Real-Time Multiphysics Simulation Platform

A research organization needed to characterize high-frequency devices and explore electromagnetic field interactions, but existing simulation tools required hours per run on dedicated workstations. This batch-mode workflow blocked interactive design exploration and made inverse design approaches computationally impractical.

The core challenge was building a simulation platform fast enough for real-time interaction—where researchers could adjust parameters and see results update continuously rather than waiting for batch jobs to complete. This required fundamentally rethinking how simulations were structured and computed.

Without real-time simulation capability, researchers were limited to testing a handful of design variations, potentially missing optimal solutions in the vast design space that faster exploration would reveal.

The engagement delivered a web-based simulation platform with a streaming computation engine that updates results as parameters change, enabling truly interactive electromagnetic analysis and design exploration.

The delivered platform enables researchers to explore device designs interactively, seeing field patterns and performance metrics update in real-time as they adjust geometry, materials, and excitation parameters. The web-based interface allows access from any browser without specialized software installation.

Design iterations that previously took days now happen in minutes. The inverse design capability enables researchers to specify desired performance and let the system find geometries that achieve those targets—exploring design spaces that were previously computationally inaccessible.