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.