Low complexity least-squares filter design for the correction of linear time-varying systems

Michael Soudan, C. Vogel
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引用次数: 2

Abstract

In this paper, a low complexity algorithm for the design of a time-varying correction filter of finite impulse response (FIR) type is presented. Using the obtained filter design to correct a preceding time-varying system, a correction performance in the least-squares sense can be ensured. The adaptation of the filter design requires a moderate computational complexity and is suitable for real-time applications. Thus, a correction of non-periodically time-varying systems can be achieved where design methods, which rely on computationally intensive operations, e.g. numerical integration, can not be applied. At the same time, its application is not limited to weakly time-varying systems as iterative solutions are, which can correct for weakly time-varying behavior by gradually reducing the induced signal error over multiple stages.
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线性时变系统校正的低复杂度最小二乘滤波器设计
提出了一种设计有限脉冲响应(FIR)型时变校正滤波器的低复杂度算法。利用所得到的滤波器设计对先前的时变系统进行校正,可以保证在最小二乘意义上的校正性能。滤波器设计的适应性要求计算复杂度适中,适合于实时应用。因此,非周期性时变系统的校正可以在依赖于计算密集型操作(例如数值积分)的设计方法不能应用的地方实现。同时,它的应用并不像迭代解那样局限于弱时变系统,它可以通过逐步减小多级诱导信号误差来纠正弱时变行为。
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