Title :
Multiple descriptions for packetized predictive control over erasure channels
Author :
Østergaard, Jan ; Quevedo, Daniel E.
Author_Institution :
Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
Abstract :
We consider a networked control system with random delays and erasures on a data-rate limited forward channel between the controller and the plant. The feedback channel from the plant to the controller is assumed noiseless. We combine two techniques to enhance the reliability of the system. First, we use packetized predictive control, where a quantized control vector with future predicted control signals is transmitted to the plant at each time instant. Second, we utilize multiple descriptions to further aid in the robustness towards packet erasures. In particular, we transmit M redundant packets, which are constructed such that when receiving any 1 ≤ J ≤ M packets, the current control signal as well as J -1 future control signals can be reliably reconstructed at the plant side. For the particular case of LTI systems and when the packets are not received out-of-order, we prove stability by showing that the system can be cast as a Markov jump linear system with M+1 states. We further show by simulations that, by use of multiple descriptions, the system state variance can be significantly reduced without increasing the total data rate.
Keywords :
Markov processes; delays; feedback; linear systems; networked control systems; predictive control; Markov jump linear system; data-rate limited forward channel; erasure channel; feedback channel; multiple description; networked control system; packetized predictive control; quantized control vector; random delay; state variance; Delay; Encoding; Entropy; Out of order; Quantization; Stability analysis; Vectors;
Conference_Titel :
Control and Automation (ICCA), 2011 9th IEEE International Conference on
Conference_Location :
Santiago
Print_ISBN :
978-1-4577-1475-7
DOI :
10.1109/ICCA.2011.6137920