Statistical Tracking Behavior Analysis for the Affine Projection Algorithm Based on Direction Error
Author(s) -
Yongfeng Zhi,
Wenyan Guo
Publication year - 2021
Publication title -
wireless communications and mobile computing
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.42
H-Index - 64
eISSN - 1530-8677
pISSN - 1530-8669
DOI - 10.1155/2021/5536455
Subject(s) - affine transformation , computer science , algorithm , projection (relational algebra) , tracking (education) , error analysis , state vector , affine combination , mathematics , geometry , psychology , pedagogy , physics , classical mechanics
Under the condition that the step size is less than one, a statistical tracking behavior analysis for the affine projection algorithm based on direction error is discussed. When the unknown true weight vector is modeled by the stochastic walk model, the mean weight error is derived under the four assumptions based on the deterministic recursive equation. Furthermore, the statistical tracking behavior of the steady state is analyzed for the affine projection algorithm based on direction error. Simulation analysis is shown to suppniort the mathematical results.
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