Hardware implementation of a Kullback-Leibler Divergence based signal anomaly detector

M. Afgani, S. Sinanović, H. Haas
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引用次数: 9

Abstract

A field-programmable gate array (FPGA) based implementation of the Kullback-Leibler Divergence (KLD) algorithm for real-time detection of anomalies in periodic signals is presented. To aid in the development of the hardware platform, an optimised, application specific, differential-equation version of the KLD equation is also proposed. Successful tests of the implementation against 10 MHz wireless signals show that the algorithm is indeed capable of real-time analysis of high speed test vectors.
基于Kullback-Leibler散度的信号异常检测器的硬件实现
提出了一种基于现场可编程门阵列(FPGA)的Kullback-Leibler散度(KLD)算法,用于实时检测周期信号中的异常。为了帮助硬件平台的开发,还提出了KLD方程的优化,特定应用的微分方程版本。对10 MHz无线信号的成功测试表明,该算法确实能够实时分析高速测试向量。
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