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Grid-refinement direction of arrival tracking via least square compressive sensing

  • Harbin Institute of Technology

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

Abstract

In this paper, we propose a novel DOA tracking algorithm based on Least Square Compressive Sensing. The algorithm comes from the observation that a compressive sensing problem turns into a least square problem once the support is known. Utilizing the support from former time instant, compressive sensing recovery is performed on residual when least square residual is bigger than a threshold. In order to improve the resolution and decrease computation complexity, grid refinement is performed before least square. Under the assumption that the sparsity pattern of signal changes slowly, the grid refinement step is sufficient to track the DOA and the compressive sensing recovery step can be omitted in most of the time. Numerical results demonstrate that the proposed DOA tracking algorithm possess better performance and requires less computational complexity.

Original languageEnglish
Title of host publicationProceedings - 2016 6th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2016
EditorsJunbao Li
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages211-215
Number of pages5
ISBN (Electronic)9781509011957
DOIs
StatePublished - 5 Dec 2016
Event6th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2016 - Harbin, Heilongjiang, China
Duration: 21 Jul 201623 Jul 2016

Publication series

NameProceedings - 2016 6th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2016

Conference

Conference6th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC 2016
Country/TerritoryChina
CityHarbin, Heilongjiang
Period21/07/1623/07/16

Keywords

  • Compressive sensing
  • DOA tracking
  • Grid refinement
  • Least square

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