Method for creating discriminator
US-12571779-B2 · Mar 10, 2026 · US
US10429365B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-10429365-B2 |
| Application number | US-201315022626-A |
| Country | US |
| Kind code | B2 |
| Filing date | Oct 16, 2013 |
| Priority date | Oct 16, 2013 |
| Publication date | Oct 1, 2019 |
| Grant date | Oct 1, 2019 |
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For vector A which expresses an absorption spectrum of a target component, vector F orthogonal to vector A is designated as a filter for extracting an impurity superposed on the target component on a chromatogram. For vector I which expresses a measured spectrum obtained by a chromatographic analysis performed on a sample, the inner product of vectors I and F is defined as an index value u of the amount of impurity. If an impurity is present, a peak-like waveform appears on a graph which shows a temporal change in the index value u for the measured spectrum obtained at each point in time of the measurement. By detecting this waveform, the presence or absence of the impurity can be correctly determined. The direction of vector F may be determined so that, when vector B which expresses a spectrum of the impurity is decomposed into vector Ba parallel to vector A and vector Bo orthogonal to vector A, vector F becomes nearly parallel to vector Bo (i.e. the cosine similarity index is maximized).
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The invention claimed is: 1. A chromatograph system comprising: a chromatograph for collecting three-dimensional chromatogram data having time, signal intensity and another third dimension collected for a sample to be analyzed, the chromatograph comprising a converter for converting detected signals to digital data; a chromatogram data processing system for processing the three-dimensional chromatogram data based on the digital data received from the converter, the system comprising a processor configured to: calculate at least one auxiliary vector orthogonal to a principal vector, the principal vector being a multidimensional vector expressing a spectrum which shows or can be regarded as a relationship between the third dimension and the signal intensity for a target component to be observed, designate the at least one auxiliary vector as a filter for impurity extraction; calculate an inner product of a process-target multidimensional vector and the at least one auxiliary vector designated as the filter, the process-target multidimensional vector expressing a process-target spectrum obtained or derived from the three-dimensional chromatogram data obtained for the sample to be analyzed; and determine a presence or absence of an impurity other than the target component in the process-target spectrum based on the inner product of the process-target multidimensional vector and the at least one auxiliary vector designated; and a display connected to the chromatogram data processing system for displaying the process-target spectrum and the impurity determination. 2. The chromatograph according to claim 1 , wherein: for each of the process-target spectra obtained at the respective points in time of the measurement with the passage of time, the processor calculates the inner product of the process-target multidimensional vector expressing the process target spectrum and the at least one auxiliary vector designated as the filter, observes a change in a value of the inner product along a time series, and determines the presence or absence of the impurity other than the target component. 3. The chromatograph system according to claim 2 , wherein: the processor determines a direction of the at least one auxiliary vector expressing the filter so that a cosine similarity index between the process-target multidimensional vector expressing the process-target spectrum and the at least one auxiliary vector expressing the filter is maximized. 4. The chromatograph according to claim 3 , wherein: the processor calculates the at least one auxiliary vector comprising a plurality of auxiliary vectors, which are the filters for impurity extraction created at respective points in time of a measurement, and determines an average vector of the plurality of auxiliary vectors, and the processor uses the average vector in calculating the inner product for each process-target multidimensional vector which expresses the process-target spectrum obtained at each point in time of the measurement. 5. The chromatograph system according to claim 3 , wherein: the processor calculates the at least one auxiliary vector comprising a plurality of auxiliary vectors, which are the filter for impurity extraction created at respective points in time of a measurement, and computes a cluster mean for the plurality of auxiliary vectors, and the processor uses a vector of the cluster mean in calculating the inner product for each process-target multidimensional vector which expresses the process-target spectrum at each point in time of the measurement. 6. The chromatograph a system according to claim 3 , wherein: the processor calculates the at least one auxiliary vector comprising a plurality of auxiliary vectors, which are the filter for impurity extraction created at respective points in time of a measurement, and selects a vector having a largest norm from among the plurality of auxiliary vectors, and the processor uses the selected vector in calculating the inner product for each process-target multidimensional vector which expresses the process-target spectrum at each point in time of the measurement. 7. The chromatograph system according to claim 2 , wherein: the processor designates, as the filter for impurity extraction, a vector obtained by multiplying the principal vector expressing the spectrum of the target component by a predetermined constant and subtracting the multiplied vector from the process-target multidimensional vector expressing the process-target spectrum. 8. The chromatograph system according to claim 7 , wherein: the processor calculates a secondary norm of the vector created as the filter, by multiplying the principal vector by a predetermined constant and subtracting the multiplied vector from the process-target multidimensional vector, for impurity extraction by the processor and uses the secondary norm in place of the inner product to determine the presence or absence of an impurity in the process-target spectrum. 9. The chromatograph system according to claim 2 , wherein: the processor designates, as the spectrum of the target component, a spectrum based on data obtained within a specific period of time among the three-dimensional chromatogram data obtained for the sample to be analyzed, multiplies a vector expressing the spectrum of the target component by a predetermined constant, and designates, as the filter for impurity extraction, a vector obtained by subtracting the multiplied vector from the vector expressing the process-target spectrum, and the processor designates, as a residual spectrum, a spectrum expressed by the vector created as the filter, by multiplying the principal vector by a predetermined constant and subtracting the multiplied vector from the process-target multidimensional vector, for impurity extraction by the processor for each of the spectra obtained within a predetermined range of time including the specific period of time, and determines whether or not an impurity is present within the specific period of time by determining whether or not a peak appears before and after the specific period of time on a chromatogram created for the predetermined period of time based on the residual spectrum. 10. The chromatograph system according to claim 1 , wherein: if it is determined by the processor that an impurity is present, a spectrum expressed by the vector created as the filter, by multiplying the principal vector by a predetermined constant and subtracting the multiplied vector from the process-target multidimensional vector, for impurity extraction by the processor is designated as a residual spectrum, and process operations performed by the processor are repeated using the residual spectrum as the process-target spectrum. 11. The chromatograph system according to claim 1 , wherein: the processor selects, as the spectrum of the target component, a spectrum based on data obtained within a period of time which is estimated to include the target component free of impurities among the three-dimensional chromatogram data obtained for the sample to be analyzed, and creates a vector expressing this spectrum as the principal vector. 12. The chromatograph system according to claim 1 , wherein: the processor designates, as the principal vector, a spectrum having a largest norm when expressed in a form of a vector among the spectra based on the three-dimensional chromatogram data obtained for the sample to be analyzed.
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