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DISCRIMINANT ANALYSIS USED WITH OPTICAL COMPUTING DEVICES.
DISCRIMINANT ANALYSIS USED WITH OPTICAL COMPUTING DEVICES.
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机译:与光学计算设备一起使用的判别分析。
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摘要
Disclosed are systems and methods that use discriminant analysis techniques and processing in order to reduce the time required to determine chemical and/or physical properties of a substance. One method includes optically interacting a plurality of optical elements with one or more known substances, each optical element being configured to detect a particular characteristic of the one or more known substances, generating an optical response from each optical element corresponding to each known substance, wherein each known substance corresponds to a known spectrum stored in an optical database, and training a neural network to provide a discriminant analysis classification model for an unknown substance, the neural network using each optical response as inputs and one or more fluid types as outputs, and the outputs corresponding to the one or more known substances.
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