Webinar

Faster Surrogate Model Simulation - Accelerating Inverse PDE Problems

Webinar

Faster Surrogate Model Simulation - Accelerating Inverse PDE Problems

Event Date & Time

Oct 31, 2023, 1:00 PM

Oct 31, 2023, 1:00 PM

ET

Speakers

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Event Date & Time

Oct 31, 2023, 1:00 PM

ET

Speakers

Share

Engineers working on complex PDE systems grapple with computationally expensive inverse problems require substantial time and resources for parameter estimation and sensitivity analysis. Time-to-design can be substantially improved by leveraging JuliaSim and DigitalEcho to generate surrogate models of PDE systems.

In this webinar, Dr. Ranjan Anantharaman explains how to build surrogate models of PDE Systems and use them in downstream inverse problems. We will walk you through the steps to use JuliaSim surrogates and DigitalEcho technology, resulting in 100x faster time-to-optimal design and sensitivity analysis.

Learn how to:

  • Generate a surrogate model using JuliaSim Surrogates using large batch compute on the JuliaHub platform

  • Define an inverse problem using JuliaSim ModelOptimizer

  • Use a surrogate model to accelerate the optimization of the inverse problem

Speakers

Dr. Ranjan Anantharaman is a Sales Engineer at JuliaHub Inc., where he helps engineering firms leverage Dyad, the company’s system simulation product. His background is in modeling and simulation and scientific machine learning, and he holds a PhD in Mathematics and Computational Science from MIT. He is an active member of the Julia community and has organized JuliaCon since 2020, chairing the conference from 2023 to 2025. He is also a member of AIAA and ASHRAE.

Speakers

Dr. Ranjan Anantharaman is a Sales Engineer at JuliaHub Inc., where he helps engineering firms leverage Dyad, the company’s system simulation product. His background is in modeling and simulation and scientific machine learning, and he holds a PhD in Mathematics and Computational Science from MIT. He is an active member of the Julia community and has organized JuliaCon since 2020, chairing the conference from 2023 to 2025. He is also a member of AIAA and ASHRAE.

Speakers

Dr. Ranjan Anantharaman is a Sales Engineer at JuliaHub Inc., where he helps engineering firms leverage Dyad, the company’s system simulation product. His background is in modeling and simulation and scientific machine learning, and he holds a PhD in Mathematics and Computational Science from MIT. He is an active member of the Julia community and has organized JuliaCon since 2020, chairing the conference from 2023 to 2025. He is also a member of AIAA and ASHRAE.

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Faster Surrogate Model Simulation - Accelerating Inverse PDE Problems

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Faster Surrogate Model Simulation - Accelerating Inverse PDE Problems