Spectroscopy and Chemometrics News Weekly #4, 2021Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #4, 2021Spettroscopia e Chemiometria Weekly News #4, 2021

NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 3, 2021 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 3, 2021 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 3, 2021 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

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

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


Near-Infrared Spectroscopy (NIRS)

"Transcutaneous Near Infra-Red Spectroscopy (NIRS) for monitoring paediatric renal allograft perfusion" LINK

"Multivariate calibration: Identification of phenolic compounds in PROPOLIS using FTNIR" LINK

"Feasibility study of detecting palm oil adulteration with recycled cooking oil using a handheld NIR spectroscopy" LINK

"PREDICTION OF BIOACTIVE COMPOUNDS IN BARLEY BY NEAR-INFRARED REFLECTANCE SPECTROSCOPY (NIRS)" LINK

"A Systematic and Consistent Assay for High-throughput Characterization of Stalk Quality in Sugarcane by Near-infrared Spectroscopy" LINK

"Ultraviolet-visible/near infrared spectroscopy and hyperspectral imaging to study the different types of raw cotton" LINK




Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

"Rapid qualitative identification and quantitative analysis of Flos Mume based on fourier transform near infrared spectroscopy" LINK

" Distinction of surgically resected gastrointestinal stromal tumor by near-infrared hyperspectral imaging" LINK

" Dataset of chemical and near-infrared spectroscopy measurements of fresh and dried poultry and cattle manure" LINK

"Utilizing near infrared hyperspectral imaging for quantitatively predicting adulteration in tapioca starch" LINK

"Near-infrared hyperspectral imaging for detection and visualization of offal adulteration in ground pork" LINK

"Comparative study of degradation between the carbon black back coat layer and magnetic layer in magnetic audio tapes using attenuated total reflectance Fourier transform infrared spectroscopy and machine learning techniques" LINK




Hyperspectral Imaging (HSI)

"Near-infrared hyperspectral imaging (NIR-HSI) and normalized difference image (NDI) data processing: an advanced method to map collagen in archaeological …" LINK

"Effect of curvature on hyperspectral reflectance images of cereal seed-sized objects" LINK

" Application of hyperspectral imaging to detect toxigenic Fusarium infection on cornmeal" LINK




Chemometrics and Machine Learning

"Determination of Conformational Changes of Polyphenol Oxidase and Peroxidase in Peach Juice during Mild Heat Treatment Using FTIR Spectroscopy Coupled with Chemometrics" LINK

"Model-Based Pre-Processing in Vibrational Spectroscopy" LINK

"Challenging handheld NIR spectrometers with moisture analysis in plant matrices: performance of PLSR vs. GPR vs. ANN modelling" LINK

"Maturity determination of single maize seed by using near-infrared hyperspectral imaging coupled with comparative analysis of multiple classification models" LINK

"Comparison of Soil Total Nitrogen Content Prediction Models Based on Vis-NIR Spectroscopy." LINK

"Machine Learning-Based Presymptomatic Detection of Rice Sheath Blight Using Spectral Profiles." LINK




Equipment for Spectroscopy

"Green analytical assay for the quality assessment of tea by using pocket-sized NIR spectrometer." Caffeine Catechins Theanine LINK




Process Control and NIR Sensors

" Impact of Processing and Extraction on the Minor Components of Green Spanish-Style Gordal Table Olive Fat, as Assessed by Innovative Approaches" LINK




Environment NIR-Spectroscopy Application

"National-scale spectroscopic assessment of soil organic carbon in forests of the Czech Republic" LINK

"Image and Point Data Fusion for Enhanced Discrimination of Ore and Waste in Mining" LINK




Agriculture NIR-Spectroscopy Usage

" Evaluation of the physicochemical content and solid-state fermentation stage of Zhenjiang aromatic vinegar using near-infrared spectroscopy" LINK

"Non-invasive spectroscopic and imaging systems for prediction of beef quality in a meat processing pilot plant" LINK

"Compositional Analyses Reveal Relationships among Components of Blue Maize Grains" LINK

"Rapid Detection of the Quality of Miso (Japanese Fermented Soybean Paste) Using Visible/Near-Infrared Spectroscopy" LINK




Horticulture NIR-Spectroscopy Applications

"Optical Absorption and Scattering Properties at 900-1650 nm and Their Relationships with Soluble Solid Content and Soluble Sugars in Apple Flesh during Storage" LINK




Food & Feed Industry NIR Usage

"Feasibility of fraud detection in rice using a handheld near-infrared spectroscopy" LINK

"Feasibility of fraud detection in milk powder using a handheld near-infrared spectroscopy" LINK

"Wild barley, a resource to optimize yield stability and quality of elite barley: kumulative Dissertation" LINK

" Assessment of the vigor of rice seeds by near-infrared hyperspectral imaging combined with transfer learning" LINK




Laboratory and NIR-Spectroscopy

" Identification of peat type and humification by laboratory VNIR/SWIR hyperspectral imaging of peat profiles with focus on fen-bog transition in aapa mires" LINK





NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 3, 2021 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 3, 2021 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 3, 2021 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

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

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


Near-Infrared Spectroscopy (NIRS)

"Transcutaneous Near Infra-Red Spectroscopy (NIRS) for monitoring paediatric renal allograft perfusion" LINK

"Multivariate calibration: Identification of phenolic compounds in PROPOLIS using FTNIR" LINK

"Feasibility study of detecting palm oil adulteration with recycled cooking oil using a handheld NIR spectroscopy" LINK

"PREDICTION OF BIOACTIVE COMPOUNDS IN BARLEY BY NEAR-INFRARED REFLECTANCE SPECTROSCOPY (NIRS)" LINK

"A Systematic and Consistent Assay for High-throughput Characterization of Stalk Quality in Sugarcane by Near-infrared Spectroscopy" LINK

"Ultraviolet-visible/near infrared spectroscopy and hyperspectral imaging to study the different types of raw cotton" LINK




Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

"Rapid qualitative identification and quantitative analysis of Flos Mume based on fourier transform near infrared spectroscopy" LINK

" Distinction of surgically resected gastrointestinal stromal tumor by near-infrared hyperspectral imaging" LINK

" Dataset of chemical and near-infrared spectroscopy measurements of fresh and dried poultry and cattle manure" LINK

"Utilizing near infrared hyperspectral imaging for quantitatively predicting adulteration in tapioca starch" LINK

"Near-infrared hyperspectral imaging for detection and visualization of offal adulteration in ground pork" LINK

"Comparative study of degradation between the carbon black back coat layer and magnetic layer in magnetic audio tapes using attenuated total reflectance Fourier transform infrared spectroscopy and machine learning techniques" LINK




Hyperspectral Imaging (HSI)

"Near-infrared hyperspectral imaging (NIR-HSI) and normalized difference image (NDI) data processing: an advanced method to map collagen in archaeological …" LINK

"Effect of curvature on hyperspectral reflectance images of cereal seed-sized objects" LINK

" Application of hyperspectral imaging to detect toxigenic Fusarium infection on cornmeal" LINK




Chemometrics and Machine Learning

"Determination of Conformational Changes of Polyphenol Oxidase and Peroxidase in Peach Juice during Mild Heat Treatment Using FTIR Spectroscopy Coupled with Chemometrics" LINK

"Model-Based Pre-Processing in Vibrational Spectroscopy" LINK

"Challenging handheld NIR spectrometers with moisture analysis in plant matrices: performance of PLSR vs. GPR vs. ANN modelling" LINK

"Maturity determination of single maize seed by using near-infrared hyperspectral imaging coupled with comparative analysis of multiple classification models" LINK

"Comparison of Soil Total Nitrogen Content Prediction Models Based on Vis-NIR Spectroscopy." LINK

"Machine Learning-Based Presymptomatic Detection of Rice Sheath Blight Using Spectral Profiles." LINK




Equipment for Spectroscopy

"Green analytical assay for the quality assessment of tea by using pocket-sized NIR spectrometer." Caffeine Catechins Theanine LINK




Process Control and NIR Sensors

" Impact of Processing and Extraction on the Minor Components of Green Spanish-Style Gordal Table Olive Fat, as Assessed by Innovative Approaches" LINK




Environment NIR-Spectroscopy Application

"National-scale spectroscopic assessment of soil organic carbon in forests of the Czech Republic" LINK

"Image and Point Data Fusion for Enhanced Discrimination of Ore and Waste in Mining" LINK




Agriculture NIR-Spectroscopy Usage

" Evaluation of the physicochemical content and solid-state fermentation stage of Zhenjiang aromatic vinegar using near-infrared spectroscopy" LINK

"Non-invasive spectroscopic and imaging systems for prediction of beef quality in a meat processing pilot plant" LINK

"Compositional Analyses Reveal Relationships among Components of Blue Maize Grains" LINK

"Rapid Detection of the Quality of Miso (Japanese Fermented Soybean Paste) Using Visible/Near-Infrared Spectroscopy" LINK




Horticulture NIR-Spectroscopy Applications

"Optical Absorption and Scattering Properties at 900-1650 nm and Their Relationships with Soluble Solid Content and Soluble Sugars in Apple Flesh during Storage" LINK




Food & Feed Industry NIR Usage

"Feasibility of fraud detection in rice using a handheld near-infrared spectroscopy" LINK

"Feasibility of fraud detection in milk powder using a handheld near-infrared spectroscopy" LINK

"Wild barley, a resource to optimize yield stability and quality of elite barley: kumulative Dissertation" LINK

" Assessment of the vigor of rice seeds by near-infrared hyperspectral imaging combined with transfer learning" LINK




Laboratory and NIR-Spectroscopy

" Identification of peat type and humification by laboratory VNIR/SWIR hyperspectral imaging of peat profiles with focus on fen-bog transition in aapa mires" LINK





NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 3, 2021 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 3, 2021 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 3, 2021 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

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

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


Near-Infrared Spectroscopy (NIRS)

"Transcutaneous Near Infra-Red Spectroscopy (NIRS) for monitoring paediatric renal allograft perfusion" LINK

"Multivariate calibration: Identification of phenolic compounds in PROPOLIS using FTNIR" LINK

"Feasibility study of detecting palm oil adulteration with recycled cooking oil using a handheld NIR spectroscopy" LINK

"PREDICTION OF BIOACTIVE COMPOUNDS IN BARLEY BY NEAR-INFRARED REFLECTANCE SPECTROSCOPY (NIRS)" LINK

"A Systematic and Consistent Assay for High-throughput Characterization of Stalk Quality in Sugarcane by Near-infrared Spectroscopy" LINK

"Ultraviolet-visible/near infrared spectroscopy and hyperspectral imaging to study the different types of raw cotton" LINK




Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

"Rapid qualitative identification and quantitative analysis of Flos Mume based on fourier transform near infrared spectroscopy" LINK

" Distinction of surgically resected gastrointestinal stromal tumor by near-infrared hyperspectral imaging" LINK

" Dataset of chemical and near-infrared spectroscopy measurements of fresh and dried poultry and cattle manure" LINK

"Utilizing near infrared hyperspectral imaging for quantitatively predicting adulteration in tapioca starch" LINK

"Near-infrared hyperspectral imaging for detection and visualization of offal adulteration in ground pork" LINK

"Comparative study of degradation between the carbon black back coat layer and magnetic layer in magnetic audio tapes using attenuated total reflectance Fourier transform infrared spectroscopy and machine learning techniques" LINK




Hyperspectral Imaging (HSI)

"Near-infrared hyperspectral imaging (NIR-HSI) and normalized difference image (NDI) data processing: an advanced method to map collagen in archaeological …" LINK

"Effect of curvature on hyperspectral reflectance images of cereal seed-sized objects" LINK

" Application of hyperspectral imaging to detect toxigenic Fusarium infection on cornmeal" LINK




Chemometrics and Machine Learning

"Determination of Conformational Changes of Polyphenol Oxidase and Peroxidase in Peach Juice during Mild Heat Treatment Using FTIR Spectroscopy Coupled with Chemometrics" LINK

"Model-Based Pre-Processing in Vibrational Spectroscopy" LINK

"Challenging handheld NIR spectrometers with moisture analysis in plant matrices: performance of PLSR vs. GPR vs. ANN modelling" LINK

"Maturity determination of single maize seed by using near-infrared hyperspectral imaging coupled with comparative analysis of multiple classification models" LINK

"Comparison of Soil Total Nitrogen Content Prediction Models Based on Vis-NIR Spectroscopy." LINK

"Machine Learning-Based Presymptomatic Detection of Rice Sheath Blight Using Spectral Profiles." LINK




Equipment for Spectroscopy

"Green analytical assay for the quality assessment of tea by using pocket-sized NIR spectrometer." Caffeine Catechins Theanine LINK




Process Control and NIR Sensors

" Impact of Processing and Extraction on the Minor Components of Green Spanish-Style Gordal Table Olive Fat, as Assessed by Innovative Approaches" LINK




Environment NIR-Spectroscopy Application

"National-scale spectroscopic assessment of soil organic carbon in forests of the Czech Republic" LINK

"Image and Point Data Fusion for Enhanced Discrimination of Ore and Waste in Mining" LINK




Agriculture NIR-Spectroscopy Usage

" Evaluation of the physicochemical content and solid-state fermentation stage of Zhenjiang aromatic vinegar using near-infrared spectroscopy" LINK

"Non-invasive spectroscopic and imaging systems for prediction of beef quality in a meat processing pilot plant" LINK

"Compositional Analyses Reveal Relationships among Components of Blue Maize Grains" LINK

"Rapid Detection of the Quality of Miso (Japanese Fermented Soybean Paste) Using Visible/Near-Infrared Spectroscopy" LINK




Horticulture NIR-Spectroscopy Applications

"Optical Absorption and Scattering Properties at 900-1650 nm and Their Relationships with Soluble Solid Content and Soluble Sugars in Apple Flesh during Storage" LINK




Food & Feed Industry NIR Usage

"Feasibility of fraud detection in rice using a handheld near-infrared spectroscopy" LINK

"Feasibility of fraud detection in milk powder using a handheld near-infrared spectroscopy" LINK

"Wild barley, a resource to optimize yield stability and quality of elite barley: kumulative Dissertation" LINK

" Assessment of the vigor of rice seeds by near-infrared hyperspectral imaging combined with transfer learning" LINK




Laboratory and NIR-Spectroscopy

" Identification of peat type and humification by laboratory VNIR/SWIR hyperspectral imaging of peat profiles with focus on fen-bog transition in aapa mires" LINK





Digitization in the field of NIR spectroscopy (smart sensors) / Digitalisierung im Bereich der NIR-Spektroskopie / Digitalizzazione nel campo della spettroscopia NIR (sensori intelligenti)

Digitalization is advancing, also in NIR spectroscopy, which enables trainable miniature smart sensors e.g. for analyses in the food&feed, chemical and pharmaceutical sectors.

The calibration is the core of a NIR spectroscopy sensor, it enables the numerous applications and should therefore not be the weakest link in the measurement chain.

The development of calibrations that turn NIR spectrometers into smart sensors is done manually by experts (NIR specialist, chemometrician, data scientist) with so-called chemometrics software.

This is very time-consuming (time to market) and the result is person-dependent and thus suboptimal, because each expert has his own preferred way of proceeding.
In addition, the calibrations have to be maintained, as new data has been collected in the meantime, which can be used to extend and improve the calibrations.

This is where our automated service comes in, combining the knowledge and good practices of NIR spectroscopy and chemometrics collected in one software and using machine learning to generate optimal calibrations.

Based on this, we have developed a complete technology platform (Time to Market) that covers the entire process from sending NIR + Lab data, to NIR Calibration as a Service, from online purchase of calibrations, to NIR Predictor software that directly evaluates newly measured NIR data locally and generates result reports.

Besides the free desktop version with user interface, the NIR Predictor can also be integrated (OEM). This can be integrated in parallel as a complement to your current Predictor, allowing the user to choose how they want to calibrate.
And give them the advantage in NIR feasibility studies and NIR spectrometer evaluations to quickly provide the customer with a solid and accurate calibration that will make their NIR system deliver better results.

Advantages for your NIR users (internal or external)

  • no initial costs (no chemometrics software license required),
  • calculable operating costs (fixed amount instead of time and hourly rate) (calibration development, calibration maintenance)
  • easy to use (no chemometrics and software training),
  • quicker to use (no calibration development work) and
  • better calibrations (precision, accuracy, robustness, ...)

Our chargeable service is based on the calibration development and the annual calibration use.
Calibration development and calibration use can also be carried out separately (manufacturer / user).

For you as a spectrometer manufacturer, this means that you can deliver your system pre-calibrated for certain applications without incurring software license costs. And without your application specialists having to provide additional calibration services.

The unique advantages of our calibration service together with the free NIR Predictor are:

  • no software license costs (chemometrics software, predictor software, OEM integration)
  • no chemometrics know-how necessary
  • no time needed to develop optimal NIR calibrations.

If interested in using/evaluating the service :

About CalibrationModel.com : Time and knowledge intensive creation and optimization of chemometric evaluation methods for spectrometers as a service to enable more accurate analysis and measurement results.

see also

Paradigm Change in NIR

Five Mistakes to avoid on Digitalization in NIR

NIR - Total cost of ownership (TCO)

OEM / White Label Software

White Paper


Die Digitalisierung schreitet voran, so auch in der NIR-Spektroskopie, die trainierbare miniatur Smart-Sensors ermöglicht z.B. für Analysen im Bereich Food&Feed, Chemie und Pharma.

Die Kalibration ist das Kernstück eines NIR-Spektroskopie Sensors, sie ermöglicht die zahlreichen Applikationen und sollte darum nicht das schwächste Glied in der Messkette sein.

Das Entwickeln von Kalibrationen die NIR-Spektrometer zu Smart-Sensoren macht, wird bis an hin von Experten (NIR-Spezialist, Chemometriker, Data Scientist) manuell gemacht mit sogenannter Chemometrie Software.

Das ist sehr zeitintensiv (Time to Market) und das Ergebnis ist personenabhängig und somit suboptimal, denn jeder Experte hat seine eigene bevorzugte Weise wie er vorgeht.
Dazu kommt, dass die Kalibrationen gewartet werden müssen, da in der Zwischenzeit neue Daten gesammelt wurden, die zur Erweiterung und Verbesserung der Kalibrationen genutzt werden kann.

Hier setzt unser automatisierter Service an, der das Wissen und Good-Practices der NIR-Spektroskopie und Chemometrie gesammelt in einer Software vereint und mittels Machine-Learning optimale Kalibrationen erzeugt.

Wir haben darauf aufbauend eine komplette Technologie-Plattform entwickelt (Time to Market), die den ganzen Ablauf vom Senden der NIR + Lab Daten, zu NIR-Kalibration as a Service, vom Online-Kauf der Kalibrationen, bis hin zur NIR-Predictor Software die neu gemessene NIR Daten direkt lokal auswertet und Ergebnis Reports erstellt.

Nebst der freien Desktop Variante mit User Interface kann der NIR-Predictor auch integriert werden (OEM). Das kann parallel als Ergänzung zu ihrem jetzigen Predictor integriert werden und so dem Anwender die Wahl ermöglichen, wie er Kalibrieren möchte.
Und ihnen so den Vorteil verschaffen, bei NIR Feasibility Studies und NIR-Spektrometer Evaluationen, dem Kunden rasch eine solide und genaue Kalibration bereitzustellen, die ihr NIR System bessere Ergebnisse liefern lässt.

Vorteile für ihre NIR-Anwender (intern oder extern)

  • keine Initial-Kosten (keine Chemometrie Software Lizenz nötig),
  • kalkulierbare Betriebs Kosten (fix Betrag statt nach Aufwand und Stundensatz) (Kalibrationsentwicklung, Kalibrations-Pflege)
  • einfach Anwendbar (keine Chemometrie- und Software-Trainings),
  • schneller Einsatzbereit (keine Kalibrations-Entwicklungs Arbeit) und
  • bessere Kalibrationen (precision, accuracy, robustness, …)

Unsere kostenpflichtige Serviceleistung beruht auf der Kalibrationsentwicklung und der jährlichen Kalibrationsnutzung.
Dabei kann die Kalibrationsentwicklung und Kalibrationsnutzung auch getrennt voneinander (Hersteller / User) erfolgen.

Für Sie als Spektrometer Hersteller kommt so die Möglichkeit hinzu, dass Sie für bestimmte Applikationen ihr System Vorkalibriert ausliefern können, ohne dass Software-Lizenz-Kosten fällig werden. Und ohne dass ihre Applikations-Spezialisten zusätzliche Kalibrationsleistung erbringen müssen.

Die einzigartigen Vorteile unseres Calibrations-Service zusammen mit dem free NIR-Predictor sind:

  • keine Software Lizenz Kosten (Chemometrie Software, Predictor Software, OEM integration)
  • kein Chemometrie Know-How nötig
  • kein Zeitaufwand nötig um optimale NIR-Kalibrationen zu entwickeln.

Bei Interesse zur Nutzung/Evaluation des Services :

Über CalibrationModel.com : Zeit- und Wissens-intensive Erstellung und Optimierung von chemometrischen Auswertemethoden für Spektrometer als Service, um präzisere Analysen- und Messergebnisse zu ermöglichen.

see also

Paradigm Change in NIR

Five Mistakes to avoid on Digitalization in NIR

NIR - Total cost of ownership (TCO)

OEM / White Label Software

White Paper


La digitalizzazione sta progredendo, anche nella spettroscopia NIR, che consente l'uso di sensori intelligenti in miniatura addestrabili, ad esempio per analisi nei settori alimentare e dei mangimi, chimico e farmaceutico.

La calibrazione è il cuore di un sensore di spettroscopia NIR, consente le numerose applicazioni e non dovrebbe quindi essere l'anello più debole della catena di misura.

Lo sviluppo delle calibrazioni che trasformano gli spettrometri NIR in sensori intelligenti viene effettuato manualmente da esperti (specialista NIR, chemiometrista, scienziato dei dati) con il cosiddetto software di chemiometria.

Ciò richiede molto tempo (time to market) e il risultato dipende dalla persona ed è quindi subottimale, perché ogni esperto ha il suo modo di procedere preferito.
Inoltre, le calibrazioni devono essere mantenute, poiché nel frattempo sono stati raccolti nuovi dati che possono essere utilizzati per ampliare e migliorare le calibrazioni.

Qui entra in gioco il nostro servizio automatizzato, che combina le conoscenze e le buone pratiche della spettroscopia NIR e della chemiometria in un unico software e genera calibrazioni ottimali mediante l'apprendimento automatico.

Su questa base, abbiamo sviluppato una piattaforma tecnologica completa (Time to Market), che copre l'intero processo dall'invio dei dati NIR + Lab, alla calibrazione NIR come servizio, dall'acquisto online delle calibrazioni, al software NIR Predictor, che valuta direttamente i dati NIR appena misurati a livello locale e genera rapporti sui risultati.

Oltre alla versione desktop gratuita con interfaccia utente, il NIR Predictor può essere integrato (OEM). Questo può essere integrato in parallelo come complemento al vostro Predictor attuale, permettendo all'utente di scegliere come vuole calibrare.
Questo vi offre il vantaggio negli studi di fattibilità NIR e nelle valutazioni degli spettrometri NIR per fornire rapidamente al cliente una calibrazione solida e accurata che farà sì che il vostro sistema NIR fornisca risultati migliori.

Vantaggi per i vostri utenti NIR (interni o esterni)

  • nessun costo iniziale (non è necessaria la licenza del software di chemiometria),
  • costi operativi calcolabili (importo fisso anziché tariffa oraria) (sviluppo della taratura, manutenzione della taratura)
  • facile da usare (nessuna chemiometria e formazione software),
  • più veloce da usare (nessun lavoro di sviluppo di calibrazione) e
  • calibrazioni migliori (precisione, accuratezza, robustezza, ...)

Il nostro servizio a pagamento si basa sullo sviluppo della taratura e sull'utilizzo annuale della taratura.
Lo sviluppo della taratura e l'uso della taratura possono essere effettuati anche separatamente (produttore/utente).

Per voi, in qualità di produttori di spettrometri, ciò significa che potete fornire il vostro sistema pre-calibrato per determinate applicazioni senza incorrere in costi di licenza del software. E senza che i vostri specialisti delle applicazioni debbano fornire ulteriori servizi di taratura.

I vantaggi unici del nostro servizio di calibrazione insieme al predittore NIR Predictor gratuito sono:

  • nessun costo di licenza software (software di chemiometria, software di previsione, integrazione OEM)
  • non è necessario alcun know-how in chemiometria
  • non c'è bisogno di tempo per sviluppare calibrazioni NIR ottimali.

Se interessati all'uso/valutazione del servizio :

Informazioni su CalibrationModel.com : Creazione e ottimizzazione dei metodi di valutazione chemiometrica per gli spettrometri come servizio per consentire analisi e risultati di misura più precisi.

see also

Paradigm Change in NIR

Five Mistakes to avoid on Digitalization in NIR

NIR - Total cost of ownership (TCO)

OEM / White Label Software

White Paper

Spectroscopy and Chemometrics News Weekly #39, 2020Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #39, 2020Spettroscopia e Chemiometria Weekly News #39, 2020

NIR Calibration-Model Services

Safe Cost and Time with new NIR Model Development and Maintenance in the Analytical Testing Laboratory. | NIRS NIR instruments Spectrometer Infrared Spectroscopy Food Feed Dairy Sample Analysis Analytical Testing Laboratory LINK

NIR Spectroscopic Custom Applications for chemical analysis | laboratory analyzer analyser QA QC QAQC LINK

Spectroscopy and Chemometrics News Weekly 38, 2020 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK




Near-Infrared Spectroscopy (NIRS)

"Determination of green pea and spinach adulteration in pistachio nuts using NIR spectroscopy" LINK

"Improved prediction of ‘Kent’ mango firmness during ripening by near-infrared spectroscopy supported by interval partial least square regression" LINK

"Phytochemical composition and variability in Quercus ilex acorn morphotypes as determined by NIRS and MS-based approaches" LINK

"FT-NIR spectroscopy and RP-HPLC combined with multivariate analysis reveals differences in plant cell suspension cultures of Thevetia peruviana treated with …" LINK

"Combination of Convolutional Neural Networks and Recurrent Neural Networks for predicting soil properties using Vis–NIR spectroscopy" LINK

"Non-destructive determination of the main chemical components of red dragon fruit peel flour by using Near-Infrared Reflectance Spectroscopy (NIRS)" LINK

"Comparative VIS and NIR Raman and FTIR Spectroscopy of Lunar Analog Samples" LINK

"NearInfrared spectroscopy (NIRS) applications for high throughput phenotyping (HTP) for cassava and yam: A review" LINK

"Near infrared spectroscopy for rapid determination of solids content of amino resins" LINK




Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

"Dual-slope imaging in highly scattering media with frequency-domain near-infrared spectroscopy." LINK

"Non-destructive measurement of apple internal quality by using near-infrared spectroscopy" | LINK

"Feasibility Study on Use of Near Infrared Spectroscopy for Rapid and Non-Destructive Determination of Gossypol Content in Intact Cottonseeds" LINK

"NEAR INFRARED SPECTROSCOPY FOR SEPARATION OF TAUARI WOOD IN BRAZILIAN AMAZON NATIVE FOREST" LINK

"The use of infrared spectroscopy and machine learning tools for detection of Meloidogyne infestations" LINK

"simultaneous determination of moisture and berberine content in Coptidis Rhizoma and Phellodendri Chinensis Cortex by near-infrared spectroscopy" LINK




Raman Spectroscopy

Epic video for OpenRAMAN to celebrate first year on Patreon! LINK




Hyperspectral Imaging (HSI)

"Hyperspectral Imaging Coupled with Multivariate Analysis and Image Processing for Detection and Visualisation of Colour in Cooked Sausages Stuffed in Different …" LINK




Spectral Imaging

Point of care (POC) testing is designed to diagnose patients in the field, rather than in a medical facility. Ocean Insight offers highly integrated multispectral sensors reduces the complexity, footprint and cost of PCR instrumentation. Learn more: LINK




Chemometrics and Machine Learning

"Probabilistic classification models for the in situ authentication of Iberian pig carcasses using Near Infrared Spectroscopy" LINK

"Application of Chemometrics in Biosensing: A Brief Review" Biosensors LINK

"Rapid monitoring approaches for concentration process of lanqin oral solution by near-infrared spectroscopy and chemometric models." LINK

"Establishment of Near-Infrared Prediction Models for Toluene Insoluble Substance and Other 3 Indexes of Medium Temperature Coal Pitch" LINK

"Modified selfadaptive model for improving the prediction accuracy of soil organic matter using laserinduced breakdown spectroscopy" LINK

"A Comparative Study of PLSR and SVM-R with Various Preprocessing Techniques for the Quantitative Determination of Soluble Solids Content of Hardy Kiwi Fruit by a Portable Vis/NIR Spectrometer." LINK

"A Brief History of Whiskey Adulteration and the Role of Spectroscopy Combined with Chemometrics in the Detection of Modern Whiskey Fraud" LINK




Research on Spectroscopy

"Continuous and real-time indoor and outdoor methane sensing with portable optical sensor using rapidly pulsed IR LEDs." LINK




Equipment for Spectroscopy

"OpenRAMAN: Open-Source Raman Spectrometer in 1 day" Raman Spectroscopy 3Dprinting LINK

"Nondestructive authentication of the regional and geographical origin of cocoa beans by using a handheld NIR spectrometer and multivariate algorithm." LINK




Future topics in Spectroscopy

"Artificial Intelligence-as-a-Service Market-Growth, Trends, and Forecast (2020-2025)" ArtificialIntelligence AIaaS MarketGrowth LINK




Process Control and NIR Sensors

"Real Time Monitoring of Quality Attributes by Inline Fourier Transform Infrared Spectroscopic Sensors at Ultrafiltration and Diafiltration of Bioprocess" LINK




Agriculture NIR-Spectroscopy Usage

"Application of advanced molecular spectroscopy and modern evaluation techniques in canola molecular structure and nutrition property research" LINK

"Sensors, Vol. 20, Pages 4645: Wavelength Selection FOR Rapid Identification of Different Particle Size Fractions of Milk Powder Using Hyperspectral Imaging" LINK

"Role of Near Infrared Spectroscopy in Agriculture" LINK

"Comparison between synthetic and rosemary-based antioxidants for the deep frying of French fries in refined soybean oils evaluated by chemical and non-destructive …" LINK




Forestry and Wood Industry NIR Usage

"Phenotypic techniques and applications in fruit trees: a review." LINK




Food & Feed Industry NIR Usage

"Rapid screening of DON contamination in whole wheat meals by Vis/NIR spectroscopy and computer vision coupling technology" LINK





.

NIR Calibration-Model Services

Safe Cost and Time with new NIR Model Development and Maintenance in the Analytical Testing Laboratory. | NIRS NIR instruments Spectrometer Infrared Spectroscopy Food Feed Dairy Sample Analysis Analytical Testing Laboratory LINK

NIR Spectroscopic Custom Applications for chemical analysis | laboratory analyzer analyser QA QC QAQC LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 38, 2020 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK




Near-Infrared Spectroscopy (NIRS)

"Determination of green pea and spinach adulteration in pistachio nuts using NIR spectroscopy" LINK

"Improved prediction of ‘Kent’ mango firmness during ripening by near-infrared spectroscopy supported by interval partial least square regression" LINK

"Phytochemical composition and variability in Quercus ilex acorn morphotypes as determined by NIRS and MS-based approaches" LINK

"FT-NIR spectroscopy and RP-HPLC combined with multivariate analysis reveals differences in plant cell suspension cultures of Thevetia peruviana treated with …" LINK

"Combination of Convolutional Neural Networks and Recurrent Neural Networks for predicting soil properties using Vis–NIR spectroscopy" LINK

"Non-destructive determination of the main chemical components of red dragon fruit peel flour by using Near-Infrared Reflectance Spectroscopy (NIRS)" LINK

"Comparative VIS and NIR Raman and FTIR Spectroscopy of Lunar Analog Samples" LINK

"NearInfrared spectroscopy (NIRS) applications for high throughput phenotyping (HTP) for cassava and yam: A review" LINK

"Near infrared spectroscopy for rapid determination of solids content of amino resins" LINK




Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

"Dual-slope imaging in highly scattering media with frequency-domain near-infrared spectroscopy." LINK

"Non-destructive measurement of apple internal quality by using near-infrared spectroscopy" | LINK

"Feasibility Study on Use of Near Infrared Spectroscopy for Rapid and Non-Destructive Determination of Gossypol Content in Intact Cottonseeds" LINK

"NEAR INFRARED SPECTROSCOPY FOR SEPARATION OF TAUARI WOOD IN BRAZILIAN AMAZON NATIVE FOREST" LINK

"The use of infrared spectroscopy and machine learning tools for detection of Meloidogyne infestations" LINK

"simultaneous determination of moisture and berberine content in Coptidis Rhizoma and Phellodendri Chinensis Cortex by near-infrared spectroscopy" LINK




Raman Spectroscopy

Epic video for OpenRAMAN to celebrate first year on Patreon! LINK




Hyperspectral Imaging (HSI)

"Hyperspectral Imaging Coupled with Multivariate Analysis and Image Processing for Detection and Visualisation of Colour in Cooked Sausages Stuffed in Different …" LINK




Spectral Imaging

Point of care (POC) testing is designed to diagnose patients in the field, rather than in a medical facility. Ocean Insight offers highly integrated multispectral sensors reduces the complexity, footprint and cost of PCR instrumentation. Learn more: LINK




Chemometrics and Machine Learning

"Probabilistic classification models for the in situ authentication of Iberian pig carcasses using Near Infrared Spectroscopy" LINK

"Application of Chemometrics in Biosensing: A Brief Review" Biosensors LINK

"Rapid monitoring approaches for concentration process of lanqin oral solution by near-infrared spectroscopy and chemometric models." LINK

"Establishment of Near-Infrared Prediction Models for Toluene Insoluble Substance and Other 3 Indexes of Medium Temperature Coal Pitch" LINK

"Modified selfadaptive model for improving the prediction accuracy of soil organic matter using laserinduced breakdown spectroscopy" LINK

"A Comparative Study of PLSR and SVM-R with Various Preprocessing Techniques for the Quantitative Determination of Soluble Solids Content of Hardy Kiwi Fruit by a Portable Vis/NIR Spectrometer." LINK

"A Brief History of Whiskey Adulteration and the Role of Spectroscopy Combined with Chemometrics in the Detection of Modern Whiskey Fraud" LINK




Research on Spectroscopy

"Continuous and real-time indoor and outdoor methane sensing with portable optical sensor using rapidly pulsed IR LEDs." LINK




Equipment for Spectroscopy

"OpenRAMAN: Open-Source Raman Spectrometer in 1 day" Raman Spectroscopy 3Dprinting LINK

"Nondestructive authentication of the regional and geographical origin of cocoa beans by using a handheld NIR spectrometer and multivariate algorithm." LINK




Future topics in Spectroscopy

"Artificial Intelligence-as-a-Service Market-Growth, Trends, and Forecast (2020-2025)" ArtificialIntelligence AIaaS MarketGrowth LINK




Process Control and NIR Sensors

"Real Time Monitoring of Quality Attributes by Inline Fourier Transform Infrared Spectroscopic Sensors at Ultrafiltration and Diafiltration of Bioprocess" LINK




Agriculture NIR-Spectroscopy Usage

"Application of advanced molecular spectroscopy and modern evaluation techniques in canola molecular structure and nutrition property research" LINK

"Sensors, Vol. 20, Pages 4645: Wavelength Selection FOR Rapid Identification of Different Particle Size Fractions of Milk Powder Using Hyperspectral Imaging" LINK

"Role of Near Infrared Spectroscopy in Agriculture" LINK

"Comparison between synthetic and rosemary-based antioxidants for the deep frying of French fries in refined soybean oils evaluated by chemical and non-destructive …" LINK




Forestry and Wood Industry NIR Usage

"Phenotypic techniques and applications in fruit trees: a review." LINK




Food & Feed Industry NIR Usage

"Rapid screening of DON contamination in whole wheat meals by Vis/NIR spectroscopy and computer vision coupling technology" LINK





.

NIR Calibration-Model Services

Safe Cost and Time with new NIR Model Development and Maintenance in the Analytical Testing Laboratory. | NIRS NIR instruments Spectrometer Infrared Spectroscopy Food Feed Dairy Sample Analysis Analytical Testing Laboratory LINK

NIR Spectroscopic Custom Applications for chemical analysis | laboratory analyzer analyser QA QC QAQC LINK

Spettroscopia e Chemiometria Weekly News 38, 2020 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK




Near-Infrared Spectroscopy (NIRS)

"Determination of green pea and spinach adulteration in pistachio nuts using NIR spectroscopy" LINK

"Improved prediction of ‘Kent’ mango firmness during ripening by near-infrared spectroscopy supported by interval partial least square regression" LINK

"Phytochemical composition and variability in Quercus ilex acorn morphotypes as determined by NIRS and MS-based approaches" LINK

"FT-NIR spectroscopy and RP-HPLC combined with multivariate analysis reveals differences in plant cell suspension cultures of Thevetia peruviana treated with …" LINK

"Combination of Convolutional Neural Networks and Recurrent Neural Networks for predicting soil properties using Vis–NIR spectroscopy" LINK

"Non-destructive determination of the main chemical components of red dragon fruit peel flour by using Near-Infrared Reflectance Spectroscopy (NIRS)" LINK

"Comparative VIS and NIR Raman and FTIR Spectroscopy of Lunar Analog Samples" LINK

"NearInfrared spectroscopy (NIRS) applications for high throughput phenotyping (HTP) for cassava and yam: A review" LINK

"Near infrared spectroscopy for rapid determination of solids content of amino resins" LINK




Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

"Dual-slope imaging in highly scattering media with frequency-domain near-infrared spectroscopy." LINK

"Non-destructive measurement of apple internal quality by using near-infrared spectroscopy" | LINK

"Feasibility Study on Use of Near Infrared Spectroscopy for Rapid and Non-Destructive Determination of Gossypol Content in Intact Cottonseeds" LINK

"NEAR INFRARED SPECTROSCOPY FOR SEPARATION OF TAUARI WOOD IN BRAZILIAN AMAZON NATIVE FOREST" LINK

"The use of infrared spectroscopy and machine learning tools for detection of Meloidogyne infestations" LINK

"simultaneous determination of moisture and berberine content in Coptidis Rhizoma and Phellodendri Chinensis Cortex by near-infrared spectroscopy" LINK




Raman Spectroscopy

Epic video for OpenRAMAN to celebrate first year on Patreon! LINK




Hyperspectral Imaging (HSI)

"Hyperspectral Imaging Coupled with Multivariate Analysis and Image Processing for Detection and Visualisation of Colour in Cooked Sausages Stuffed in Different …" LINK




Spectral Imaging

Point of care (POC) testing is designed to diagnose patients in the field, rather than in a medical facility. Ocean Insight offers highly integrated multispectral sensors reduces the complexity, footprint and cost of PCR instrumentation. Learn more: LINK




Chemometrics and Machine Learning

"Probabilistic classification models for the in situ authentication of Iberian pig carcasses using Near Infrared Spectroscopy" LINK

"Application of Chemometrics in Biosensing: A Brief Review" Biosensors LINK

"Rapid monitoring approaches for concentration process of lanqin oral solution by near-infrared spectroscopy and chemometric models." LINK

"Establishment of Near-Infrared Prediction Models for Toluene Insoluble Substance and Other 3 Indexes of Medium Temperature Coal Pitch" LINK

"Modified selfadaptive model for improving the prediction accuracy of soil organic matter using laserinduced breakdown spectroscopy" LINK

"A Comparative Study of PLSR and SVM-R with Various Preprocessing Techniques for the Quantitative Determination of Soluble Solids Content of Hardy Kiwi Fruit by a Portable Vis/NIR Spectrometer." LINK

"A Brief History of Whiskey Adulteration and the Role of Spectroscopy Combined with Chemometrics in the Detection of Modern Whiskey Fraud" LINK




Research on Spectroscopy

"Continuous and real-time indoor and outdoor methane sensing with portable optical sensor using rapidly pulsed IR LEDs." LINK




Equipment for Spectroscopy

"OpenRAMAN: Open-Source Raman Spectrometer in 1 day" Raman Spectroscopy 3Dprinting LINK

"Nondestructive authentication of the regional and geographical origin of cocoa beans by using a handheld NIR spectrometer and multivariate algorithm." LINK




Future topics in Spectroscopy

"Artificial Intelligence-as-a-Service Market-Growth, Trends, and Forecast (2020-2025)" ArtificialIntelligence AIaaS MarketGrowth LINK




Process Control and NIR Sensors

"Real Time Monitoring of Quality Attributes by Inline Fourier Transform Infrared Spectroscopic Sensors at Ultrafiltration and Diafiltration of Bioprocess" LINK




Agriculture NIR-Spectroscopy Usage

"Application of advanced molecular spectroscopy and modern evaluation techniques in canola molecular structure and nutrition property research" LINK

"Sensors, Vol. 20, Pages 4645: Wavelength Selection FOR Rapid Identification of Different Particle Size Fractions of Milk Powder Using Hyperspectral Imaging" LINK

"Role of Near Infrared Spectroscopy in Agriculture" LINK

"Comparison between synthetic and rosemary-based antioxidants for the deep frying of French fries in refined soybean oils evaluated by chemical and non-destructive …" LINK




Forestry and Wood Industry NIR Usage

"Phenotypic techniques and applications in fruit trees: a review." LINK




Food & Feed Industry NIR Usage

"Rapid screening of DON contamination in whole wheat meals by Vis/NIR spectroscopy and computer vision coupling technology" LINK





.

NIR Method Development Service for Labs and NIR-Vendors (OEM)

CalibrationModel.com ia a perfect match for
    – NIR Vendors    , selling NIR            , with limited capacity for NIR method development
    – Labs                , using NIR            , with limited capacity for NIR method development
    – small Labs       , starting with NIR , with no or less Chemometric knowledge


The Triple to success : faster better analytics
    LAB Reference Analytics + NIR Spectroscopy + ChemoMetrics
    LAB + NIR + CM
    => use CM as a Service : CalibrationModel



NIR Method Development : Before / After
    Before
    – The need of a chemometric software ($$)
    – The need of expert training courses (time,$$)
    – The need of manual expert work (time,$$$)
    with CalibrationModel
    – The freedom without a chemometric software
    – The freedom without being an expert
    – The freedom of using a Service ($)
    => work smart, not hard

See Cost Comparision


Workflow:
    Cloud Service
        DATA -> CalibrationModel -> CALIB
                    fix cost, pay per CALIB development and usage

    Local Usage (no internet connection)
        DATA -> CALIB + Predictor -> RESULT
                                included, no extra cost

    DATA = exported Spectra and (Lab-)reference values as JCAMP-DX or other data formats
    CALIB = single quantitative property


Sending DATA
    DATA is sent by email, 2-3 days later, receive email with link to
      WebShop to purchase CALIB with PayPal/CreditCard
    DATA is deleted after processing (Terms of Service TOS)
    optional: JCAMP
Anonymizer (removes sensitive information) before sending DATA


As Middleman you can hide/cover the Service (white-label)
    Customer <=============> CalibrationModel
                             or
    Customer <==>
Middleman <==> CalibrationModel
                         NIR Company
                         NIR Sales, Consultancy


Riskless Predictor OEM integration (white label) (in NIR-Vendors Instrument Software)
    Predictor as a hidden second engine (second Heart)
    Windows .NET, easy programming interface (API)


Ownership
    
DATA owner -> CALIB owner ==> use as your Pre-CALIB
    CALIB is licensed to owner and so copy protected
    The owner can Re-License a CALIB to others
    owner can re-sell CALIBs in its own WebShop with own prices


Re-Calibration
    DATA + DATA -> CALIB    same easy workflow as    DATA -> CALIB
    optimize from scratch, benefit from complete optimization possibilities


learn more

NIR-Predictor Software
Contact us for predictor integration



 

NIR-Predictor Download

The free NIR-Predictor software
  • comes with demo data, so you can predict sample spectra with demo calibrations.
  • has no functional limitations, no nagging, no ads and needs no license-key.
  • you need no account and no registration to download and use.
  • runs on Microsoft Windows 10/8/7 (Starter, Basic, Professional) (32 bit / 64 bit).
  • no data is ever transmitted from your local machine. We don't even collect usage data.
See more Videos Beside the free NIR-Predictor software with Windows user interface, the real-time Predictor Engine is also available
  • for embedded integration in application, cloud and instrument-software (ICT).
  • As a light-weigt single library file (DLL) with application programming interface (API), documentation and software development kit (SDK) including sample source code (C#).
  • Easy integration and deployment, no software license protection (no serial key, no dongle).
  • Put your spectrum as an array into the multivariate predictor, no specific file format needed.
  • Fast prediction speed and low latency because of compiled code library (direct call, no cloud API).
  • Protected prediction results with outlier detection information.
See NIR Method Development Service for Labs and NIR-Vendors (OEM, White-Label)
Software Size Date Comment
NIR-Predictor V2.6.0.2 (download) What's new, see Release Notes By downloading and/or using the software you accept the Software License Agreement (EULA) 3.7 MB 18.08.2021 public release
Minimal System Requirements Windows 7 Starter 32Bit, 1.6 GHz, 2 GB RAM, non-Administrator account Installation There are no administrator rights required, unpack the zip file to a folder "NIR-Predictor" in your documents or on your desktop. Read the ReadMe.txt and double click the NIR-Predictor.exe file. Upgrade If you have installed an older version of NIR-Predictor then unpack into a different folder named e.g. "NIR-PredictorVx.y". All versions can run side-by-side. Copy the Calibrations in use to the new version into the "Calibration" folder. That's all. Uninstall Make sure to backup your reports and calibrations inside your "NIR-Predictor" folder. Delete the "NIR-Predictor" folder. Start Calibrate See also:

The free NIR-Predictor software
  • comes with demo data, so you can predict sample spectra with demo calibrations.
  • has no functional limitations, no nagging, no ads and needs no license-key.
  • you need no account and no registration to download and use.
  • runs on Microsoft Windows 10/8/7 (Starter, Basic, Professional) (32 bit / 64 bit).
  • no data is ever transmitted from your local machine. We don't even collect usage data.
See more Videos Neben der kostenlosen NIR-Predictor-Software mit Windows-Benutzeroberfläche ist die Echtzeit-Predictor-Engine auch verfügbar
  • für die eingebettete Integration in Applikations-, Cloud- und Geräte-Software (ICT).
  • Als leichtgewichtige Einzelbibliotheksdatei (DLL) mit Anwendungsprogrammier-Schnittstelle (API), Dokumentation und Software Development Kit (SDK) inklusive Beispiel-Quellcode (C#).
  • Einfache Integration und Bereitstellung, kein Software-Lizenzschutz (kein Serienschlüssel, kein Dongle).
  • Geben Sie Ihr Spektrum als Array in den multivariaten Prädiktor ein, es ist kein spezielles Dateiformat erforderlich.
  • Schnelle Vorhersagegeschwindigkeit und niedrige Latenz aufgrund der kompilierten Code-Bibliothek (direkter Aufruf, keine Cloud-API).
  • Geschützte Vorhersageergebnisse mit Informationen zur Ausreißererkennung.
Siehe NIR-Methodenentwicklungsservice für Labore und NIR-Anbieter (OEM, White-Label)
Software Size Date Comment
NIR-Predictor V2.6.0.2 (download) What's new, see Release Notes By downloading and/or using the software you accept the Software License Agreement (EULA) 3.7 MB 18.08.2021 public release
Minimal System Requirements Windows 7 Starter 32Bit, 1.6 GHz, 2 GB RAM, non-Administrator account Installation There are no administrator rights required, unpack the zip file to a folder "NIR-Predictor" in your documents or on your desktop. Read the ReadMe.txt and double click the NIR-Predictor.exe file. Upgrade If you have installed an older version of NIR-Predictor then unpack into a different folder named e.g. "NIR-PredictorVx.y". All versions can run side-by-side. Copy the Calibrations in use to the new version into the "Calibration" folder. That's all. Uninstall Make sure to backup your reports and calibrations inside your "NIR-Predictor" folder. Delete the "NIR-Predictor" folder. Start Calibrate See also:

The free NIR-Predictor software
  • comes with demo data, so you can predict sample spectra with demo calibrations.
  • has no functional limitations, no nagging, no ads and needs no license-key.
  • you need no account and no registration to download and use.
  • runs on Microsoft Windows 10/8/7 (Starter, Basic, Professional) (32 bit / 64 bit).
  • no data is ever transmitted from your local machine. We don't even collect usage data.
See more Videos Oltre al software gratuito NIR-Predictor con interfaccia utente Windows, il Predictor Engine in tempo reale è disponibile anche
  • per l'integrazione embedded in applicazioni, cloud e strumenti-software (ICT).
  • Come un singolo file di libreria leggera (DLL) con interfaccia di programmazione dell'applicazione (API), documentazione e kit di sviluppo del software (SDK) incluso il codice sorgente di esempio (C#).
  • Facile integrazione e distribuzione, nessuna protezione della licenza software (nessuna chiave seriale, nessun dongle).
  • Inserisci il tuo spettro come array nel predittore multivariato, non è necessario alcun formato di file specifico.
  • Velocità di predizione veloce e bassa latenza grazie alla libreria di codice compilata (chiamata diretta, nessuna API cloud).
  • Risultati di predizione protetti con informazioni di rilevamento degli outlier.
Vedi Servizio di sviluppo del metodo NIR per laboratori e fornitori NIR (OEM, White-Label)
Software Size Date Comment
NIR-Predictor V2.6.0.2 (download) What's new, see Release Notes By downloading and/or using the software you accept the Software License Agreement (EULA) 3.7 MB 18.08.2021 public release
Minimal System Requirements Windows 7 Starter 32Bit, 1.6 GHz, 2 GB RAM, non-Administrator account Installation There are no administrator rights required, unpack the zip file to a folder "NIR-Predictor" in your documents or on your desktop. Read the ReadMe.txt and double click the NIR-Predictor.exe file. Upgrade If you have installed an older version of NIR-Predictor then unpack into a different folder named e.g. "NIR-PredictorVx.y". All versions can run side-by-side. Copy the Calibrations in use to the new version into the "Calibration" folder. That's all. Uninstall Make sure to backup your reports and calibrations inside your "NIR-Predictor" folder. Delete the "NIR-Predictor" folder. Start Calibrate See also:

NIR Chemometric SoftwareNIR Chemometrie SoftwareNIR chemiometrico Software

We develop optimal and robust Near-Infrared (NIR) Spectroscopy Calibration Models for you.

So you can directly use it within the free NIR-Predictor Software!
(also available as SDK and OEM software)

Why You don't need a chemometric software to create a calibration.

Save cost, see Cost Comparision


This are lists of compatible chemometric software packages:

Chemometric software as a Service
Automatic NIR Chemometric Calibration Model Service with free NIR-Predictor software.

Chemometric software bundled with NIR-Spectrometers *

Standalone Chemometric software packages *

*) Disclaimer: We have no affiliation with any of these sites or their companies.


Wir entwickeln für Sie optimale und robuste Kalibriermodelle für die Nah-Infrarot (NIR)-Spektroskopie.

So können Sie diese direkt in der kostenlosen NIR-Prädiktor-Software verwenden! (auch als SDK und OEM-Software erhältlich)

Warum Sie keine chemometrische Software benötigen, um eine Kalibrierung zu erstellen.

Kosten sparen, siehe Kostenvergleich


Dies ist eine Auflistung von kompatiblen Chemometrie Software Paketen:

Chemometrie-Software als Service
Automatischer NIR-Chemometrie-Kalibrierungsmodell-Service mit kostenloser NIR-Predictor-Software.

Chemometrie-Software gebündelt mit NIR-Spektrometer*

Standalone Chemometric software packages *

*) Disclaimer: Wir haben keine Verbindung mit jeder dieser Sites oder deren Gesellschaften.

We develop optimal and robust Near-Infrared (NIR) Spectroscopy Calibration Models for you.

So you can directly use it within the free NIR-Predictor Software!
(also available as SDK and OEM software)

Why You don't need a chemometric software to create a calibration.

Save cost, see Cost Comparision


This are lists of compatible chemometric software packages:

Chemometric software as a Service
Servizio automatico di modello di calibrazione chemometrica NIR con il software gratuito NIR-Predictor.

Chemometric software bundled with NIR-Spectrometers *

Standalone Chemometric software packages *

*) Disclaimer: We have no affiliation with any of these sites or their companies.