Spectroscopy and Chemometrics News Weekly #48, 2019Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #48, 2019Spettroscopia e Chemiometria Weekly News #48, 2019

CalibrationModel.com

"Cost comparison of DataScience, MachineLearning and Chemometrics for NIR - Spectroscopy" | NIRS analytical laboratory Lab method development SmartSensor spectrometer LabTech LabManager Analytical_Chemistry QC_QA FoodLab FoodQuality LINK

Aautomated machine learning | enables this Lab workflow with ease ��Sample -> ��measured with a NIRS spectrometer -> ��spectral data -> ⚖️ predicted with a NIRPredictor & CalibrationModel -> % quantitative results -> �� quality decision -> �� LINK

Increase Your Profit with optimized NIR Accuracy QAQC Food Feed Lab Milling Mills corn grain soybean LINK

Spectroscopy and Chemometrics News Weekly 47, 2019 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 47, 2019 | NIRS NIR Spektroskopie MachineLearning Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 47, 2019 | NIRS NIR Spettroscopia Chemiometria ML analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem prediction models LINK

This week's NIR news Weekly is sponsored by Your-Company-Name-Here - NIR-spectrometers. Check out their product page ... link

Get the Chemometrics and Spectroscopy News in real time on Twitter @ CalibModel and follow us.




Chemometrics

"Analytical and sensory data correlation to understand consumers' grape preference" LINK

"Detection and classification of Lepeophterius salmonis (Krøyer, 1837) using Underwater Hyperspectral Imaging" LINK

"Detection and differentiation between potato (Solanum tuberosum) diseases using calibration models trained with non-imaging spectrometry data" LINK

"Model Selection in Regression - A chronological review of the major model selection methods" LINK

"Chemometric Authentication of Brazilian Coffees Based on Chemical Profiling" LINK




Near Infrared

" DEVELOPMENT AND OPTIMIZATION OF AN AUTOMATIC SYSTEM TO DETERMINE THE MOISTURE CONTENT IN SINGLE-KERNEL ROUGH RICE USING VISIBLE/NIR SPECTROSCOPY" LINK

"A combination of near infrared and mid-infrared spectroscopy to improve the determination efficiency of active components in Radix Astragali" LINK

"Measurement of quality parameters of sugar beet juices using near-infrared spectroscopy and chemometrics" LINK

"Classification of oolong tea varieties based on hyperspectral imaging technology and BOSS-LightGBM model" LINK

"Non-Destructive Method for Predicting Sapodilla Fruit Quality Using Near Infrared Spectroscopy" LINK

" Predicting plant available phosphorus using infrared spectroscopy with consideration for future mobile sensing applications in precision farming" LINK

"Authentication of liquid egg composition using ATR-FTIR and NIR spectroscopy in combination with PCA." LINK

"Multi-block classification of Italian semolina based on Near Infrared Spectroscopy (NIR) analysis and alveographic indices" LINK

"Online Prediction of Physico-Chemical Quality Attributes of Beef Using VisibleNear-Infrared Spectroscopy and Chemometrics" foods LINK

"Bamboo activated carbon adsorption and near infrared spectroscopy prediction of heavy metal in soil" LINK






Infrared

"Antioxidant Activity of Blueberry (Vaccinium spp.) Cultivar Leaves: Differences Across the Vegetative Stage and the Application of Near Infrared Spectroscopy" LINK

"Near-infrared spectroscopy as a rapid tool for water content analysis in the partial oxidation of ethanol" LINK




Raman

"Use of terahertz-Raman spectroscopy to determine solubility of the crystalline active pharmaceutical ingredient in polymeric matrices during hot melt extrusion" LINK




Hyperspectral

"Soil fertility status assessment using hyperspectral remote sensing" LINK

" Prediction of Salt in Soil by PLS Regression Using Hyperspectral Laboratory Data" LINK

"Detection of moisture content in peanut kernels using hyperspectral imaging technology coupled with chemometrics" LINK




Agriculture

"Development of a predictive tool for rapid assessment of soil total nitrogen in wheat-corn double cropping system with hyperspectral data" LINK




Food & Feed

"Multi-target prediction of wheat flour quality parameters with near infrared spectroscopy" LINK




Laboratory

"Cost & Price comparison of DataScience, MachineLearning and Chemometrics for NIR - Spectroscopy" NIRS analytical laboratory Lab method development SmartSensor spectrometer LabTech LabManager Analytical_Chemistry QC_QA FoodLab FoodQuality LINK

"Spatial Distortion Assessments of a Low-Cost Laboratory and Field Hyperspectral Imaging System" LINK




Other

" Gravimetric and Spectrophotometric Determination of Surface Wax Content in Maize Kernels" LINK

"Detection of Multi-frozen and Single-frozen Fish Using Optical Spectroscopy" LINK





.

CalibrationModel.com

"Cost comparison of DataScience, MachineLearning and Chemometrics for NIR - Spectroscopy" | NIRS analytical laboratory Lab method development SmartSensor spectrometer LabTech LabManager Analytical_Chemistry QC_QA FoodLab FoodQuality LINK

Aautomated machine learning | enables this Lab workflow with ease ��Sample -> ��measured with a NIRS spectrometer -> ��spectral data -> ⚖️ predicted with a NIRPredictor & CalibrationModel -> % quantitative results -> �� quality decision -> �� LINK

Increase Your Profit with optimized NIR Accuracy QAQC Food Feed Lab Milling Mills corn grain soybean LINK

Spectroscopy and Chemometrics News Weekly 47, 2019 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 47, 2019 | NIRS NIR Spektroskopie MachineLearning Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 47, 2019 | NIRS NIR Spettroscopia Chemiometria ML analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem prediction models LINK

This week's NIR news Weekly is sponsored by Your-Company-Name-Here - NIR-spectrometers. Check out their product page ... link

Get the Chemometrics and Spectroscopy News in real time on Twitter @ CalibModel and follow us.




Chemometrics

"Analytical and sensory data correlation to understand consumers' grape preference" LINK

"Detection and classification of Lepeophterius salmonis (Krøyer, 1837) using Underwater Hyperspectral Imaging" LINK

"Detection and differentiation between potato (Solanum tuberosum) diseases using calibration models trained with non-imaging spectrometry data" LINK

"Model Selection in Regression - A chronological review of the major model selection methods" LINK

"Chemometric Authentication of Brazilian Coffees Based on Chemical Profiling" LINK




Near Infrared

" DEVELOPMENT AND OPTIMIZATION OF AN AUTOMATIC SYSTEM TO DETERMINE THE MOISTURE CONTENT IN SINGLE-KERNEL ROUGH RICE USING VISIBLE/NIR SPECTROSCOPY" LINK

"A combination of near infrared and mid-infrared spectroscopy to improve the determination efficiency of active components in Radix Astragali" LINK

"Measurement of quality parameters of sugar beet juices using near-infrared spectroscopy and chemometrics" LINK

"Classification of oolong tea varieties based on hyperspectral imaging technology and BOSS-LightGBM model" LINK

"Non-Destructive Method for Predicting Sapodilla Fruit Quality Using Near Infrared Spectroscopy" LINK

" Predicting plant available phosphorus using infrared spectroscopy with consideration for future mobile sensing applications in precision farming" LINK

"Authentication of liquid egg composition using ATR-FTIR and NIR spectroscopy in combination with PCA." LINK

"Multi-block classification of Italian semolina based on Near Infrared Spectroscopy (NIR) analysis and alveographic indices" LINK

"Online Prediction of Physico-Chemical Quality Attributes of Beef Using VisibleNear-Infrared Spectroscopy and Chemometrics" foods LINK

"Bamboo activated carbon adsorption and near infrared spectroscopy prediction of heavy metal in soil" LINK






Infrared

"Antioxidant Activity of Blueberry (Vaccinium spp.) Cultivar Leaves: Differences Across the Vegetative Stage and the Application of Near Infrared Spectroscopy" LINK

"Near-infrared spectroscopy as a rapid tool for water content analysis in the partial oxidation of ethanol" LINK




Raman

"Use of terahertz-Raman spectroscopy to determine solubility of the crystalline active pharmaceutical ingredient in polymeric matrices during hot melt extrusion" LINK




Hyperspectral

"Soil fertility status assessment using hyperspectral remote sensing" LINK

" Prediction of Salt in Soil by PLS Regression Using Hyperspectral Laboratory Data" LINK

"Detection of moisture content in peanut kernels using hyperspectral imaging technology coupled with chemometrics" LINK




Agriculture

"Development of a predictive tool for rapid assessment of soil total nitrogen in wheat-corn double cropping system with hyperspectral data" LINK




Food & Feed

"Multi-target prediction of wheat flour quality parameters with near infrared spectroscopy" LINK




Laboratory

"Cost & Price comparison of DataScience, MachineLearning and Chemometrics for NIR - Spectroscopy" NIRS analytical laboratory Lab method development SmartSensor spectrometer LabTech LabManager Analytical_Chemistry QC_QA FoodLab FoodQuality LINK

"Spatial Distortion Assessments of a Low-Cost Laboratory and Field Hyperspectral Imaging System" LINK




Other

" Gravimetric and Spectrophotometric Determination of Surface Wax Content in Maize Kernels" LINK

"Detection of Multi-frozen and Single-frozen Fish Using Optical Spectroscopy" LINK





.

CalibrationModel.com

"Cost comparison of DataScience, MachineLearning and Chemometrics for NIR - Spectroscopy" | NIRS analytical laboratory Lab method development SmartSensor spectrometer LabTech LabManager Analytical_Chemistry QC_QA FoodLab FoodQuality LINK

Aautomated machine learning | enables this Lab workflow with ease ��Sample -> ��measured with a NIRS spectrometer -> ��spectral data -> ⚖️ predicted with a NIRPredictor & CalibrationModel -> % quantitative results -> �� quality decision -> �� LINK

Increase Your Profit with optimized NIR Accuracy QAQC Food Feed Lab Milling Mills corn grain soybean LINK

Spectroscopy and Chemometrics News Weekly 47, 2019 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 47, 2019 | NIRS NIR Spektroskopie MachineLearning Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 47, 2019 | NIRS NIR Spettroscopia Chemiometria ML analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem prediction models LINK

This week's NIR news Weekly is sponsored by Your-Company-Name-Here - NIR-spectrometers. Check out their product page ... link

Get the Chemometrics and Spectroscopy News in real time on Twitter @ CalibModel and follow us.




Chemometrics

"Analytical and sensory data correlation to understand consumers' grape preference" LINK

"Detection and classification of Lepeophterius salmonis (Krøyer, 1837) using Underwater Hyperspectral Imaging" LINK

"Detection and differentiation between potato (Solanum tuberosum) diseases using calibration models trained with non-imaging spectrometry data" LINK

"Model Selection in Regression - A chronological review of the major model selection methods" LINK

"Chemometric Authentication of Brazilian Coffees Based on Chemical Profiling" LINK




Near Infrared

" DEVELOPMENT AND OPTIMIZATION OF AN AUTOMATIC SYSTEM TO DETERMINE THE MOISTURE CONTENT IN SINGLE-KERNEL ROUGH RICE USING VISIBLE/NIR SPECTROSCOPY" LINK

"A combination of near infrared and mid-infrared spectroscopy to improve the determination efficiency of active components in Radix Astragali" LINK

"Measurement of quality parameters of sugar beet juices using near-infrared spectroscopy and chemometrics" LINK

"Classification of oolong tea varieties based on hyperspectral imaging technology and BOSS-LightGBM model" LINK

"Non-Destructive Method for Predicting Sapodilla Fruit Quality Using Near Infrared Spectroscopy" LINK

" Predicting plant available phosphorus using infrared spectroscopy with consideration for future mobile sensing applications in precision farming" LINK

"Authentication of liquid egg composition using ATR-FTIR and NIR spectroscopy in combination with PCA." LINK

"Multi-block classification of Italian semolina based on Near Infrared Spectroscopy (NIR) analysis and alveographic indices" LINK

"Online Prediction of Physico-Chemical Quality Attributes of Beef Using VisibleNear-Infrared Spectroscopy and Chemometrics" foods LINK

"Bamboo activated carbon adsorption and near infrared spectroscopy prediction of heavy metal in soil" LINK






Infrared

"Antioxidant Activity of Blueberry (Vaccinium spp.) Cultivar Leaves: Differences Across the Vegetative Stage and the Application of Near Infrared Spectroscopy" LINK

"Near-infrared spectroscopy as a rapid tool for water content analysis in the partial oxidation of ethanol" LINK




Raman

"Use of terahertz-Raman spectroscopy to determine solubility of the crystalline active pharmaceutical ingredient in polymeric matrices during hot melt extrusion" LINK




Hyperspectral

"Soil fertility status assessment using hyperspectral remote sensing" LINK

" Prediction of Salt in Soil by PLS Regression Using Hyperspectral Laboratory Data" LINK

"Detection of moisture content in peanut kernels using hyperspectral imaging technology coupled with chemometrics" LINK




Agriculture

"Development of a predictive tool for rapid assessment of soil total nitrogen in wheat-corn double cropping system with hyperspectral data" LINK




Food & Feed

"Multi-target prediction of wheat flour quality parameters with near infrared spectroscopy" LINK




Laboratory

"Cost & Price comparison of DataScience, MachineLearning and Chemometrics for NIR - Spectroscopy" NIRS analytical laboratory Lab method development SmartSensor spectrometer LabTech LabManager Analytical_Chemistry QC_QA FoodLab FoodQuality LINK

"Spatial Distortion Assessments of a Low-Cost Laboratory and Field Hyperspectral Imaging System" LINK




Other

" Gravimetric and Spectrophotometric Determination of Surface Wax Content in Maize Kernels" LINK

"Detection of Multi-frozen and Single-frozen Fish Using Optical Spectroscopy" LINK





.

Cost comparison / Price comparison of Chemometrics / Machine Learning / Data Science for NIR-Spectroscopy – Kostenvergleich / Preisvergleich von Chemometrie / Maschinelles Lernen / Data Science für die NIR-Spektroskopie – Confronto dei costi / Confronto dei prezzi della chemiometria / Apprendimento automatico / Scienza dei dati per la spettroscopia NIR

Reduce Operating Costs and Total Cost of Ownership (TCO) of NIR-Spectroscopy (NIRS) in the Digitalization Age.

NIR-Spectroscopy (NIRS) - Reduce cost, Increase revenue

Reduce Cost by automated NIR development.
Increase Revenue by higher accuracy NIR results.

CalibrationModel.com (CM) versus Others

Costs are not everything, there are other important factors listed in the table.

CM fix € pricing (approx.)Others € Price Range (approx.)
Software
included
Chemometric Packagenot‑needed
€3500 - €6500 per user
Chemometric Predictor
free‑software
€1500 - €2500 per NIR device
Knowledge
included
Chemometric Trainingnot‑needed
€1500 - €2500 per user
Chemometrician* Salarynot‑needed
1 years Salary / year
(+ risk of Employee Turnover)
Computation
included
Powerful Computer (many Processors, lot of RAM for big data)not‑needed
€1500 - €4500 per computer
Development and Usage
Development of a Calibration
€128
€80 - €150 / hour

of Chemometrician* using a Chemometric Software (click and wait) and applying it's knowledge

Usage of a Calibration
€60 / year
Total€178 in first year
€60 in second year
initial (min €8000 , max €15500)
+ 2 * (2 - 4)(hour to cost same! as CM service) * (€80 - €150) Chemometrician* work
no initial cost
very high initial costs
no personnel cost
high personnel* costs
constant CM services
risk of Employee Turnover
global knowledge
risk of only use personal knowledge
easy to calculate fix cost on demand
difficult to calculate variable cost on demand plus Chemometrician* Recruitment needed
Results :
calibration prediction performance
always reproducible highly optimized
only as good as your Chemometrician* daily condition
better prediction performance, due to best-of 10'000x calibrations
small size of experiments, non-optimal calibrations

See also:
pricing

Start Calibrate

*) Personnel / Chemometrician / Data Scientist / Data Analyst / Machine Learning Engineer :
We are not against it, we are one of them a long time ago, but the way the work is done is changing (see below).

2019 Digitalization and the Future of Work: Macroeconomic Consequences

2019 The Digitalization of the American Workforce

2017 Digitalization and the American workforce , full-report