Adaptive Signal Processing for Adaptive Control

Widrow, Bernard; Walach, Eugene

doi:10.1016/b978-0-08-030565-3.50007-1

Cited by 360 publications

(513 citation statements)

References 10 publications

Supporting

Mentioning

485

Contrasting

Unclassified

Order By: Relevance

“…The objective of an adaptive filter is to generate the output signal y ( k ) as close as possible to the desired signal d ( k ) . To do this, the adaptive filter adjusts its coefficient w( k ) at each sampling time k by [12] 1 µ…”

Section: Affine Projection Algorithm (Apa)mentioning

confidence: 99%

See 1 more Smart Citation

Absolute Mean Error Based Adaptive Step Size Affine Projection Algorithm for Adaptive Filtering Systems

Jamel¹

2013

IJIEE

View full text Add to dashboard Cite

Abstract-This paper presents a new method for adaptive step size for Affine Projection Algorithm (APA). The proposed algorithm is based on an absolute mean of estimation current and prior error vector. It is called Absolute Mean Error Adaptive Step Size Affine Projection Algorithm (AMASSAPA). The main goal of this algorithm is performance enhancement of adaptive colored filtering system in terms of fast convergence time. The proposed adaptive step size method begins the learning process with high learning rate value ( µ MAX ) and then , it decays in an exponential profile to its minimum value (µ MIN ) .The proposed algorithm is tested with a colored input signal and the result shows that it has fast convergence time than traditional APA.Index Terms-Adaptive filter, adaptive step size, affine projection algorithm.

show abstract

Section: Affine Projection Algorithm (Apa)mentioning

confidence: 99%

“…where k is the discrete time index, T denotes to transpose, and adaptive Finite Impulse Response (FIR) filter coefficient vector defined by [12] , , … … … … . The objective of an adaptive filter is to generate the output signal y ( k ) as close as possible to the desired signal d ( k ) .…”

Section: Affine Projection Algorithm (Apa)mentioning

confidence: 99%

Absolute Mean Error Based Adaptive Step Size Affine Projection Algorithm for Adaptive Filtering Systems

Jamel¹

2013

IJIEE

View full text Add to dashboard Cite

show abstract

“…represents half of the estimated i -th coordinate of the performance criterion gradient for the LMS algorithm, [1,2,3]. The best bias-to-variance ratio is obtained for the particular step size that turns (15) into an equality.…”

Section: New Vs Lms Adaptive Algorithmmentioning

confidence: 99%

“…Let the first one have the maximal step size value max µ which does not violate the algorithm convergence condition [1,2,3], while the second one is characterized in each iteration by the variable step size ) (k i µ . The analysis from the previous section may now be applied to these two algorithms.…”

Section: New Vs Lms Adaptive Algorithmmentioning

confidence: 99%

See 1 more Smart Citation

An approach to variable step-size LMS algorithm

2002

View full text Add to dashboard Cite

-The paper proposes a new adaptive VS LMS algorithm, obtained by combining LMS algorithms with different step sizes without calculating their weighting coefficients. As a criterion for choosing the VS LMS algorithm step size, we take the ratio between the weighting coefficients' bias and variance. Identification of an unknown system in nonstationary noisy environment is performed and simulations with the proposed and other VS LMS algorithms are presented. Simulation results confirm the favorable properties of the proposed algorithm in nonstationary environment with abrupt changes of unknown system parameters.

show abstract

Correction of spectral interferences in inductively coupled plasma-atomic emission spectrometry using adaptive filtering

Lan-sun

Qin

Shen

2000

Lab. Robotics Autom.

View full text Add to dashboard Cite

On the basis of the statistical characteristics of analyte lines and spectral interferences in inductively coupled plasma-atomic emission spectrometry (ICP-AES), the adaptive noise canceling model in the signal-processing technique has been applied to the correction of spectral interferences.Correction results of the simulated and experimental spectra have demonstrated the feasibility and effectiveness of this method. ᭧

show abstract

Adaptive Signal Processing for Adaptive Control

Cited by 360 publications

References 10 publications

Absolute Mean Error Based Adaptive Step Size Affine Projection Algorithm for Adaptive Filtering Systems

Absolute Mean Error Based Adaptive Step Size Affine Projection Algorithm for Adaptive Filtering Systems

An approach to variable step-size LMS algorithm

Correction of spectral interferences in inductively coupled plasma-atomic emission spectrometry using adaptive filtering

Contact Info

Product

Resources

About