyoto Univ., Kyoto, Japan
Abstract :
We study feedback control over erasure channels with packet-dropouts. To achieve robustness with respect to packet-dropouts, the controller transmits data packets containing plant input predictions, which minimize a finite horizon cost function. To reduce the data size of packets, we propose to adopt sparsity-promoting optimizations, namely, l1 - l2 and l2-constrained l0 optimizations, for which efficient algorithms exist. We show how to design the tuning parameters to ensure (practical) stability of the resulting feedback control systems when the number of consecutive packet-dropouts is bounded.
Keywords :
control engineering computing; feedback; networked control systems; optimisation; predictive control; telecommunication control; erasure channel; feedback control; finite horizon cost function; networked control; packet-dropout; sparse packetized predictive control; sparsity-promoting optimization; tuning parameter; Asymptotic stability; Cost function; Networked control systems; Predictive control; Stability analysis; Vectors; Networked control systems (NCSs); packetized predictive control (PPC);
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2294622