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Binary sensor systems in Homeland Security, military, QC, and medical applications

机译:国土安全,军事,质量控制和医疗应用中的二进制传感器系统

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摘要

Binary sensor systems are various types of analog sensors (optical, MEMS, X-ray, gamma-ray, acoustic, electronic, etc.), based on the binary decision process. Typical examples of such "binary sensors" are X-ray luggage inspection systems, product quality control systems, automatic target recognition systems, numerous medical diagnostic systems, and many others. In all these systems, the binary decision process provides only two mutually exclusive responses: "signal" and "noise." There are also two types of key parameters that characterize either system (such as false positive and false negative), or a priori external-to-system conditions (such as absolute probabilities). In this paper, by using a strong medical analogy, we analyze a third type of key parameter that combines both system-like and a priori information, in the form of so called Bayesian Figures of Merit, and we show that the latter parameter, in the best way, characterizes a binary sensor system.
机译:二进制传感器系统是基于二进制决策过程的各种类型的模拟传感器(光学,MEMS,X射线,伽马射线,声学,电子等)。这种“二进制传感器”的典型示例是X射线行李检查系统,产品质量控制系统,自动目标识别系统,众多医疗诊断系统以及许多其他系统。在所有这些系统中,二进制决策过程仅提供两个互斥的响应:“信号”和“噪声”。还有两种类型的关键参数可以表征系统(例如误报和误报)或先验外部系统条件(例如绝对概率)的特征。在本文中,通过使用强大的医学类比,我们分析了第三类关键参数,它以所谓的贝叶斯品质因数的形式组合了类似系统的信息和先验信息,并证明了后者最好的方法是表征二进制传感器系统。

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