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A switching variable step size affine Projection adaptive algorithm for acoustic echo cancellation

机译:声回波消除的切换变步长仿射投影自适应算法

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摘要

As the technology advances, adaptive filtering algorithms used for the implementation of Acoustic Echo Cancellation (AEC) have a wider choice. The performance of AEC mainly depends on the effectiveness of the adaptive filter. The signals associated with such applications are highly correlated and its characteristics changes quite fast, which demands that the adaptive filters used should have high convergence rate and low misalignment with lesser execution time and it should also track the optimum solution. In this paper, a Switching Variable Step Size Affine Projection Adaptive Algorithm (SVSS APA) is proposed, which is an efficient combination of Variable Step Size Affine Projection Algorithm (VSS APA) and Affine Projection Algorithm (APA). Algorithm starts with VSS APA. As the weight converges, it switches on to APA. Thus in the new algorithm execution time can be minimized. SVSS APA is applied to a typical AEC scenario where environment slowly changes with time. Simulation results show that the new algorithm has performance almost equal to VSS APA with lesser execution time. In AEC scenario during the double talk condition, where talkers on the both sides talks simultaneously, double talk detector is used to control the adaptation.
机译:随着技术的进步,用于实现回声消除(AEC)的自适应滤波算法有了更广泛的选择。 AEC的性能主要取决于自适应滤波器的有效性。与此类应用相关的信号是高度相关的,并且其特性变化非常快,这要求所使用的自适应滤波器应具有较高的收敛速度和较低的失准,并且执行时间较短,并且还应跟踪最佳解决方案。本文提出了一种切换式可变步长仿射投影自适应算法(SVSS APA),它是可变步长仿射投影算法(VSS APA)和仿射投影算法(APA)的有效结合。算法从VSS APA开始。随着重量收敛,它会切换到APA。因此,在新算法中,执行时间可以最小化。 SVSS APA适用于环境随时间缓慢变化的典型AEC方案。仿真结果表明,新算法的性能几乎与VSS APA相当,执行时间更短。在双方通话双方同时通话的双向通话条件下的AEC场景中,双向通话检测器用于控制自适应。

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