Physics Behavior Creation Essentials

What you will learn

• <p>Upon completion of this course, you will be able to:</p><ul><li><p>Understand the motivation for integrating AI into simulation workflows</p></li><li><p>Apply Physics Behavior Creator and Physics Simulation Advisor for AI-powered surrogate modeling and rapid physics prediction</p></li><li><p>Create disciplines and performance models</p></li><li><p>Generate simulation data for machine learning training</p></li><li><p>Train machine learning surrogate models</p></li><li><p>Assess the quality of machine learning models</p></li><li><p>Predict physics behavior rapidly using pretrained machine learning models</p></li><li><p>Explore design variants, create and compare favorites</p></li></ul><p></p>

Topics covered

• Overview - Physics Behavior Creation Essentials10 mins
• 1 - Introduction to Machine Learning Surrogate Modeling and Physics Prediction40 mins
• 2 - Machine Learning Training Data (DOE)
• 3 - Training Machine Learning Surrogate Models
• 4 - Model Assessment and Validation
• 5 - Physics Behavior Prediction (Physics Simulation Advisor)

Prerequisites

<p>The following course is required prior to taking this one:</p><ul><li><p>Structural Simulation Essentials</p></li></ul><p>Basic knowledge of model parameterization and process automation using Process Composer is recommended</p>