RF component design requires extensive simulation iteration
A defense research organization designed custom RF filters and resonators for integration with packaged oscillators, but each design required manual setup of complex simulation models and extensive parameter sweeps. The manual workflow limited the number of design variations that could be explored and introduced inconsistencies between projects.
The core challenge was automating simulation workflows to enable rapid exploration of filter topologies and resonator geometries. Different component types—disk cavity filters, planar filters, hairpin resonators, diamond resonators—each required specialized simulation approaches, and the organization needed a unified framework.
Without automation, engineers spent significant time on repetitive simulation setup rather than design innovation, and couldn't systematically explore the design space to find optimal configurations for harmonic control and oscillator integration.