Title :
Sparse command generator for remote control
Author :
Nagahara, Masaaki ; Quevedo, Daniel E. ; Østergaard, Jan ; Matsuda, Takahiro ; Hayashi, Kazunori
Author_Institution :
Grad. Sch. of Inf., Kyoto Univ., Kyoto, Japan
Abstract :
In this article, we consider remote-controlled systems, where the command generator and the controlled object are connected with a bandwidth-limited communication link. In the remote-controlled systems, efficient representation of control commands is one of the crucial issues because of the bandwidth limitations of the link. We propose a new representation method for control commands based on compressed sensing. In the proposed method, compressed sensing reduces the number of bits in each control signal by representing it as a sparse vector. The compressed sensing problem is solved by an ℓ1-ℓ2 optimization, which can be effectively implemented with an iterative shrinkage algorithm. A design example also shows the effectiveness of the proposed method.
Keywords :
compressed sensing; telecontrol; ℓ1-ℓ2 optimization; bandwidth limitation; bandwidth-limited communication link; compressed sensing; control command; control signal; controlled object; iterative shrinkage algorithm; remote-controlled system; sparse command generator; sparse vector;
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.2011.6137938