Through-wall ultra-wideband radar human body respiration signal detection method based on Faster-RCNN network
An ultra-wideband radar and respiratory signal technology, applied in the evaluation of respiratory organs, measuring devices, diagnostic recording/measurement, etc., can solve the problems of unrecognizable vital signals, relying on denoising and enhanced algorithms, etc.
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[0098] The present invention provides a method for detecting human breathing signal of through-wall ultra-wideband radar based on Faster-RCNN network. First, the original radar echo signal is preprocessed for denoising and weak signal enhancement, which mainly includes simple background clutter removal and adaptive Background removal, Advance Normalization (AN) method, signal enhancement, linear trend removal, automatic gain control method, and distance band pass filtering are six steps. Then, signal enhancement and denoising are continued for the echo processed in the first step to improve the signal-to-noise ratio. The main step is AN, slow-time moving average, and further adopts AN. After that, MATLAB software was used to image the echo signals in the previous preprocessing process into grayscale images. Finally, the grayscale images obtained in the previous step are screened, the data set is labeled, the Faster-RCNN network model is trained, the recognition test is performe...
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