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Deep Digital Joint Source-Channel Based Wireless Speech Transmission

Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review

Abstract

In this paper, we study low-latency speech transmission over a wireless channel based on deep digital Joint Source-Channel Coding (JSCC). Inspired by recent advances in quantization techniques in the realm of JSSC problems, we explore the feasibility of employing constellation-constrained deep JSCC for speech transmission. Our proposed system leverages a single DNN to jointly handle source coding, channel coding, and direct output mapping to specific constellation points. We demonstrate the ability of the joint system to operate effectively under various latency constraints while outperforming separate systems, especially in adverse channel conditions. Simulation results validate the efficacy of our approach, highlighting its potential for real-world applications requiring low-latency speech transmission over wireless channels.

Original languageEnglish
Title of host publication32nd European Signal Processing Conference, EUSIPCO 2024 - Proceedings
Number of pages5
PublisherIEEE (Institute of Electrical and Electronics Engineers)
Publication date2024
Pages341-345
ISBN (Print)979-8-3315-1977-3
ISBN (Electronic)978-9-4645-9361-7
DOIs
Publication statusPublished - 2024
Event32nd European Signal Processing Conference, EUSIPCO 2024 - Lyon, France
Duration: 26 Aug 2024 → 30 Aug 2024

Conference

Conference32nd European Signal Processing Conference, EUSIPCO 2024
Country/TerritoryFrance
CityLyon
Period26/08/2024 → 30/08/2024
SeriesEuropean Signal Processing Conference
ISSN2219-5491

Bibliographical note

Publisher Copyright:
© 2024 European Signal Processing Conference, EUSIPCO. All rights reserved.

Keywords

  • edge communication
  • joint source-channel coding
  • low-latency
  • speech transmission

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