基于熵的信号检测器的定性性质

Michael S. Hughes, J. Marsh, K. Wallace, L. J. Thomas, G. Lanza, S. Wickline, J. McCarthy, B. Maurizi
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引用次数: 1

摘要

在生长中的肿瘤中检测与新血管系统相关的分子表位对超声临床成像系统提出了独特的挑战。在本研究中,我们试图通过使用信号接收器(即,将整个射频(RF)波形或其中一部分减少到单个数字的数学运算)来解决基于信息论数量的特定位置对比度检测问题,例如香农熵(H)或连续信号(Hf)的对应量。这些接收器似乎对信号的漫射、低幅度特征很敏感,这些特征通常被噪声掩盖,或者在大的镜面回波中丢失,因此通常不被人类观察者察觉。在连续体极限下,导出了连续波形f(t)的香农熵的有限部分Hf的定性和定量性质,以阐明其在波形表征中的用途。
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6C-6 Qualitative Properties of an Entropy-Based Signal Detector
Detection of molecular epitopes associated with neo- vasculature in a growing tumor presents a unique challenge for ultrasonic clinical imaging systems. In this study, we attempt to solve the problem of detection of site-specific contrast through the use of signal receivers (i.e., mathematical operations that reduce an entire radio frequency (RF) waveform or a portion of it to a single number) based on information-theoretic quantities, such as Shannon Entropy (H), or its counterpart for continuous signal (Hf). These receivers appear to be sensitive to diffuse, low amplitude features of the signal that often are obscured by noise, or else lost in large specular echoes and, hence, not usually perceivable by a human observer. Qualitative and quantitative properties of the finite part, Hf, of the Shannon entropy of a continuous waveform f(t) in the continuum limit are derived in order to illuminate its use for waveform characterization.
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