基于自适应泄漏准则和正交梯度算法的联合扩散自适应

S. Sitjongsataporn, Piyaporn Nurarak
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引用次数: 0

摘要

本文提出了一种基于自适应平均泄漏准则的正交梯度算法的组合扩散策略。混合节点准则用其自身权重向量的正交投影矩阵来描述,而其他连接节点的信息不受干扰。采用自适应泄漏算法,收敛速度快,复杂度低。通过最小化混合节点代价函数,在分布式网络上采用先适应后结合的策略验证了分布式估计。系统辨识的统计实验结果表明,该算法以均方误差准则的形式提供了令人满意的辨识结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Combined Diffusion Adaptation on Adaptive Leaky Criterion and Orthogonal Gradient Algorithm
This paper presents a combined diffusion policy on the orthogonal gradient-based algorithm using adaptive averaging leaky criterion. A mixed-node criterion is described by orthogonal projection matrix of its own tap-weight vector, while information of other connected nodes are undisturbed. An adaptive leaky algorithm is applied for fast convergence with low complexity. By minimising a mixed-node cost function, the distributed estimation is verified in terms of adapt-then-combine strategy over the distributed network. Statistical experimental results on system identification examine that a proposed algorithm can provide promising results in form of mean square error criterion.
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