How better control the quality of your products?
Analyze your mass of data to improve product quality control
Whether you are an actor in the industry, a research laboratory, or even a technical center, you certainly have data from different sources (physicochemical measurements, agronomic parameters, sensory profiles, process parameters, spectroscopic measurements, etc. ..).
You wish to
Develop
accurate and robust models for predicting quality
Update
existing models using new samples
Merge
information from various sources and select the most relevant
You want to correlate them with quality criteria to build prediction models, in order to quickly characterize your products or optimize your processes.
But you don’t know how to combine all this information…
There are very powerful data fusion methods to integrate all the information acquired on your products and even if this information comes from different sources (blocks). Chemometrics and Machine Learning, calibration or multi-block fusion algorithms allow you to define which parameters are the most relevant in order to best predict your quality criteria.
Thanks to our knowledge in Chemometrics and Machine Learning, we help you in the development and implementation of prediction tools that respond to your quality issues.
- Data normalization
- Multivariate calibration (PLS, SVMR, ANN, regression trees (RF),…)
- Classification (PLS-DA, SIMCA, SVM, ANN, decision trees (RF, XGBoost),…)
- Validation and model robustness
- Selection of the most discriminating or informative sensors or parameters
- Multi-sensor fusion using multi-block methods
- Multi-way methods for 3D data
- Model update
Software implementation
We develop your calibrations with all the Chemometrics and Machine Learning software on the market: Unscrambler®, SOLO® or PLS_Toolbox® in the MATLAB® environment, SIMCA®, etc… , but also free software (R, Python…).
Our expertise for the analysis of your data
With more than 15 years of experience in data analysis (Chemometrics and Machine Learning), the experts of our teams support you at every stage of your projects.
They talk about us
« With Ondalys, we work in confidence. ! »
Ondalys supported us during our innovative project for the development of an optical sensor for wood material qualification during its transformation in Radoux factory. Methodology, technical skills, creativity - all of which have enabled us to progress efficiently, and to develop robust tools for our applications: the OakScan®.