Deep-learning enabled generalized inverse design of multi-port radio-frequency and sub-terahertz passives and integrated circuits

Utilizing the deep-learning enabled robust EM emulator that eliminates the need for time and resource intensive EM simulations, one can now conceive of rapid synthesis in the large design space of arbitrary structures and circuits with optimization algorithms (Fig. 1c).