Title :
Performance surfaces of minimum effort estimators and controllers
Author :
Darlington, Paul
Author_Institution :
Dept. of Appl. Acoust., Salford Univ., UK
fDate :
2/1/1995 12:00:00 AM
Abstract :
The performance surfaces of two classes of minimum effort adaptive filter are studied. Eigenvalue spreads of the cost functions of minimum weight vector norm and minimum output variance algorithms are examined for both estimation and feedforward control applications. Results support the widespread practical use of the “leaky LMS” algorithm
Keywords :
adaptive control; adaptive estimation; adaptive filters; adaptive signal processing; controllers; eigenvalues and eigenfunctions; feedforward; filtering theory; least mean squares methods; adaptive controllers; adaptive transversal filters; cost functions; eigenvalue spreads; feedforward control; leaky LMS algorithm; mean square estimation error; minimum effort adaptive filter; minimum effort estimators; minimum output variance algorithms; minimum weight vector norm; performance surfaces; Adaptive control; Adaptive filters; Control systems; Cost function; Estimation error; Force control; Optimal control; Programmable control; Transversal filters; Weight control;
Journal_Title :
Signal Processing, IEEE Transactions on