• DocumentCode
    1669700
  • Title

    Radio interferometric calibration using a riemannian manifold

  • Author

    Yatawatta, S.

  • Author_Institution
    ASTRON (Netherlands Inst. for Radio Astron.), Dwingeloo, Netherlands
  • fYear
    2013
  • Firstpage
    3866
  • Lastpage
    3870
  • Abstract
    In order to cope with the increased data volumes generated by modern radio interferometers such as LOFAR (Low Frequency Array) or SKA (Square Kilometre Array), fast and efficient calibration algorithms are essential. Traditional radio interferometric calibration is performed using nonlinear optimization techniques such as the Levenberg-Marquardt algorithm in Euclidean space. In this paper, we reformulate radio interferometric calibration as a nonlinear optimization problem on a Riemannian manifold. The reformulated calibration problem is solved using the Riemannian trust-region method. We show that calibration on a Riemannian manifold has faster convergence with reduced computational cost compared to conventional calibration in Euclidean space.
  • Keywords
    antenna arrays; interferometry; optimisation; Euclidean space; LOFAR; Levenberg-Marquardt algorithm; Riemannian manifold; Riemannian trust-region method; SKA; calibration algorithm; low frequency array; nonlinear optimization technique; radio interferometric calibration; square kilometre array; Arrays; Calibration; Cost function; Manifolds; Radio interferometry; Signal to noise ratio; Calibration; Interferometry; Radio interferometry;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6638382
  • Filename
    6638382