Black-box Optimization of Parametrically Modeled Digital Circuitry for Optical Communications

Konferenz: ECOC 2024 - 50th European Conference on Optical Communication
22.09.2024-26.09.2024 in Frankfurt, Germany

Tagungsband: ITG-Fb. 317: ECOC 2024

Seiten: 4Sprache: EnglischTyp: PDF

Autoren:
Yoshida, Tsuyoshi; Sano, Hayato; Koshikawa, Shota; Xiafukaiti, Alifu; Karlsson, Magnus; Agrell, Erik

Inhalt:
An efficient development method is required for large-scale digital signal processing implementations. The proposed design method with parametric modeling and multi-objective optimization reduces the optimization time from 300 years by brute-force search to around 2 weeks by a heuristic solver using approximation and machine learning.