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Accelerating Lab-to-Plant Scale Up in Pharma Manufacturing with Ansys AI, GPU, and Guided Apps

This presentation will discuss the latest technological advancements in fluid mixing. We'll start with the core GPU technology, which supports single and multiphase flows, multi-species, and the entire spectrum of turbulence modeling (laminar, RANS, LES), and end with the latest end-to-end guided mixing custom app. The integration of AI and machine learning with fluid mixing simulations will be showcased through case studies. These case studies will focus on optimization, the extraction and use of surrogate models, and the application of Ansys SimAI.

Time:
June 19, 2025
11:00 AM EDT

Venue:
Virtual

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Overview

This session will present recent innovations in fluid mixing simulation, emphasizing performance, usability, and intelligent automation. It will begin with a look at the foundational GPU-accelerated computing architecture that enables efficient simulation of single-phase and multiphase flows, multi-species interactions, and a broad range of turbulence models, from laminar to RANS and LES. The presentation will also introduce a new guided workflow application purpose built to simplify and accelerate complex mixing studies. To conclude, we will showcase how artificial intelligence and machine learning are being applied to enhance simulation outcomes—through use cases involving design optimization, data-driven surrogate modeling, and practical applications of Ansys SimAI in fluid mixing environments.

What you will learn 

  • How to leverage GPU-accelerated solvers for simulating complex fluid mixing scenarios, including multiphase and multi-species flows with advanced turbulence modeling

  • How to streamline simulation workflows using a purpose-built, guided mixing application that simplifies setup, analysis, and results interpretation

  • How AI and machine learning enhance simulation value, with real-world case studies demonstrating optimization, surrogate modeling, and the application of Ansys SimAI

Speakers

Hossam Metwally - Senior Principal Application Engineer at Ansys

Samuel Talvy - Senior Application Engineer at Ansys

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