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From Physics Based Simulation to AI Driven Models of Stent Frames for Transcatheter Valve Replacement

The goal of this presentation is to show how simulation workflows can generate sufficient training data for an AI system that rapidly predicts the deformation of transcatheter aortic valve replacements. Two examples will illustrate how SimAI can support the stent-frame design process, enabling faster evaluation of design variants. A third example will focus on a clinical use case, demonstrating how rapid deployment predictions could provide valuable insights during a surgical procedure. Altogether, this approach allows design engineers to quickly assess concepts under realistic loading conditions and streamline both development and clinical decision‑making.

Date/Time:
June 25, 2026
11:00 AM EDT / 4:00 PM GMT / 5:00 PM CEST

Venue:
Virtual

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Overview

The goal of this presentation is to show how simulation workflows can generate sufficient training data for an AI system that rapidly predicts the deformation of transcatheter aortic valve replacements. Two examples will illustrate how SimAI can support the stent-frame design process, enabling faster evaluation of design variants. A third example will focus on a clinical use case, demonstrating how rapid deployment predictions could provide valuable insights during a surgical procedure. Altogether, this approach allows design engineers to quickly assess concepts under realistic loading conditions and streamline both development and clinical decision‑making.

What Attendees Will Learn

  • How physics-based simulations can be used to generate robust training data for AI models that predict TAVR stent-frame deformation

  • How SimAI enables rapid evaluation of stent-frame design variants, accelerating the device development workflow

  • How AI-driven deployment predictions can support clinical decision-making by providing fast, actionable insights during procedures

Who Should Attend

  • Engineers, researchers, and clinicians working at the intersection of simulation, AI, and transcatheter heart valve technologies

Speakers

  • Nils Karajan, Application Engineer, Sr Archtiect, Dynamore Part of Synopsys
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