te3850

The TwinCAT 3 Machine Learning Creator automatically creates AI models based on data sets. These AI models can be optimized in terms of their accuracy and latency to ensure they run efficiently on Beckhoff Industrial PCs with TwinCAT products. The generated models can also still be used as standardized ONNX models beyond the Beckhoff product range. For use with TwinCAT products, a PLCopen XML with IEC 61131-3 code is created in addition to the ONNX file, which describes the complete AI pipeline and can be imported seamlessly into TwinCAT. The no-code development platform enables non-AI experts to efficiently develop high-quality AI applications. The Creator automates time-consuming AI development processes, even for data scientists, standardizes the creation of AI models in the company, and uses state-of-the-art AI methods from the field of AutoML (Automated Machine Learning). The development tool for AI applications provides extensive and transparent methods for displaying the behavior of the AI models created and comparing them with each other. The ability to generate automated reports supports auditing processes for AI model creation.