We build the optimal quantitative prediction models for your NIR analytical needs (No need for mathematical/statistical model building software usage at your site).
The NIR-Predictor software and the calibration models are at your site. No internet connection needed to our service. You can do unlimited predictions, that allows fast measurement cycles with no extra cost (Not payed per prediction).
You own your data and the calibrations. You can have access to the detailed Calibration Report with all the settings and statistics (No Black-Box Models).
Calibration Model simplifies the process of training machine learning models for NIRS data
while providing an opportunity to trying different algorithms and applied near-infrared spectroscopy (NIRS) knowledge.
It’s more than an AutoML platform, it’s a full service where you can download the optimal model and its describing Calibration Report
that provide insights into the data preparation, feature engineering, model training, and hyperparameter tuning.
*) 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).
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
– 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
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 format
CALIB = single quantitative property
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
Customer <————————> CalibrationModel
Customer <–> Middleman <–> CalibrationModel
NIR Company NIR Sales, Consultancy
Riskless PredictorOEM integration (in NIR-Vendors Instrument Software) Predictor is included atno extra cost(for software licenses and development kit (SDK))
Predictor as a hidden second engine (second Heart)
Windows .NET, easy programming interface (API)
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 canre-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
The new Version of the free NIR-Predictor
supports multiple native file formats
of miniature, mobile and desktop spectrometers
get your spectra analyced as easy as Drag’n’Drop.
NIR-Predictor is an easy to use NIR software for all NIR devices
to produce quantitative results out of NIR data.
CalibrationModel Service provides development of customized calibrations out of NIR and Lab data.
It allows to use NIR with your own customized
models without the need of Chemometric Software!
We do the Machine Leraning for your NIR-Spectrometer
and with the free NIR-Predictor you are
able to analyze new measured samples.
For NIR-Vendors we also offer the
Software Development Kit (SDK) for OEM Predictor use
via the Application Programming Interface (API).
Think of a sencod predictor engine,
as a second heart in your system.
A tool for the NIR-User to create the property file easily. It helps to create a CSV file from the measured spectra files with sample names and properties to edit in Spreadsheet/EXCEL software. Lets you enter Lab-Reference-Values in a sample-based manner, corresponding to your sample spectra for calibration. It contains clever automatic analysis mechanisms of inconsistencies in your raw-data to increase the data quality for calibration. Provides detailed analyzer information for manual data cleanup when needed.
It’s time saving and less error prone because you DON’T need to open each spectrum file separately in an editor and copy the spectral values into a table grid beside the Lab-values.
Properties File Creator saves you from:
manually error prone and boring tasks
importing multiple data files and combining it’s content manually into a single data file to append the lab reference values (aka properties)
programming and writing scripts to transform the data into the shape needed
no trouble with data handling of
Wavelength / Wavenumber information (x-axis)
Absorbance / Reflectance labeling (y-axis)
checking compatibility of the raw data before merging
Averaging Spectral Intensities of a Sample
coping, flipping and transposing rows and colums to get the X-Block and Y-Block data sets ready for calibration modeling
limited and error prone table grid functionality
Because it’s all automatic and you can check the results and get the analysis information!
Properties File Creator provides you – a individual template based on your raw-data for combining NIR and Lab-values – analysis and checks for better data quality for calibration
Top 8 Reasons why you should use Automated NIR Calibration Service
No subjective model selection
No variation in results and interpretation
No overfitting model
No software cost (no need for Chemometric software and training)
One free prediction software for all your NIR systems
Reduce Total Cost of Ownership (TCO) of your NIR
To be ahead of competitors
by not owning a chemometric software
by not struggling days with these complicated software
by not deep dive into chemometrics theory
It takes significant know-how and continous investment to develop calibrations
You need to have the relevant skill sets in your organization.
That means salaries (the biggest expense in most organizations)
To get most out of it, start now!
use the free NIR-Predictor together with your NIR-Instrument software
as an NIR-Vendor, integrate the free NIR-Predictor OEM into your NIR-Instrument software
About the included Demo-Spectra and Demo-Calibrations
The demo calibrations for the spectrometers from
are built with the raw data, thankfully provided from Prof. Heinz W Siesler, from this publication
“Hand-held near-infrared spectrometers:
State-of-the-art instrumentation and practical applications”
Hui Yan, Heinz W Siesler
First Published August 20, 2018 Research Article https://doi.org/10.1177/0960336018796391
The demo calibrations for the FOSS are built with the
Bossart Analytics develops unique specialized chemometric software for NIR spectroscopy and offers calibration development and optimization services.
It is our strong belief that chemometric models and machine learning methods importance is steadily increasing. We focus on the algorithms and know-how for the development of optimal NIR calibration models.
With ourlong year experience in chemometrics and NIR spectroscopy know how, we offer a hardware vendor independent service for quantitative calibration modeling for full range NIR spectrometer.