Frequency circuit simulators solve the Sparameters of a circuit that connects several pcells, each of which is described by its Sparameters.
You can use 3 circuit simulators:
- SAX (open source). Based on Google's Machine learning library JAX.
- Ansys Lumerical interconnect.