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The eDICEML digital twin is proposed which emulates networks and hosts of an instrument-computing ecosystem. It runs natively on an ecosystem’s host or as a portable virtual machine.

Process optimization

In scientific research and industrial applications, selecting the most accurate model to describe a relationship between input parameters and target characteristics of experiments is crucial.

Science-driven automated experiments

This invention presents technologies for characterizing physical properties of a sample's surface by combining image processing with machine learning techniques.