METHODS AND SYSTEMS FOR PREDICTING OPTICAL PROPERTIES OF A SAMPLE USING DIFFUSE REFLECTANCE SPECTROSCOPY

    公开(公告)号:US20210396662A1

    公开(公告)日:2021-12-23

    申请号:US17348278

    申请日:2021-06-15

    IPC分类号: G01N21/47 G06N3/04 G01J3/02

    摘要: Provided is a method for predicting optical properties of a sample, the method including obtaining, by a device, a plurality of diffuse reflectance values based on optical energy diffusely reflected from the sample, generating, by a multi-layered Deep Fully Connected Neural Network (DFCNN) in the device, a first set of intermediate values by non-linearly mapping the plurality of diffuse reflectance values to the first set of intermediate values, generating, by a One-Dimensional-Convolutional Neural Network (1D-CNN) in the device, a second set of intermediate values by non-linearly mapping the plurality of diffuse reflectance values to the second set of intermediate values, and predicting, by the device, values of the optical properties of the sample based on the first set of intermediate values and the second set of intermediate values.