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Can an ANN based radar data processing approach be an aid in breast cancer detection?

机译:ANN基雷达数据处理方法可以促进乳腺癌检测吗?

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In this paper an Artificial Neural Network (ANN) based radar data processing approach has been assessed as a possible aid for the breast cancer diagnosis. The aim is not to achieve the imaging of the cancerous breast but to detect the existence or not of a tumor, independently by his depth and width. In the context of such purpose we use 2D realistic geometries of the healthy breast derived from the models provided by the UWCEM database. From simulated radar signals received around the breast we extract suitable preprocessed data for training and testing the used ANNs. The best ANN diagnosis performances have been obtained in the case of breast geometries for which we have assumed that the tumor isn't positioned behind the fibroglandular tissue.
机译:本文在乳腺癌诊断的可能援助中被评估了基于人工神经网络(ANN)的雷达数据处理方法。目的不是达到癌症乳腺的成像,而是通过他的深度和宽度独立地检测肿瘤的存在或不存在。在这种目的的背景下,我们使用来自UWCEM数据库提供的模型的健康乳房的2D现实几何形状。从乳房周围接收的模拟雷达信号,我们提取合适的预处理数据进行训练和测试使用的ANN。在乳房几何形状的情况下已经获得了最佳的ANN诊断性能,我们假设肿瘤不定位在纤维族组织后面。

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