Switching Mechanism on the Order of Affine Projection Algorithm
نویسندگان
چکیده
Conventional affine projection (AP) algorithm with a fixed order is subject to tradeoff between convergence speed and steady-state misalignment. In address such problem, switching mechanism on the of AP proposed by comparing performance two algorithms different orders. Firstly, mean square deviations (MSD) behavior analyzed, calculation formula for computing MSD at each iteration derived. Secondly, we design select better MSDs them; chosen smaller than that other. We also give theoretical analysis, including error (MSE) computational complexity. Finally, experiments in system identification echo-cancellation scenarios demonstrate has good not only stationary environment but non-stationary environment.
منابع مشابه
Fast exact variable order affine projection algorithm
Variable order affine projection algorithms have been recently presented to be used when not only the convergence speed of the algorithm has to be adjusted but also its computational cost and its final residual error. These kind of affine projection (AP) algorithms improve the standard AP algorithm performance at steady state by reducing the residual mean square error. Furthermore these algorit...
متن کاملCombination Scheme of Affine Projection Algorithm Filters with Complementary Order
Abstract—This paper proposes a complementary combination scheme of affine projection algorithm (APA) filters with different order of input regressors. A convex combination provides an interesting way to keep the advantage of APA having different order of input regressors. Consequently, a novel APA which has the rapid convergence and the reduced steady-state error is derived. Experimental result...
متن کاملThe fast affine projection algorithm
This paper discusses a new adaptive filtering algorithm called fast affine projections (FAP). FAP’s key features include LMS like complexity and memory requirements (low), and RLS like convergence (fast) for the important case where the excitation signal is speech. Another of FAP’s important features is that it causes no delay in the input or output signals. In addition, the algorithm is easily...
متن کاملAn Affine Projection Algorithm with Variable Projection Order using the MSE Criterion
This paper proposes an affine projection algorithm (APA) with variable projection order using the mean-square error (MSE) criterion. The proposed algorithm determines the projection order at every iteration to use it in the update equation of the proposed APA. The MSE criterion is employed to decide the projection order reasonably. Moreover, this algorithm checks the steady-state condition to c...
متن کاملNew Proportionate Affine Projection Algorithm
A new proportionate-type affine projection algorithm with intermittent update of the weight coefficients is proposed. It takes into account the “history” of the proportionate factors and uses a fast recursive filtering procedure. Also, the effect of using dichotomous coordinate descent iterations is investigated. Simulation results indicate that the proposed algorithm has improved performance a...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Electronics
سال: 2022
ISSN: ['2079-9292']
DOI: https://doi.org/10.3390/electronics11223698