--- title: Machine learning for material and process optimization description: Optimize material and process parameters efficiently with our AI-based tool. Reduce experimental time, improve accuracy, and achieve optimal results with fewer experiments. image: https://app.ozeninc.com/hubfs/DIMGP1-1.png --- [Skip to content](https://app.ozeninc.com/machine-learning-for-material-and-process-optimization#main-content) ![Ozen Engineering, Inc.](https://app.ozeninc.com/hs-fs/hubfs/Ozen%20Long%20-%20Back%20(1)-4.png?width=200&height=80&name=Ozen%20Long%20-%20Back%20(1)-4.png) Open main navigation Close main navigation - [Contact us](https://app.ozeninc.com/machine-learning-for-material-and-process-optimization#contact) [Contact us](https://app.ozeninc.com/machine-learning-for-material-and-process-optimization#contact) # Machine learning for material and process optimization A new AI based tool to reduce experimental time and optimize process parameters ## Easy to use, Fast, Accurate, AI Unique Deep infinite mixture of Gaussian Processes (DIM-GP) method. Combines the benefits of Neural networks and Gaussian process methods in a single AI/ML model designed to work with small datasets. ![Paint optimization design of experiment](https://app.ozeninc.com/hs-fs/hubfs/Paint%20DOE.jpg?width=811&height=457&name=Paint%20DOE.jpg "Paint optimization design of experiment") ### AI designed for material and process optimization Reduce the number of experiments to get the right material and process parameters - Build AI from a small number of experiments - Probabilistic machine learning recommend experimental parameters based on goals Reusable AI model - Predict impact of material and process changes ### AI Assisted Design Of Experiements (DOE) - Minimize number of experiments (physical or numerical) - AI based result analysis - AI based experimental recommendations ![AI Assisted DOE](https://app.ozeninc.com/hs-fs/hubfs/AI%20Assisted%20DOE.png?width=1200&height=813&name=AI%20Assisted%20DOE.png "AI Assisted DOE") ## ![](https://app.ozeninc.com/hs-fs/hubfs/image-png-May-31-2024-03-44-22-5157-PM.png?width=745&height=434&name=image-png-May-31-2024-03-44-22-5157-PM.png) Solving a key challenge of AI models - High accuracy - From minimal data (10 to 100 data points) # AI powered adaptive DOE Probabilistic model with uncertainly quantification - ![Initial AI model](https://app.ozeninc.com/hs-fs/hubfs/graph1.png?width=330&height=235&name=graph1.png) Initial AI model with large uncertainties - ![Refined AI Model](https://app.ozeninc.com/hs-fs/hubfs/graph2.png?width=328&height=234&name=graph2.png) Uncertainties decrease with 1 round of experimentation - ![Final AI model](https://app.ozeninc.com/hs-fs/hubfs/graph3.png?width=359&height=261&name=graph3.png) Accuracy achieved with final round of experimentation - ![Ground truth](https://app.ozeninc.com/hs-fs/hubfs/graph4.png?width=324&height=234&name=graph4.png) Ground truth # Accepts various types of data Scalars, signals, fields, tensors, images, meshes can be used as input / output: - ![CSV files](https://app.ozeninc.com/hs-fs/hubfs/CSV%20files.png?width=340&height=122&name=CSV%20files.png) Scalar, CSV or text input/output - ![SimulationResults](https://app.ozeninc.com/hs-fs/hubfs/SimulationResults.png?width=659&height=399&name=SimulationResults.png) 2d or 3d simulation or measurement results - ![MaterialGrains](https://app.ozeninc.com/hs-fs/hubfs/MaterialGrains.png?width=729&height=825&name=MaterialGrains.png) Chemical or phase composition ## Would you like to reduce the number of long and costly experiments? Fil in the form below ### Learn more ## Example Paint composition and process optimization   ![formulation example](https://app.ozeninc.com/hubfs/formulation%20example.png "formulation example") ![Input parameters](https://app.ozeninc.com/hubfs/Input%20parameters.png "Input parameters") ![output parameters constraints](https://app.ozeninc.com/hubfs/output%20parameters%20constraints.png "output parameters constraints") ![AI experimental results](https://app.ozeninc.com/hubfs/AI%20experimental%20results.png "AI experimental results") ![AI experimental results visual](https://app.ozeninc.com/hubfs/AI%20experimental%20results%20visual.png "AI experimental results visual") ![prediction composition](https://app.ozeninc.com/hubfs/prediction%20composition.png "prediction composition") ## **Machine learning for efficient material and process** ### Our solutions help you: - Search for the optimal formulation with few experiments - Creation of digital twins of your products and processes - Optimization of process parameters - Identifying the most important parameters for your product or process - Optimal choice of raw materials and the replacement of existing raw materials with substitutes [![Ozen Engineering, Inc.](https://app.ozeninc.com/hs-fs/hubfs/Ozen%20Long%20-%20Back%20(1)-4.png?width=200&height=80&name=Ozen%20Long%20-%20Back%20(1)-4.png "Ozen Engineering, Inc.")](http://www.ozeninc.com) 1210 E Arques Ave #207 Sunnyvale, CA 94085 - [Resources](https://blog.ozeninc.com/resources) --- facebook-f icon linkedin-in icon Twitter icon instagram icon Copyright © 2026, Ozen Engineering Inc.