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1.
公开(公告)号:US20240167872A1
公开(公告)日:2024-05-23
申请号:US18429532
申请日:2024-02-01
Applicant: VIAVI Solutions Inc.
Inventor: Lan SUN , Chang Meng HSIUNG , Edward GOODING
IPC: G01J3/28
CPC classification number: G01J3/28 , G01J2003/2836 , G01J2003/284 , G01J2003/2886
Abstract: In some implementations, a device may receive spectroscopic data associated with a dynamic process. The device may generate a principal component analysis (PCA) model based on a first block of spectra from the spectroscopic data. The device may project a second block of spectra from the spectroscopic data to the PCA model generated based on the first block of spectra. The device may determine a value of a metric associated with the second block based on projecting the second block of spectra to the PCA model. The device may determine whether the dynamic process has reached an end point based on the value of the metric associated with the second block.
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公开(公告)号:US20240074669A1
公开(公告)日:2024-03-07
申请号:US18507273
申请日:2023-11-13
Applicant: VIAVI Solutions INC.
Inventor: Chang Meng HSIUNG , Lan SUN , Marc K. VON GUNTEN
IPC: A61B5/024
CPC classification number: A61B5/02416 , A61B5/681
Abstract: A device may determine end-of-phase information for a plurality of wavelength channels of photoplethysmography (PPG) data. The device may calculate a set of baseline correction points for each wavelength channel of the plurality of wavelength channels. The set of baseline correction points may be calculated based on end-of-phase information for a wavelength channel of the plurality of wavelength channels and PPG data associated with the wavelength channel. The device may perform a baseline correction for each wavelength channel of the plurality of wavelength channels. A baseline correction may be performed for the wavelength channel based on the set of baseline correction points associated with the wavelength channel and the PPG data associated with the wavelength channel. The device may generate a baseline corrected heartbeat profile using a principal component analysis of a result of baseline correcting each wavelength channel of the plurality of wavelength channels.
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3.
公开(公告)号:US20230243699A1
公开(公告)日:2023-08-03
申请号:US17805099
申请日:2022-06-02
Applicant: VIAVI Solutions Inc.
Inventor: Lan SUN , Chang Meng HSIUNG , Edward GOODING
IPC: G01J3/28
CPC classification number: G01J3/28 , G01J2003/2836 , G01J2003/284 , G01J2003/2886
Abstract: In some implementations, a device may receive spectroscopic data associated with a dynamic process. The device may generate a principal component analysis (PCA) model based on a first block of spectra from the spectroscopic data. The device may project a second block of spectra from the spectroscopic data to the PCA model generated based on the first block of spectra. The device may determine a value of a metric associated with the second block based on projecting the second block of spectra to the PCA model. The device may determine whether the dynamic process has reached an end point based on the value of the metric associated with the second block.
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公开(公告)号:US20200253492A1
公开(公告)日:2020-08-13
申请号:US16780406
申请日:2020-02-03
Applicant: VIAVI Solutions Inc.
Inventor: Chang Meng HSIUNG , Lan SUN , Marc K. VON GUNTEN
IPC: A61B5/024
Abstract: A device may determine end-of-phase information for a plurality of wavelength channels of photoplethysmography (PPG) data. The device may calculate a set of baseline correction points for each wavelength channel of the plurality of wavelength channels. The set of baseline correction points may be calculated based on end-of-phase information for a wavelength channel of the plurality of wavelength channels and PPG data associated with the wavelength channel. The device may perform a baseline correction for each wavelength channel of the plurality of wavelength channels. A baseline correction may be performed for the wavelength channel based on the set of baseline correction points associated with the wavelength channel and the PPG data associated with the wavelength channel. The device may generate a baseline corrected heartbeat profile using a principal component analysis of a result of baseline correcting each wavelength channel of the plurality of wavelength channels.
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公开(公告)号:US20200018648A1
公开(公告)日:2020-01-16
申请号:US16582538
申请日:2019-09-25
Applicant: VIAVI Solutions Inc.
Inventor: Changmeng HSIUNG , Lan SUN , Christopher G. PEDERSON
Abstract: A device may obtain a master calibration set, associated with a master calibration model of a master instrument, that includes spectra, associated with a set of samples, generated by the master instrument. The device may identify a selected set of master calibrants based on the master calibration set. The device may obtain a selected set of target calibrants that includes spectra, associated with the subset of the set of samples, generated by the target instrument. The device may create a transfer set based on the selected set of master calibrants and the selected set of target calibrants. The device may create a target calibration set, corresponding to the master calibration set, based on the transfer set. The device may generate, using an optimization technique associated with the transfer set and a support vector regression modeling technique, a transferred calibration model, for the target instrument, based on the target calibration set.
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公开(公告)号:US20230273121A1
公开(公告)日:2023-08-31
申请号:US18311989
申请日:2023-05-04
Applicant: VIAVI Solutions Inc.
Inventor: Chang Meng HSIUNG , Lan SUN
IPC: G01N21/35 , G16C20/70 , G16C20/20 , G06N20/00 , G01J3/10 , G01N21/25 , G01N21/359 , G06V20/69 , G06F18/2411 , G06F18/2433
CPC classification number: G01N21/35 , G01J3/108 , G01N21/253 , G01N21/359 , G06F18/2411 , G06F18/2433 , G06N20/00 , G06V20/698 , G16C20/20 , G16C20/70 , G01N2201/129
Abstract: In some implementations, a device may determine that an unknown sample is an outlier sample by using an aggregated classification model. The device may determine that one or more spectroscopic measurements are not performed accurately based on determining that the unknown sample is the outlier sample. The device may cause one or more actions based on determining the one or more spectroscopic measurements are not performed accurately.
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公开(公告)号:US20230204502A1
公开(公告)日:2023-06-29
申请号:US18163712
申请日:2023-02-02
Applicant: VIAVI Solutions Inc.
Inventor: ChangMeng HSIUNG , Lan SUN , Edward GOODING , Michael KLIMEK
IPC: G01N21/3577 , G01N21/359 , G01N33/15 , G01N1/38
CPC classification number: G01N21/3577 , G01N21/359 , G01N33/15 , G01N1/38
Abstract: A device may receive spectroscopic data associated with a dynamic process. The device may identify a pseudo steady state end point based on the spectroscopic data. The pseudo steady state end point may indicate an end of a pseudo steady state associated with the dynamic process. The device may identify a reference block and a test block based on the pseudo steady state end point, and may generate a raw detection signal associated with the reference block and a raw detection signal associated with the test block. The device may generate an averaged statistical detection signal based on the raw detection signal associated with the reference block and the raw detection signal associated with the test block, and may determine whether the dynamic process has reached a steady state based on the averaged statistical detection signal.
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公开(公告)号:US20210164891A1
公开(公告)日:2021-06-03
申请号:US17248867
申请日:2021-02-11
Applicant: VIAVI Solutions Inc.
Inventor: Chang Meng HSIUNG , Lan SUN
Abstract: A device may receive a master data set for a first spectroscopic model; receive a target data set for a target population associated with the first spectroscopic model to update the first spectroscopic model; generate a training data set that includes the master data set and first data from the target data set; generate a validation data set that includes second data from the target data set and not the master data set; generate, using cross-validation and using the training data set and the validation data set, a second spectroscopic model that is an update of the first spectroscopic model; and provide the second spectroscopic model.
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公开(公告)号:US20210142038A1
公开(公告)日:2021-05-13
申请号:US17248333
申请日:2021-01-20
Applicant: VIAVI Solutions Inc.
Inventor: Chang Meng HSIUNG , Lan SUN
IPC: G06K9/00 , G06K9/20 , G06K9/62 , G16C20/70 , G01N21/35 , G01N21/359 , G16C20/20 , G06N20/00 , G01J3/10 , G01N21/25
Abstract: In some implementations, a device may determine that an unknown sample is an outlier sample by using an aggregated classification model. The device may determine that one or more spectroscopic measurements are not performed accurately based on determining that the unknown sample is the outlier sample. The device may cause one or more actions based on determining the one or more spectroscopic measurements are not performed accurately.
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公开(公告)号:US20250021892A1
公开(公告)日:2025-01-16
申请号:US18352072
申请日:2023-07-13
Applicant: VIAVI Solutions Inc.
Inventor: ChangMeng HSIUNG , Lan SUN
IPC: G06N20/10
Abstract: In some implementations, a device may receive a spectroscopic dataset associated with an unknown sample. The device may obtain a multiclass classification model to be used for classification of the unknown sample into at least one class of a plurality of classes; wherein the multiclass classification model comprises a plurality of local auto-scaled one-versus-one (OVO) binary classifiers, each local auto-scaled OVO binary classifier of the plurality of local auto-scaled OVO binary classifiers being associated with a different pair of classes from the plurality of classes. The device may apply local auto-scaling to the spectroscopic dataset associated with the unknown sample to create a local auto-scaled spectroscopic dataset. The device may perform a classification of the unknown sample based on the local auto-scaled spectroscopic dataset and using the multiclass classification model comprising the plurality of local auto-scaled OVO binary classifiers.
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