• DocumentCode
    518748
  • Title

    Solving ill-posed problem of whole-cycle ambiguities estimation using damped singular value decomposition

  • Author

    Chang, Xu ; Lu, Zhu

  • Author_Institution
    Dept. of Hydraulic Eng., Zhejiang Water Conservancy & Hydropower Coll., Hangzhou, China
  • Volume
    4
  • fYear
    2010
  • fDate
    27-29 March 2010
  • Firstpage
    594
  • Lastpage
    597
  • Abstract
    In this paper we deal with the ill-posed problems of whole-cycle ambiguities estimation by damped singular value decomposition (DSVD). First, we presented a singular normal equation matrix of whole-cycle ambiguities estimation, and then added synthetic noises to the right hand side to create two “noisy problems”. Second, we performed DSVD in conjunction with some parameter-choice approaches (e.g., the L-curve, generalized cross-validation (GCV) function, and normalized cumulative periodogram (NCP)), to solve ill-posed problems under different noise conditions. Finally, we also discussed the performance of these parameter-choice approaches. The results indicate that DSVD is promising in solving ill-posed problems, and the selection of regularization parameter has significant effect on the ambiguities estimation.
  • Keywords
    least squares approximations; singular value decomposition; damped singular value decomposition; ill posed problem; normalized cumulative periodogram; parameter choice approach; singular normal equation matrix; whole cycle ambiguities estimation; Educational institutions; Equations; Filters; Global Positioning System; Hydroelectric power generation; Matrix decomposition; Parameter estimation; Singular value decomposition; State estimation; Water conservation; GCV; L-curve; NCP; damped singular value decomposition; regularization parameter; whole-cycle ambiguity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Computer Control (ICACC), 2010 2nd International Conference on
  • Conference_Location
    Shenyang
  • Print_ISBN
    978-1-4244-5845-5
  • Type

    conf

  • DOI
    10.1109/ICACC.2010.5486905
  • Filename
    5486905