Title :
Roundoff Noise Minimization in State-Space Discrete-Time Systems Using Joint Optimization of High-Order Error Feedback and Realization
Author :
Hinamoto, Takao ; Doi, A. ; Wu-Sheng Lu
Author_Institution :
Hiroshima Univ., Higashi-hiroshima, Japan
Abstract :
This paper deals with the joint optimization problem of high-order error-feedback and realization for minimizing roundoff noise at the output of a closed-loop system with a full-order observer feedback system subject to l2-scaling constraints. It is shown that the problem can be converted into an unconstrained optimization problem by using linear-algebraic techniques. The unconstrained optimization problem at hand is then solved iteratively by employing an efficient quasi-Newton algorithm with closed-form formulas for key gradient evaluation. A case study is presented to demonstrate the validity and effectiveness of the proposed technique.
Keywords :
IIR filters; circuit feedback; circuit noise; linear algebra; minimisation; observers; state-space methods; closed-loop system; full-order observer feedback system; high-order error feedback; joint optimization problem; linear-algebraic techniques; quasiNewton algorithm; roundoff noise minimization; state-space discrete-time systems; unconstrained optimization problem; Closed loop systems; Joints; Minimization; Noise; Observers; Optimization; Vectors; $l_{2}$-scaling; High-order error-feedback; joint optimization; roundoff noise minimization;
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
DOI :
10.1109/TCSI.2014.2337233