Method of characterizing spectrometer instruments and providing calibration models to compensate for instrument variation
First Claim
1. A method for generating an analyte prediction, comprising the steps of:
- collecting a sample spectrum;
providing a plurality of predefined clusters with corresponding calibration models, wherein each cluster is characterized according to spectral features representative of states of at least one spectrometer instrument;
mapping said sample spectrum to one of said predefined clusters; and
applying said corresponding calibration model to generate said analyte prediction.
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Abstract
Spectrometer instruments are characterized by classifying their spectra into previously defined clusters. The spectra are mapped to the clusters and a classification is made based on similarity of extracted spectral features to one of the previously defined clusters. Calibration models for each cluster are provided to compensate for instrumental variation. Calibration models are provided either by transferring a master calibration to slave calibrations or by calculating a separate calibration for each cluster. In one embodiment, a simplified method of calibration transfer maps clusters to each other, so that a calibration transferred between clusters models only the difference between the two clusters, substantially reducing the complexity of the model.
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Citations
17 Claims
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1. A method for generating an analyte prediction, comprising the steps of:
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collecting a sample spectrum; providing a plurality of predefined clusters with corresponding calibration models, wherein each cluster is characterized according to spectral features representative of states of at least one spectrometer instrument; mapping said sample spectrum to one of said predefined clusters; and applying said corresponding calibration model to generate said analyte prediction. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. An apparatus for generating an analyte prediction, comprising:
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means for collecting a sample spectrum; means for a plurality of predefined clusters having corresponding calibration models, wherein each cluster is characterized according to spectral features representative of states of at least one spectrometer instrument; means for mapping said sample spectrum to one of said predefined clusters; and means for applying a corresponding calibration model to generate said analyte prediction. - View Dependent Claims (10, 11, 12, 13, 14, 15, 16)
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17. An apparatus for characterizing a spectrometer instrument, comprising:
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a plurality of predefined clusters having corresponding calibration models; wherein each cluster is characterized according to spectral features representative of states of at least one spectrometer instrument; and means for mapping a sample spectrum obtained by said spectrometer instrument to one of said predefined clusters.
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Specification