parcel software as an instrument for infralum type spectrometers calibration

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www.lumex.biz Lumex Instruments Group ISO 9001:2008 PARCEL software as an instrument for PARCEL software as an instrument for InfraLUM type spectrometers InfraLUM type spectrometers calibration calibration www.lumex.bi www.lumex.bi z z LUMEX LUMEX GROUP OF COMPANIES GROUP OF COMPANIES Sushkova M.V., Zharinov K.A.

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LUMEX. GROUP OF COMPANIES. Sushkova M.V., Zharinov K.A. PARCEL software as an instrument for InfraLUM type spectrometers calibration. www.lumex.biz. Purpose of PARCEL software. Data analyzed by PARCEL software. InfraLUM spectrometer NIR analyser Absorption spectra. - PowerPoint PPT Presentation

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Page 1: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

PARCEL software as an instrument for PARCEL software as an instrument for InfraLUM type spectrometers calibrationInfraLUM type spectrometers calibration

www.lumex.bizwww.lumex.biz

LUMEXLUMEXGROUP OF COMPANIES GROUP OF COMPANIES

Sushkova M.V., Zharinov K.A.

Page 2: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Purpose of PARCEL softwarePurpose of PARCEL software

Page 3: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

InfraLUM spectrometer

• NIR analyser

• Absorption spectra

Data analyzed by PARCEL softwareData analyzed by PARCEL software

Page 4: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Data analyzed by PARCEL softwareData analyzed by PARCEL software

Agricultural industry: crops

•Wheat•Barley•Rye•Oats•Soya•Corn •Combined Grain (Wheat, Barley, Rye)

Properties:

•Protein•Moisture •Oil •Starch •Gluten•Ash •Fiber •Hardness•Sedimentation value

Page 5: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Calibration modelCalibration model

Where:

XT – actually measured values,

Y – determined (unknown) properties of the object,

P – matrix of calibration coefficients,

E – matrix of errors.

Calibration model

TY = X P +E

Page 6: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

How does the PARCEL software workHow does the PARCEL software work

Page 7: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Evaluation criteriaEvaluation criteria

•Scores and Loadings,

•RMSEC

•RMSECV

•RMSEP

•R2

•Stability criterion F

•Student's t distribution

•Mahalanobis distance

Evaluation criteria for models:

Page 8: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Evaluation of modelEvaluation of model

Visual evaluation (Graphs):

Page 9: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Evaluation of modelEvaluation of model

Visual evaluation (Table):

Page 10: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

AlgorithmsAlgorithms

Algorithms:

•PCR

•PLS

•HQO

Page 11: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Number of Principal ComponentsNumber of Principal Components

Principal components

Page 12: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Boundary values and preprocessingBoundary values and preprocessing

•Preprocessing

•Spectral range

•Spectral points

(removing)

Page 13: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Feature of PARCEL softwareFeature of PARCEL software

The feature of the PARCEL software:

program is adapted under the routine analysis: options to to simplify the operator's work

3 ways to create the calibration model:

1. Enter specific model parameters (manual selection)

2. Optimization module (step-type optimization of parameters)

3. Optimization template (saved settings for each step)

Page 14: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

Calibration model optimization

Page 15: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

Calibration model optimization

•Spectra•Spectral range•Preprocessing•Settings•Criteria

Page 16: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

Calibration model optimization

step-type optimization of parameters

Step1. Adjusting the search of limits of the spectral range

Page 17: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

step-type optimization of parameters

Step2. Adjusting the search of limits of the spectral range

Calibration model optimization

Page 18: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

Calibration model optimization

Automatical model correction

Analysis of the spectral points

Page 19: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

Calibration model optimization

Automatical model correction

Analysis on outliers

Page 20: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Optimization of calibration modelOptimization of calibration model

Page 21: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

Template creationTemplate creation

Template can be created using step-type optimization

In created template: • settings for each step,• criterion of selection of optimal models for each step

Page 22: PARCEL software as an instrument for InfraLUM type spectrometers calibration

www.lumex.biz

Lumex Instruments Group

ISO 9001:2008

www.lumex.bizwww.lumex.biz

LUMEXLUMEXGROUP OF COMPANIES GROUP OF COMPANIES