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PI Probaligence Gmbh

19.09.2024

CADFEM Media Center

Let’s Simulate – Generation of simulation-based training data for AI models

How experts use automated Ansys processes to generate high-quality data sets for machine learning

AI-generated results are produced quickly. But where does cleverly selected training data come from to obtain credible results? In this series, Daniel and Kevin show how you can automatically generate samples via simulation calculations in Ansys… and how to select them in a clever way to maximize the predictive quality of your AI model. The Ansys Workbench projects are automated either with python, APDL or pyDPF. And the outputs of the training data shown range from individual parameters and curves to complete fields such as the stress field of a reshaped snap spring. This series is a must for all AI enthusiasts! Please note, lecture language is German!

03.08.2024

AI in medium-sized businesses  1

Answers to Dr. Cremanns’ open questions from CADFEM’s Blueprint Format on the AI ​​megatrend:

Is AI suitable for SMEs?
What do use cases look like?
Do companies need experts?
When should you work with open source solutions?

 

 

03.08.2024

AI is top priority  2

Answers to Dr. Cremanns’ open questions from CADFEM’s Blueprint Format on AI:

Is an AI strategy needed?
Is there a “general approach” for using AI in engineering?Which use cases are particularly suitable?
Where does AI reach its limits?

03.08.2024

AI insights for users  3

Answers to Dr. Cremanns’ open questions from CADFEM’s Blueprint Format on AI in SMEs:

Are there tips & tricks for generating valid training data?Why is it important to start with a concrete use case?
What techniques are there for validating the results?

30.04.2024

Multi-fidelity ML Modeling & Optimization | CADFEM meets Dr. Kevin Cremanns

Interview with Christoph Müller, Managing Director CADFEM International and Kevin Cremanns, Co-Founder of PI Probaligence GmbH on the topic of multi-fidelity modelling.

11.04.2024

CADFEM Conference 2024

PI Probaligence GmbH on the CADFEM Conference in Darmstadt,. Dr. Cremanns showed 2 presentations and we had many fruitful meetings with leading engineering companies.

11.04.2024

Dr. Christoph Müller and Prof. Dirk Roos at the CADFEM Conferernce 2024

Probabilistic intelligence – how artificial intelligence becomes more efficient and reliable  (Language: German)

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