Title :
Signal reconstruction under finite-rate measurements: Finite-horizon navigation application
Author :
Sarma, Sridevi V. ; Dahleh, Munther A.
Author_Institution :
Lab. of Inf. & Decision Syst., Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
In this paper, we study finite-length signal reconstruction over a finite-rate noiseless channel. We allow the class of signals to belong to a bounded ellipsoid and derive a universal lower bound on a worst-case reconstruction error. We then compute upper bounds on the error that arise from different coding schemes and under different causality assumptions. We then map our general reconstruction problem into an important control problem in which the plant and controller are local to each other, but are together driven by a remote reference signal that is transmitted through a finite-rate noiseless channel. The problem is to navigate the state of the remote system from a nonzero initial condition to as close to the origin as possible in finite-time. Our analysis enables us to quantify the tradeoff between time horizon and performance accuracy which is not well-studied in the area of control with limited information as most works address infinite-horizon control objectives (eg. stability, disturbance rejection).
Keywords :
channel estimation; signal reconstruction; coding scheme; finite-horizon navigation; finite-length signal reconstruction; finite-rate noiseless channel; Aircraft navigation; Automatic control; Communication system control; Control systems; Ellipsoids; Orbital robotics; Robot control; Robot kinematics; Signal reconstruction; Upper bound;
Conference_Titel :
Asian Control Conference, 2009. ASCC 2009. 7th
Conference_Location :
Hong Kong
Print_ISBN :
978-89-956056-2-2
Electronic_ISBN :
978-89-956056-9-1