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Microwave-based examination using hypothesis testing

机译:基于假设检验的微波检查

摘要

Microwave examination of individuals is carried out by transmitting microwave signals from multiple antenna locations into an individual and receiving the backscattered microwave signals at multiple antenna locations to provide received signals from the antennas. The received signals are processed to remove the skin interface reflection component of the signal and the corrected signal data are provided to a hypothesis testing process. In hypothesis testing for detecting tumors, image data are formed from the test statistic used to perform a binary hypothesis test at each voxel. The null hypothesis asserts that no tumor is present at a candidate voxel location. The voxel threshold is determined by specifying a false discovery rate to control the expected proportion of false positives in the image. When the test statistic value associated with a voxel is greater than the threshold, the null hypothesis is rejected and the test statistic is assigned to the voxel. For voxels where the test statistic falls below the threshold, the null hypothesis is accepted and the voxel value is set to zero. The resulting image indicates the locations or other characteristics of detected tumors.
机译:通过将来自多个天线位置的微波信号传输到个人并在多个天线位置接收反向散射的微波信号以提供来自天线的接收信号,来进行个人的微波检查。处理所接收的信号以去除信号的皮肤界面反射分量,并且将校正后的信号数据提供给假设测试过程。在用于检测肿瘤的假设检验中,图像数据由用于在每个体素上执行二元假设检验的检验统计量形成。无效假设断言在候选体素位置不存在肿瘤。通过指定错误发现率来控制像素在图像中的期望比例,从而确定体素阈值。当与体素关联的测试统计值大于阈值时,将拒绝原假设,并将测试统计量分配给体素。对于检验统计量低于阈值的体素,将接受零假设,并将体素值设置为零。所得图像指示检测到的肿瘤的位置或其他特征。

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