Learning-assisted procedures for i-Design would ensure the actual generalization of the design procedure in dealing with non-conventional topologies and functionalities.
LEMMA group is starting investigating a possible joint exploitation of these two paradigms, linked one to each other through the physical knowledge of the problem at hand.
As a first attempt, we focused on the i-Design of lens antennas by developing a deep learning-based approach, implemented as a tandem network [1].
[1] R. Palmeri, A. Yago Ruiz, R. Scapaticci, T. Isernia, and L. Crocco, “Learning-Based Procedures for Inverse Design of Electromagnetic Devices: A Preliminary Investigation,” IEEE 18th European Conference on Antennas and Propagation (EuCAP), 2024. click here