RAMAN SPECTRUM CLASSIFICATION METHOD, SPECIES BLOOD AND SEMEN CLASSIFICATION METHOD AND SPECIES CLASSIFICATION METHOD

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United States of America

APP PUB NO 20250085227A1
SERIAL NO

18666977

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The invention discloses a Raman spectrum classification method, a species blood and semen classification method and a species classification method. The Raman spectrum classification method comprises: first, acquiring Raman spectrum data as a training set and a test set; second, acquiring Raman spectrum data with obvious spectral peak information; then, inputting the spectrum data with the spectral peak information into a one-dimensional convolution and multi-head self-attention mechanism combined neural network model to train a classification model; and finally, inputting the Raman spectrum test set data to the trained classification model to obtain a classification result. The local peak feature information can be obtained by performing a convolution calculation on a spectrum, global peak correlation information can be obtained by performing a multi-head self-attention calculation, and the effect of multi-scale feature fusion is achieved, so that the local feature peak and the global peak correlation of a Raman spectrum can be combined.

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Patent Owner(s)

Patent OwnerAddress
SHANGHAI MARITIME UNIVERSITY201306 1550 HARBOUR ROAD LINGANG NEW TOWN PUDONG NEW AREA SHANGHAI SHANGHAI CITY SHANGHAI CITY 201306

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Ren, Pengju Shanghai, CN 5 46
Zhou, Hanxuan Shanghai, CN 1 0
Zhou, Rigui Shanghai, CN 3 0

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