• DocumentCode
    699548
  • Title

    Multi-PSF modelling for x-ray diffraction pattern reconstruction

  • Author

    Daan Zhu ; Razaz, Moe ; Hemmnings, Andrew ; Binhai Wang

  • Author_Institution
    Sch. of Comput. Sci., Univ. of East Anglia, Norwich, UK
  • fYear
    2004
  • fDate
    6-10 Sept. 2004
  • Firstpage
    529
  • Lastpage
    532
  • Abstract
    In this paper, we present a point spread function (PSF) modelling technique to improve restoration of x-ray diffraction pattern (XRD). Different diffraction areas have different distortion orientations due to diffuse light distortion (DLD). A new multiple PSF model is introduced and used to restore XRD data. Raw PSFs are collected from isolated spots from x-ray diffraction pattern in high resolution areas which represent orientation of DLDs. An adaptive ridge regression (ARR) technique is used to remove noise from the raw PSF. A target Gaussian function is used to model the raw PSFs. A gradient descent algorithm (GDA) is used to find optimum parameters in a Gaussian function. A set of XRD data are restored by an iterative deconvolution algorithm (IDA) using the modelled PSFs. Experimental results using a single and multiple PSFs are presented and discussed. We show that by using a multiple PSF model in the deconvolution algorithm improved restored X-ray patterns are obtained and as a result the symmetry estimator and χ2 are improved.
  • Keywords
    Gaussian processes; X-ray diffraction; deconvolution; gradient methods; iterative methods; optical distortion; optical transfer function; signal denoising; signal resolution; signal restoration; ARR technique; DLD; GOA; Gaussian function; IDA; X-ray diffraction pattern reconstruction; XRD data restoration; adaptive ridge regression technique; diffuse light distortion; distortion orientations; gradient descent algorithm; iterative deconvolution algorithm; multiPSF modelling; noise removal; point spread function modelling technique; symmetry estimator; Abstracts; Algorithm design and analysis; Artificial intelligence; Crystals; Image restoration; Optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2004 12th European
  • Conference_Location
    Vienna
  • Print_ISBN
    978-320-0001-65-7
  • Type

    conf

  • Filename
    7080078