Five Mistakes to avoid on Digitalization in NIR-Spectroscopy – that Lab Managers, Executives and CEOs must know!

The fast and non-destructive NIR-Spectroscopy analysis method is based on predictive models that are built upon spectral and Lab reference data.

Developing such models with Chemometric techniques or Machine Learning Algorithms can now be fully automatized with many advantages.

If your company uses NIR-Spectroscopy, do you know if your company yet tried this calibration service? And if not, why not?

Here are some possible reasons why such services are blocked in your company.

With the knowledge where and why it may be blocked, you are able to overcome the barriers and go for innovation.

Misbeliefs of People that may block Advanced Services (AI and Automatic Machine Learning)

5 Mistakes to avoid on Digitalization in NIR-Spectroscopy
MisbeliefsPeopleRemove barriers
1You need to program or scripting with data modeling tools (R, Phyton, TensorFlow, Matlab, sas, SPSS, H2O, scikit, …..)The opinion that only PhD (statisticians, data scientists) are smart enough to create models.Give the service a try, and compare! There are free trials for calibration development.
2We have done it always manually by hand. We must see the plots and interpret the stats in every step.
Job protectionism : “My job will dramatically change if that will work, so I will never prepare real-life data to give someone a possibility to try such a service.”
AI / ML haters (NIR-Specialists, NIR-Experts) don’t belive in automated calibration.Give the service a try, and compare! You will see plots and stats! There are free trials for calibration development.
3Against any new hardware, software or service because of supposed new problems.Preserving ones – the permission gate keepers (IT)Give it a try, without an account, download the free NIR-Predictor software (full version, no limitations) with included demo data, it installs and runs without Administrator priviledge!
4Ensures that new methodologies follow the rules. Any new thing will give extra work for them.Compliance and Regulation officers.Get access to the detailed model blueprint (ISO 12099) – there is no vendor lock-in or black-box model.
You can even anonymize your data for Knowledge Protection – see JCAMP-Anonymizer.
5Our employees are open for new things. Our employees do not block.Managers, executives, board level.Remove the Barriers to Innovation!

Start Calibrate


Fünf Fehler, die es bei der Digitalisierung in der NIR-Spektroskopie zu vermeiden gilt - das müssen Labormanager, Führungskräfte und CEOs, wissen!

Die schnelle und zerstörungsfreie Analysemethode der NIR-Spektroskopie basiert auf prädiktiven Modellen, die auf Spektral- und Laborreferenzdaten basieren.

Die Entwicklung solcher Modelle mit chemometrischen Techniken oder Machine Learning Algorithmen kann nun mit vielen Vorteilen voll automatisiert werden.

Wenn Ihr Unternehmen NIR-Spektroskopie einsetzt, wissen Sie ob Ihr Unternehmen bereits diesen Kalibrierdienst in Anspruch genommen hat? Und wenn nicht, warum nicht?

Hier sind einige mögliche Gründe, warum solche Dienste in Unternehmen blockiert werden.

Mit dem Wissen, wo und warum es blockiert werden kann, sind Sie in der Lage, die Barrieren zu überwinden und Innovationen voranzutreiben.

Irrtümer von Personen, die Advanced Services blockieren könnten (KI und Automatic Machine Learning)

5 Mistakes to avoid on Digitalization in NIR-Spectroscopy
IrrtümerPersonenBarrieren beseitigen
1Man muss mit Datenmodellierungswerkzeugen programmieren oder skripten (R, Phyton, TensorFlow, Matlab, sas, SPSS, H2O, scikit,.......).Die Meinung dass nur Studierte (Statistiker, Data Scientists) klug genug sind, um Modelle zu erstellen.Probiere den Service aus und vergleiche! Es gibt kostenlose Tests für die Kalibrationsentwicklung.
2Wir haben es immer manuell von Hand gemacht.
Wir müssen die Diagramme sehen und die Statistiken in jedem Schritt interpretieren.
Arbeitsplatzprotektionismus. "Mein Job wird sich dramatisch ändern, wenn das funktioniert, also werde ich niemals reale Daten vorbereiten, um jemandem die Möglichkeit zu geben, einen solchen Service auszuprobieren."
KI / ML-Hasser (NIR-Spezialisten, NIR-Experten) glauben nicht an eine automatisierte Kalibrierung.Probiere den Service aus und vergleichen! Du wirst Diagramme und Statistiken sehen! Es gibt kostenlose Tests für die Kalibrationsentwicklung.
3Gegen jede neue Hardware, Software oder Dienstleistung wegen angeblich neuer Probleme.Bewahrer - die Berechtigungstorwärter (IT)Probiere es aus, ohne Account, lade die kostenlose NIR-Predictor Software (Vollversion, ohne Einschränkungen) mit enthaltenen Demo-Daten herunter, sie installiert und läuft ohne Administratorrechte!
4Stellt sicher, dass neue Methoden den Regeln folgen. Jede neue Sache wird ihnen zusätzliche Arbeit geben.Compliance- und RegulierungsbeauftragteSie können Zugang zum detaillierten Modellplan (ISO 12099) erhalten - es gibt kein Vendor Lock-in- oder Black-Box-Modell.
Sie können Ihre Daten sogar für den Wissensschutz anonymisieren - siehe JCAMP-Anonymizer.
5Unsere Mitarbeiter sind offen für Neues. Unsere Mitarbeiter blockieren nicht.Manager, Führungskräfte, VorstandsebeneBeseitigen Sie die Innovationsbarrieren!

Start Calibrate


Spectroscopy and Chemometrics News Weekly #46, 2019Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #46, 2019Spettroscopia e Chemiometria Weekly News #46, 2019

CalibrationModel.com

Use Calibration Model for your customized NIR Applications. Start Optimizing now! | NIRS Spectroscopy QAQC quality LINK

Pro Tip: NIR Calibration is the Key to Accurate NIRS Measurement LINK

Spectroscopy and Chemometrics News Weekly 45, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Analysis Lab Labs Laboratories Laboratory Sensors QA QC Testing Quality Checking MachineLearning ML Software LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 45, 2019 | NIRS NIR Spektroskopie Spektrometer Sensor Nahinfrarot Analytik Lab Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse laboratoryequipment ML Software LINK

Spettroscopia e Chemiometria Weekly News 45, 2019 | NIRS NIR Spettroscopia Chemiometria 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-analyzer. Check out their product page ... link

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




Chemometrics

"Comparison of Multivariate Regression Models Based on Water- and Carbohydrate-Related Spectral Regions in the Near-Infrared for Aqueous Solutions of Glucose." LINK

" PREDICTION OF SOIL PCBs CONTENT IN A HISTORICALLY CONTAMINATED SITE OF THE SIN OF TARANTO (SOUTHERN ITALY)" LINK

"Robust Fourier transformed infrared spectroscopy coupled with multivariate methods for detection and quantification of urea adulteration in fresh milk samples" LINK

"Comparative Analysis of Non-Destructive Prediction Model of Soluble Solids Content for Malus micromalus Makino Based on Near-Infrared Spectroscopy" LINK

"Determination of SSC in pears by establishing the multi-cultivar models based on visible-NIR spectroscopy" LINK

"Chemometrics-assisted calibration transfer strategy for determination of three agrochemicals in environmental samples: Solving signal variation and maintaining second-order advantage" LINK

"Semi-Supervised Learning in Multivariate Calibration" LINK

"Assessing heavy metal concentrations in earth-cumulic-orthic-anthrosols soils using Vis-NIR spectroscopy transform coupled with chemometrics." LINK




Near Infrared

"以近紅外光技術量測葡萄之花青素含量" "Evaluation of Anthocyanin Contents in Grapes Using NIR Spectroscopy" LINK




Infrared

"Improvement of proximate data and calorific value assessment of bamboo through near infrared wood chips acquisition" LINK

"Effect of peeling and point of spectral recording on sucrose determination in sugar beet root using near infrared spectroscopy" sugarbeet LINK




Raman

"Raman Spectral Analysis for Non-invasive Detection of External and Internal Parameters of Fake Eggs" LINK




Hyperspectral

"Investigation into crystal size effect on sodium chloride uptake and water activity of pork meat using hyperspectral imaging" LINK

"Detection of the Chemical Agents Based on Hyperspectral Data Analysis" LINK




Agriculture

"Performance of optimized hyperspectral reflectance indices and partial least squares regression for estimating the chlorophyll fluorescence and grain yield of wheat …" LINK

"Prediction of Soil Nutrient Contents Using Visible and Near-Infrared Reflectance Spectroscopy" LINK

"Detection of viability of soybean seed based on fluorescence hyperspectra and CARS-SVM-AdaBoost model" LINK




Other

"Laser irradiation behavior of plasma-sprayed tantalum oxide coatings" LINK

"On the Way to Efficient Analytical Measurements: The Future of Robot-Based Measurements" LINK

"Identification of Cannabis sativa L. (hemp) Retailers by Means of Multivariate Analysis of Cannabinoids" LINK

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

CalibrationModel.com

Use Calibration Model for your customized NIR Applications. Start Optimizing now! | NIRS Spectroscopy QAQC quality LINK

Pro Tip: Die NIR-Kalibrierung ist der zentrale Schlüssel zur genauen NIRS Messung LINK

Spectroscopy and Chemometrics News Weekly 45, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Analysis Lab Labs Laboratories Laboratory Sensors QA QC Testing Quality Checking MachineLearning ML Software LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 45, 2019 | NIRS NIR Spektroskopie Spektrometer Sensor Nahinfrarot Analytik Lab Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse laboratoryequipment ML Software LINK

Spettroscopia e Chemiometria Weekly News 45, 2019 | NIRS NIR Spettroscopia Chemiometria 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-analyzer. Check out their product page ... link

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




Chemometrics

"Comparison of Multivariate Regression Models Based on Water- and Carbohydrate-Related Spectral Regions in the Near-Infrared for Aqueous Solutions of Glucose." LINK

" PREDICTION OF SOIL PCBs CONTENT IN A HISTORICALLY CONTAMINATED SITE OF THE SIN OF TARANTO (SOUTHERN ITALY)" LINK

"Robust Fourier transformed infrared spectroscopy coupled with multivariate methods for detection and quantification of urea adulteration in fresh milk samples" LINK

"Comparative Analysis of Non-Destructive Prediction Model of Soluble Solids Content for Malus micromalus Makino Based on Near-Infrared Spectroscopy" LINK

"Determination of SSC in pears by establishing the multi-cultivar models based on visible-NIR spectroscopy" LINK

"Chemometrics-assisted calibration transfer strategy for determination of three agrochemicals in environmental samples: Solving signal variation and maintaining second-order advantage" LINK

"Semi-Supervised Learning in Multivariate Calibration" LINK

"Assessing heavy metal concentrations in earth-cumulic-orthic-anthrosols soils using Vis-NIR spectroscopy transform coupled with chemometrics." LINK




Near Infrared

"以近紅外光技術量測葡萄之花青素含量" "Evaluation of Anthocyanin Contents in Grapes Using NIR Spectroscopy" LINK




Infrared

"Improvement of proximate data and calorific value assessment of bamboo through near infrared wood chips acquisition" LINK

"Effect of peeling and point of spectral recording on sucrose determination in sugar beet root using near infrared spectroscopy" sugarbeet LINK




Raman

"Raman Spectral Analysis for Non-invasive Detection of External and Internal Parameters of Fake Eggs" LINK




Hyperspectral

"Investigation into crystal size effect on sodium chloride uptake and water activity of pork meat using hyperspectral imaging" LINK

"Detection of the Chemical Agents Based on Hyperspectral Data Analysis" LINK




Agriculture

"Performance of optimized hyperspectral reflectance indices and partial least squares regression for estimating the chlorophyll fluorescence and grain yield of wheat …" LINK

"Prediction of Soil Nutrient Contents Using Visible and Near-Infrared Reflectance Spectroscopy" LINK

"Detection of viability of soybean seed based on fluorescence hyperspectra and CARS-SVM-AdaBoost model" LINK




Other

"Laser irradiation behavior of plasma-sprayed tantalum oxide coatings" LINK

"On the Way to Efficient Analytical Measurements: The Future of Robot-Based Measurements" LINK

"Identification of Cannabis sativa L. (hemp) Retailers by Means of Multivariate Analysis of Cannabinoids" LINK

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

CalibrationModel.com

Use Calibration Model for your customized NIR Applications. Start Optimizing now! | NIRS Spectroscopy QAQC quality LINK

Pro Tip: Die NIR-Kalibrierung ist der zentrale Schlüssel zur genauen NIRS Messung LINK

Spectroscopy and Chemometrics News Weekly 45, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Analysis Lab Labs Laboratories Laboratory Sensors QA QC Testing Quality Checking MachineLearning ML Software LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 45, 2019 | NIRS NIR Spektroskopie Spektrometer Sensor Nahinfrarot Analytik Lab Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse laboratoryequipment ML Software LINK

Spettroscopia e Chemiometria Weekly News 45, 2019 | NIRS NIR Spettroscopia Chemiometria 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-analyzer. Check out their product page ... link

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




Chemometrics

"Comparison of Multivariate Regression Models Based on Water- and Carbohydrate-Related Spectral Regions in the Near-Infrared for Aqueous Solutions of Glucose." LINK

" PREDICTION OF SOIL PCBs CONTENT IN A HISTORICALLY CONTAMINATED SITE OF THE SIN OF TARANTO (SOUTHERN ITALY)" LINK

"Robust Fourier transformed infrared spectroscopy coupled with multivariate methods for detection and quantification of urea adulteration in fresh milk samples" LINK

"Comparative Analysis of Non-Destructive Prediction Model of Soluble Solids Content for Malus micromalus Makino Based on Near-Infrared Spectroscopy" LINK

"Determination of SSC in pears by establishing the multi-cultivar models based on visible-NIR spectroscopy" LINK

"Chemometrics-assisted calibration transfer strategy for determination of three agrochemicals in environmental samples: Solving signal variation and maintaining second-order advantage" LINK

"Semi-Supervised Learning in Multivariate Calibration" LINK

"Assessing heavy metal concentrations in earth-cumulic-orthic-anthrosols soils using Vis-NIR spectroscopy transform coupled with chemometrics." LINK




Near Infrared

"以近紅外光技術量測葡萄之花青素含量" "Evaluation of Anthocyanin Contents in Grapes Using NIR Spectroscopy" LINK




Infrared

"Improvement of proximate data and calorific value assessment of bamboo through near infrared wood chips acquisition" LINK

"Effect of peeling and point of spectral recording on sucrose determination in sugar beet root using near infrared spectroscopy" sugarbeet LINK




Raman

"Raman Spectral Analysis for Non-invasive Detection of External and Internal Parameters of Fake Eggs" LINK




Hyperspectral

"Investigation into crystal size effect on sodium chloride uptake and water activity of pork meat using hyperspectral imaging" LINK

"Detection of the Chemical Agents Based on Hyperspectral Data Analysis" LINK




Agriculture

"Performance of optimized hyperspectral reflectance indices and partial least squares regression for estimating the chlorophyll fluorescence and grain yield of wheat …" LINK

"Prediction of Soil Nutrient Contents Using Visible and Near-Infrared Reflectance Spectroscopy" LINK

"Detection of viability of soybean seed based on fluorescence hyperspectra and CARS-SVM-AdaBoost model" LINK




Other

"Laser irradiation behavior of plasma-sprayed tantalum oxide coatings" LINK

"On the Way to Efficient Analytical Measurements: The Future of Robot-Based Measurements" LINK

"Identification of Cannabis sativa L. (hemp) Retailers by Means of Multivariate Analysis of Cannabinoids" LINK

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