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Beckhoff Automation Pte. Ltd.

#05-07/08 Nordic European Centre 3 International Business Park
Singapore 609927, Singapore

+65 6697 6220
info@beckhoff.com.sg
www.beckhoff.com.sg

TF3810 | TC3 Neural Network Inference Engine

TF3810 | TC3 Neural Network Inference Engine

TF3810 | TC3 Neural Network Inference Engine

TF3810 | TC3 Neural Network Inference Engine

TF3810 | TC3 Neural Network Inference Engine

TwinCAT Machine Learning

TwinCAT Machine Learning: Scalable, open and in real time

TwinCAT Machine Learning: scalable, open and in real-time

TwinCAT Machine Learning

TwinCAT Machine Learning: Scalable, open and in real time

TwinCAT Machine Learning: scalable, open and in real-time

Beckhoff offers a machine learning (ML) solution that is seamlessly integrated into TwinCAT 3. Building on established standards, it brings to ML applications the advantages of system openness familiar from PC-based control. In addition, the TwinCAT solution supports the execution of the machine learning models in real time. Its capabilities provide machine builders with an optimum foundation for enhancing machine performance.

The TF3810 TwinCAT 3 function is a high-performance execution module (inference machine) for trained neural networks. The neural networks are trained in established frameworks such as PyTorch, TensorFlow or MATLAB®. The information of the learned network is loaded to the inference machine as a description file. The standardized exchange format Open Neural Network Exchange (ONNX) is supported, so that the worlds of automation and data science merge seamlessly.

The execution module (ML runtime) can be called in TwinCAT 3 from the PLC, from C++ and via a cyclic task. The neural network is executed directly on the machine controller in the TwinCAT real-time cycle.

An example of a neural network is the Multi-Layer Perceptron (MLP). This can be used for the prediction of arbitrary variables. Example applications are residual lifetime prediction, sensor fusion, product quality prediction or automatic machine parameter tuning.

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Regular delivery

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