Noninvasive sensor arrays: separate evaluation of inputs for adaptive noise reduction

E. Ciaccio, E. Micheli-Tzanakou
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引用次数: 2

Abstract

An algorithm is described which optimally reduces additive noise from a biological signal, given one primary input and multiple reference inputs, by the method of least squares. The algorithm separately compares two parallel cost functions for each reference input, in gain space, as a means of updating the global weight vector. At the global minimum of the cost function, optimal noise reduction is achieved. The algorithm requires minimal code, and rapidly converges even with the signal to noise ratio <<1. On an IBM PC-XT, the algorithm adaptively processed four analog inputs for noise reduction (400 Hz sampling) to provide an output optimized in real time.<>
非侵入式传感器阵列:自适应降噪输入的单独评估
在给定一个主输入和多个参考输入的情况下,利用最小二乘法对生物信号的加性噪声进行了优化处理。该算法在增益空间中分别比较每个参考输入的两个并行代价函数,作为更新全局权重向量的一种手段。在代价函数的全局最小值处,实现了最优降噪。该算法所需代码最少,即使在信噪比为>的情况下也能快速收敛
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