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Online Segmented Recursive Least-Squares for Multipath Doppler Tracking

  • Jae Won Choi
  • , Girish Chowdhary
  • , Andrew C. Singer
  • , Hari Vishnu
  • , Amir Weiss
  • , Gregory W. Wornell
  • , Grant Deane
  • University of Illinois at Urbana-Champaign
  • National University of Singapore
  • Massachusetts Institute of Technology
  • University of California at San Diego

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Scopus citations

Abstract

Underwater communication signals typically suffer from distortion due to motion-induced Doppler. Especially in shallow water environments, recovering the signal is challenging due to the time-varying Doppler effects distorting each path differently. However, conventional Doppler estimation algorithms typically model uniform Doppler across all paths and often fail to provide robust Doppler tracking in multipath environments. In this paper, we propose a dynamic programming-inspired method, called online segmented recursive least-squares (OSRLS) to sequentially estimate the time-varying non-uniform Doppler across different multipath arrivals. By approximating the nonlinear time distortion as a piece-wise-linear Markov model, we formulate the problem in a dynamic programming framework known as segmented least-squares (SLS). In order to circumvent an ill-conditioned formulation, perturbations are added to the Doppler model during the linearization process. The successful operation of the algorithm is demonstrated in a simulation on a synthetic channel with time-varying non-uniform Doppler.

Original languageEnglish
Title of host publication2022 6th Underwater Communications and Networking Conference, UComms 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665474610
DOIs
StatePublished - 2022
Event6th Underwater Communications and Networking Conference, UComms 2022 - Lerici, Italy
Duration: Aug 30 2022Sep 1 2022

Publication series

Name2022 6th Underwater Communications and Networking Conference, UComms 2022

Conference

Conference6th Underwater Communications and Networking Conference, UComms 2022
Country/TerritoryItaly
CityLerici
Period08/30/2209/1/22

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