3D AI/ML Predictive Model with Ansys Mechanical and Ansys optiSLang Software (Workshop)

In this workshop, you will learn about building scalar and 3D AI/ML models with Ansys optiSLang^® process integration and design optimization software. The setup for automating Ansys Workbench™ simulation integration platform simulations with parameters to generate the data and building the AI/ML from it are described step by step. Furthermore, you will learn how to find out the most impactful parameters and analyse the predictive quality of the scalar and 3D AI/ML models. Finally, the 3D Machine Learning model can be used to predict new results in real-time.

Learning Outcomes:

Following completion of this workshop, you will be able to:

• Automatize Ansys Workbench in the Ansys optiSLang application.
• Use of Sensitivity Wizard in Ansys optiSLang to set up the adaptive data generation with the AMOP algorithm.
• Build and analyze the quality of a scalar (0D) Machine Learning model with Ansys optiSLang. Find out the most impactful parameters on scalar results from the simulation.
• Build and analyze the quality of a field (3D) Machine Learning model with Ansys optiSLang.
• Find out the most impactful parameters on our field results from the simulation.
• Use the 3D Machine Learning model to predict new field results in real-time.
• Understand information of the post processing for scalar (0D) and field (3D) Machine Learning models.

Prerequisites:

• Completion of Ansys optiSLang Getting Started course is required.
• Completion of Ansys Mechanical Parametric Solutions course is required.

Please note: These training materials were developed and tested in the 2024R2 release.