Porth Ymchwil

Active Learning with Gaussian Process Regression and Physical Models for Robust SNR Estimation

Allbwn ymchwil: Cyfraniad at gynhadledd › Papur › adolygiad gan gymheiriaid

Fersiynau electronig

Dogfennau

  • Xiaoyan Ye
    Institute of Criminology, University of Cambridge, Cambridge
  • Mariane Mansour
    Institute of Criminology, University of Cambridge, Cambridge
  • Md Saifuddin Faruk
    Ysgol Cyfrifiadureg a Pheirianneg
  • Charles Laperle
    Ciena, ottawa, Ontario, Canada
  • Michael Reimer
    Ciena, ottawa, Ontario, Canada
  • Maurice O'Sullivan
    Ciena Canada, Inc. Ottawa
  • Seb J. Savory
    Institute of Criminology, University of Cambridge, Cambridge
We demonstrate improved performance using active learning for both GPR
and hybrid models to predict SNR using experimental data from a 15-channel WDM
system over 1000km. Physical model interpreted GPR agrees with interpreting
measured data
Iaith wreiddiolSaesneg
StatwsCyhoeddwyd - 2025

Cyfanswm lawlrlwytho

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