Digitalization meets NIR-Spectroscopy Prediction Modelling

Imagine a free NIR-Prediction software that works locally
and a Chemometric Modeling as a Service at fix cost
and you can anonymize your data before sending it to external calibration service.

That already exists!

  • Free NIR-Predictor software for smart predictions results with outlier check.
    • Create bulk predictions report of new or historical data with drag & drop.
    • Compatible with your NIR Spectrometer data.
    • OEM availability for integration.

  • Optimized Calibration Models at fix cost without spending your time.
    • Get more out of your NIR system, feasibility studies you never tried and increase analysis performance.
    • No need for owning and using a Chemometric software.
    • Interpretable models with access to the wavelengths selection or complete calibration settings report.

  • Privacy by Design and by Default (GDPR)
    • You own your data. You have full control over your data. We do not collect your data.
    • Durable access to local prediction software and local calibrations with unlimited number and fast predictions.
    • With JCAMP-Anonymizer software you can anonymize your data before sending it to external calibration service.

Learn more

NIR-Predictor Software

Anonymize your NIR spectroscopy data


Spectroscopy and Chemometrics News Weekly #48, 2018

Near Infrared (NIR) Analysis Software, work smart with all NIR Spectrometers for quantitative sensing & detection. | AnalyticalChemistry LabManger Chemical Analysis Equipment ChemicalAnalysis Analytical Instruments Laboratory LabEquipment LINK

Spectroscopy and Chemometrics News Weekly 45-47, 2018 | NIRS Spectroscopy Chemometrics analysis Spectral Spectrometer Sensors LINK


“Category identification of textile fibers based on near-infrared spectroscopy combined with data description algorithms” LINK

“Combination of fractional order derivative and memory-based learning algorithm to improve the estimation accuracy of soil organic matter by visible and near-infrared spectroscopy” LINK

“Modelling and optimization of physical characteristics based on UV-VIS/NIR spectra of aqueous extracts of lavender, mint and melissa” LINK

“Natural durability, ethanol-toluene extractives and phenol content prediction of eight wood species from Madagascar using NIRS multispecific models” LINK

Near Infrared

“What are you drinking? Wine labelling is not as accurate as you might think” NIRS alcohol LINK

“MIMOS, a Malaysian national applied research and development agency, has unveiled a new GlucoSenz device for blood glucose screening.” glucometer monitoring NIRS infrared sensor LINK

Read this article in our PossibilityHub to learn more about how a group of undergraduates at have developed a low-cost NIR imaging solution for venipuncture: LINK

“Monitoring texture and other quality parameters in spinach plants using NIR spectroscopy” LINK

“Feasibility of Using NIR Spectroscopy with SVM to Identify Kinds of Oil in Character Components” EdibleOil LINK

“A novel use of infra-red spectroscopy (NIRS and ATR-FTIR) coupled with variable selection algorithms for the identification of insect species (Diptera: Sarcophagidae) of medico-legal relevance.” LINK

“Fruit ripening evolution in diverse commercial apricots by conventional and non-destructive methods: preliminary results” cultivar grading maturity NIRS infrared analyzer LINK

“Using Vis-Nir Spectroscopy to Estimate Soil Organic Content” LINK


“Evaluation of wood variation based on the eigenvalue distribution of near infrared spectral matrix” LINK

“Detection of Adulteration in Camellia Oil Using Near-Infrared Spectroscopy” LINK

“Interpretation and rapid detection of secondary structure modification of actomyosin during frozen storage by near-infrared hyperspectral imaging” LINK

“The Use of Mobile Near-Infrared Spectroscopy for Real-Time Pasture Management” LINK

“Accurate Identification of the Sex and Species of Silkworm Pupae Using Near Infrared Spectroscopy” LINK

“Quantitative and qualitative assessment of pork meatball containing borax using near infrared spectroscopy” LINK

“Journal Highlight: Effects of hypnotics on prefrontal cortex activity during a verbal fluency task in healthy male subjects: A nearinfrared spectroscopy study” LINK

“Near infrared spectroscopy as an easy and precise method to estimate soil texture” LINK


“Characterization of building materials by means of spectral remote sensing: The example of Carcassonne’s defensive wall (Aude, France)” LINK

Process Control

“Advances in Vision Inspection Systems – Food Engineering Magazine” LINK

“2D spectroscopy offers new insight into molecular processes” LINK


“China sets out for the far side of the moon” “The impact may have brought material from the moon’s upper mantle to the surface, a scenario that data from a visible and near-infrared imaging spectrometer might be able to verify.” soil LINK

Food & Feed

“Global wine adulteration: wine forgery is on the rise” LINK


“Optical Functions of Methanol and Ethanol in Wide Spectral Range” LINK


“Biocellulose Masks as Delivery Systems: A Novel Methodological Approach to Assure Quality and Safety” Cosmetics LINK


“La virtualizacion y analisis en tiempo real de productos farmaceuticos y alimenticios por espectroscopia de infrarrojo cercano” LINK

“Coherent multidimensional spectroscopy of dilute gas-phase nanosystems” LINK

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

Spectroscopy and Chemometrics News Weekly #42, 2018

NIR Machine Learning as a Service, a Game Changer for Productivity and Accuracy/Precision! ( NIRS Spectroscopy AI MLaaS ) LINK

New : FREE NIR Predictor Software, drag&drop spectral data to plug&play calibrations, for any NIRS Analysis sensor type. | Chemometrics Prediction LINK

Spectroscopy and Chemometrics News Weekly 41, 2018 | NIRS Spectroscopy Chemometrics analysis Spectral Spectrometer Sensors LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 41, 2018 | NIRS Spektroskopie Chemometrie analyse Spektral Spektrometer Sensor LINK

Spettroscopia e Chemiometria Weekly News 41, 2018 | NIRS Spettroscopia Chemiometria analisi Spettrale Spettrometro Sensore LINK


“Evaluation of Vis-NIR hyperspectral imaging as a process analytical tool to classify brined pork samples and predict brining salt concentration” LINK

“Model development for non-destructive determination of rind biochemical properties of ‘Marsh’grapefruit using visible to near-infrared spectroscopy and chemometrics” LINK

“A chemometric approach for moisture control in stingless bee honey using near infrared spectroscopy” LINK

“Development, validation, and implementation of NIR calibration models in a commercial continuous manufacturing process” NIRS LINK

“Evaluation of near-infrared (NIR) and Fourier transform mid-infrared (ATR-FT/MIR) spectroscopy techniques combined with chemometrics for the determination of crude protein and intestinal protein digestibility of wheat.” LINK

Near Infrared

“Outliers, Part III: Dealing with Outliers” NIRS LINK

“Utilization of FT-NIR Spectroscopy to Check Acidity of Various Types of Cheeses.” LINK

“Determination of soluble solid content in multi-origin ‘Fuji’apples by using FT-NIR spectroscopy and an origin discriminant strategy” NIRS sensor LINK

“Investigations of optical geometry and sample positioning in NIRS transmittance for detecting vascular browning in apples” LINK

“The Influence of Packaging on Cosmetic Emulsion during Storage Assessed by FT-NIR Spectroscopy and Color Measurements.” LINK

“Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy” LINK

“Application of NIR spectroscopy in gluten detection as a cross-contaminant in food” LINK

“Soil Specific Surface Area Determination by Visible Near-Infrared Spectroscopy” NIRS LINK

“Metal enhanced fluorescence biosensing: from ultra-violet towards second near-infrared window.” UV NIRS LINK

“Er-Doped Nanostructured BaTiO for NIR to Visible Upconversion.” LINK

“On-line measurement of activation energy of ground bamboo using near infrared spectroscopy” NIRS LINK

“Rapid detection of cAMP content in red jujube using near-infrared spectroscopy” NIRS LINK

“Classficiation of Bupleuri Radix according to Geographical Origins using Near Infrared Spectroscopy (NIRS) Combined with Supervised Pattern Recognition” LINK

“The Prediction of Higher Heating Value, Lower Heating Value and Ash Content of rice Husk Using FT-NIR Spectroscopy” FTNIR NIRS LINK

“Utilization of FT-NIR Spectroscopy to Check Acidity of Various Types of Cheeses.” FTNIR NIRS LINK

“Variable Selection Based on Hybrid Ant Colony Optimization-Simulated Annealing for Spectroscopy Quantitative Analysis of Underground Cable Tunnel” NIRS LINK

“The Handling Approach of Near-Infrared Spectroscopy for Apple Quality Prediction Based on Digital Signal Processing” NIRS LINK

“Solving taxonomic Orthoptera problems by Near Infrared Reflectance Spectroscopy (NIRS): the case of Aganacris Walker, 1871 (Tettigoniidae: Phaneropterinae; Scudderini).” LINK

“The Influence of Packaging on Cosmetic Emulsion during Storage Assessed by FT-NIR Spectroscopy and Color Measurements.” NIRS FTNIR Cosmetics LINK


“Selecting temperature-dependent variables in near-infrared spectra for aquaphotomics” LINK

“Determination of Stevioside and Rebaudioside A in Stevia rebaudiana Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis” LINK

“Performance improvement of temperature compensation in near infrared analysis of orange sweetness by applying direct standardization” LINK

“Application of visible/near infrared spectroscopy to assess the grape infection at the winery” LINK

“Determination of total quality of black tea fanning grade using near-infrared spectroscopy” LINK


Robots dominate smart logistics in east China Industry40 robotics robots AI 4IR logistics LINK


“Smart sensor technology could mean better sausage and chips” LINK

“Reflectance and imaging spectroscopy applied to detection of petroleum hydrocarbon pollution in bare soils.” LINK


“Predicting soil microplastic concentration using vis-NIR spectroscopy.” LINK


“There is now proof quantum computers can outperform classical machines” LINK

“Evaluación de praderas de pasto kikuyo (Cenchrus clandestinus (Hochst. ex Chiov.) Morrone) a través de imágenes multiespectrales” LINK

“Towards Battery-Free HD Video Streaming” LINK

“Properties of Bismuth-Containing High-Silica Glass Depending on the Bismuth Concentration and Heat Treatment. I. Spectral-Optical Properties” LINK

Spectroscopy and Chemometrics News Weekly #39, 2018

Automated : data cleaning, data transformation, method selection, outlier removing, parameter tuning, model selection, report generation => Making NIRS Spectroscopy easier LINK

Spectroscopy and Chemometrics News Weekly 38, 2018 | NIRS Spectroscopy Chemometrics analysis Spectral Spectrometer Sensors LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 38, 2018 | NIRS Spektroskopie Chemometrie analyse Spektral Spektrometer Sensor LINK

Spettroscopia e Chemiometria Weekly News 38, 2018 | NIRS Spettroscopia Chemiometria analisi Spettrale Spettrometro Sensore LINK


“Estimating Avocado Sales Using Machine Learning Algorithms and Weather Data” LINK

“Models of near infrared spectroscopy of fatty acid contents in rapeseed” LINK

“Vis-NIR spectrometric determination of Brix and sucrose in sugar production samples using kernel partial least squares with interval selection based on the successive projections algorithm.” LINK

“Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants” NIRS LINK

“Support Vector Machine Optimized by Genetic Algorithm for Data Analysis of Near-Infrared Spectroscopy Sensors” LINK


Near Infrared

“The application of FT-NIRS for the detection of bruises and the prediction of rot susceptibility of ‘Hass’ avocado fruit.” fruits LINK

“Following the path of chemicals through the soil” NIRS LINK

“Application of reflectance spectroscopies (FTIR-ATR & FT-NIR) coupled with multivariate methods for robust invivo detection of begomovirus infection in papaya leaves.” fruits LINK

“Long-Length Fiber Optic Near-Infrared (NIR) Spectroscopy Probes for On-Line Quality Control of Processed Land Animal Proteins” LINK

“Fault Detection Based on Near-Infrared Spectra for the Oil Desalting Process” NIRS LINK

“Diagnostics at Your Fingertips Thanks to Ultrathin Organic Photodetectors” NIR LINK

“Inline Spectroscopy: From Concept to Function – This article discusses inline spectroscopy from an instrumentation perspective.” NIRS LINK

“A system using in situ NIRS sensors for the detection of product failing to meet quality standards and the prediction of optimal postharvest shelf-life in the case of oranges kept in cold storage” insitu fruits shelflife LINK

“Pre-harvest screening on-vine of spinach quality and safety using NIRS technology” portable LINK

“Predicting calcium in grape must and base wine by FT-NIR spectroscopy” FTNIR NIRS LINK

“NIR spectroscopy applied to the determination of 2‐Phenylethanol and L‐Phenylalanine concentrations in culture medium of Yarrowia lipolytica” LINK

“Application of FT-NIR spectroscopy for simultaneous estimation of taste quality and taste-related compounds content of black tea.” FTNIR LINK


“Prototype of the Near-Infrared Spectroscopy Expert System for Particleboard Identification” LINK

“Rapid Detecting Soluble Solid Content of Pears Based on Near-Infrared Spectroscopy” fruits LINK

“Improved production of polysaccharides in Ganoderma lingzhi mycelia by plasma mutagenesis and rapid screening of mutated strains through infrared spectroscopy” LINK

“Feasibility study on the use of a portable micro near infrared spectroscopy device for the “in vineyard” screening of extractable polyphenols in red grape skins” LINK

“Evaluation of salt content of curry soup containing coconut milk by near infrared spectroscopy” LINK


We have just published the 1st study exploring the SWIR spectra of ocean plastics in-situ. Our research highlights the potential of hyperspectral sensors to remotely quantity marine plastic pollution. LINK


“On-site evaluation of Wagyu beef carcasses based on the monounsaturated, oleic, and saturated fatty acid composition using a handheld fiber-optic near-infrared spectrometer.” LINK


“Assessment of cyanide contamination in soils with a handheld mid-infrared spectrometer.” LINK


“Accounting for spatial dependency in multivariate spectroscopic data” LINK


“A self-powered heart monitor taped to the skin” LINK


“Differentiation of Apple Varieties and Investigation of Organic Status Using Portable Visible Range Reflectance Spectroscopy.” LINK

“Al-light: An Alcohol-Sensing Smart Ice Cube” LINK