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Ph.D. Proposal Oral Exam - Hyung Joon Cho

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Title:  Deep Learning Based Optical Performance Monitoring for Digital Coherent Optical Receivers

Committee: 

Dr. Ralph, Advisor

Dr. Klein, Chair

Dr. Romberg

Abstract: The objectives of the proposed research are (a) to develop machine learning techniques that can estimate optical performance monitoring metrics in optical communication, deploying a new optical link and checking the conditions of the established links; (b) to assess the performance of the associated machine learning techniques; (c) to understand the factors that limit the estimation performance; and (d) to identify optimal proxies for applying machine learning in digital coherent optical receivers.

Status

  • Workflow Status:Published
  • Created By:Daniela Staiculescu
  • Created:06/10/2020
  • Modified By:Daniela Staiculescu
  • Modified:06/10/2020

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