This paper outlines the early history of optimization technology for the design of microwave circuits—a personal journey filled with aspirations, academic contributions, and commercial innovations.

Existing circuits for composite optimization problems tend to ignore the structure of nonsmooth objectives and lead to less practicability. To this end, with a proximal projection neural network (PPNN ...