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Fast and Accurate Computation of the Myriad Filter via Branch-and-Bound Search

机译:通过分支边界搜索快速准确地计算无数滤波器

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摘要

The myriad filter has demonstrated to be a robust countermeasure against the negative effect that impulsive noise has over electronic systems. However, its use is still limited in systems where processing speed is critical, as is the case of radar, sonar, and real-time audio and video processing. This limitation has its roots in the challenges imposed by the numerical approximation of the myriad filter. In particular, minimization operations at the interior of nonlinear operations are sensitive components that have a direct impact on the performance of the filtering algorithms. In the case of the myriad filter, the minimization of functions with multiple local minima is a common operation, and poorly chosen algorithms compromise the good behavior of the filter. In this correspondence, we present an alternative for the minimization of the objective function in the computation of the myriad filter. This solution exploits general concepts in global optimization and adapts them to the particular case of myriad filtering. This technique improves accuracy and speed in the computation of the myriad filter, making the method feasible in many problems.
机译:事实证明,无数滤波器是对冲噪声对电子系统的负面影响的有力对策。但是,它在处理速度至关重要的系统中的使用仍然受到限制,例如雷达,声纳以及实时音频和视频处理。这种限制的根源在于无数滤波器的数值逼近所带来的挑战。特别是,非线性运算内部的最小化运算是敏感组件,它们直接影响滤波算法的性能。对于无数滤波器,具有多个局部最小值的函数最小化是常见的操作,选择不当的算法会损害滤波器的良好性能。在这种对应关系中,我们为无数滤波器的计算中的目标函数最小化提供了一种替代方案。该解决方案利用全局优化中的一般概念,并使它们适应无数过滤的特定情况。该技术提高了无数滤波器的计算精度和速度,使得该方法在许多问题中都可行。

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