.png){kind=icon}
返回
Individual-Activation-Factor Memory Proportionate Affine Projection Algorithm With Evolving Regularization
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2017.2682918.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
The individual-activation-factor memory proportionate affine projection algorithm (IAF-MPAPA) provides a good solution for echo cancelation. However, the IAF-MPAPA with fixed regularization factor requires a tradeoff between fast convergence rate and low steady-state misalignment. In this paper, the mathematical relationship between the regularization factor and the steady-state mean square error (MSE) of the IAF-MPAPA was deduced. The mathematical formula of the steady-state MSE indicates that it is inversely proportional to the value of regularization factor. Then, inspirited by the evolutionary method, the IAF-MPAPA with evolving regularization (ERIAF-MPAPA) was proposed. The ERIAF-MPAPA increases or decreases the regularization factor by comparing the power of output error with a threshold which contains the information of the steady-state MSE. For highly sparse impulse responses, simulation results demonstrate that the proposed ERIAF-MPAPA offers better convergence performance than other proportionate-type APAs in terms of convergence rate and steady-state misalignment.
Keyword:
Echo cancellation
adaptive filters
evolving regularization
proportionate affine projection algorithm (PAPA)
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
.png){kind=icon}
Predicting the suitable habitats of Elwendia persica in the Indian Himalayan Region (IHR)预测Elwendia persica在印度喜马拉雅地区（IHR）的适宜栖息地
PREAI
分享收藏Determining the host-plant resistance mechanisms forMamestra brassicae(Lepidoptera:Noctuidae) pest in cabbage确定Mamestra brassicae(Lepidoptera:Noctuidae)害虫在甘蓝中的寄主植物抗性机制
OAAI
OAAI分享收藏Holocene forest history of the Pöyrisjärvi area of the coniferous tree line in western Finnish Lapland: a pollen stratigraphical study西芬兰拉普兰针叶林树线Pöyrisjärvi地区的全新世森林历史：一项花粉地层学研究OAAI
OAAI分享收藏
查看更多内容