Sampling Bounds for 2-D Vector Field Tomography

被引:0
|
作者
Archontis Giannakidis
Maria Petrou
机构
[1] University of Surrey,Faculty of Engineering and Physical Sciences
[2] Imperial College,Department of Electrical and Electronic Engineering
关键词
Vector field tomography; Radon transform; Sampling theorem; Scanning geometry; Inverse problems;
D O I
暂无
中图分类号
学科分类号
摘要
The tomographic mapping of a 2-D vector field from line-integral data in the discrete domain requires the uniform sampling of the continuous Radon domain parameter space. In this paper we use sampling theory and derive limits for the sampling steps of the Radon parameters, so that no information is lost. It is shown that if Δx is the sampling interval of the reconstruction region and xmax  is the maximum value of domain parameter x, the steps one should use to sample Radon parameters ρ and θ should be: \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$\Delta\rho\leq\Delta x/\sqrt{2}$\end{document} and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$\Delta\theta\leq\Delta x/((\sqrt{2}+2)|x_{\max}|)$\end{document}. Experiments show that when the proposed sampling bounds are violated, the reconstruction accuracy of the vector field deteriorates. We further demonstrate that the employment of a scanning geometry that satisfies the proposed sampling requirements also increases the resilience to noise.
引用
收藏
页码:151 / 165
页数:14
相关论文
共 50 条
  • [1] Sampling Bounds for 2-D Vector Field Tomography
    Giannakidis, Archontis
    Petrou, Maria
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2010, 37 (02) : 151 - 165
  • [2] New upper bounds to determine the sampling rate in 2-D MLMFA
    Vande Ginste, Dries
    De Zutter, Daniel
    Knockaert, Luc
    [J]. 2009 IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM AND USNC/URSI NATIONAL RADIO SCIENCE MEETING, VOLS 1-6, 2009, : 605 - 608
  • [3] Experimental study on acoustic vector tomography of 2-D flow field in an experiment-scale furnace
    Li, YQ
    Zhou, HC
    [J]. FLOW MEASUREMENT AND INSTRUMENTATION, 2006, 17 (02) : 113 - 122
  • [4] EFFICIENT PARALLEL SAMPLING IN VECTOR FIELD TOMOGRAPHY
    DESBAT, L
    [J]. INVERSE PROBLEMS, 1995, 11 (05) : 995 - 1003
  • [5] Virtual sensors for 2D vector field tomography
    Giannakidis, Archontis
    Kotoulas, Leonidas
    Petrou, Maria
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2010, 27 (06) : 1331 - 1341
  • [6] DIRECT ALGEBRAIC RECONSTRUCTION AND OPTIMAL SAMPLING IN VECTOR FIELD TOMOGRAPHY
    DESBAT, L
    WERNSDORFER, A
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (08) : 1798 - 1808
  • [7] Spark under 2-D Fourier Sampling
    Biswas, Sampurna
    Dasgupta, Soura
    Jacob, Mathews
    Mudumbai, Raghuraman
    [J]. 2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2015, : 2821 - 2824
  • [8] SAMPLING THE 2-D RADON-TRANSFORM
    RATTEY, PA
    LINDGREN, AG
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1981, 29 (05): : 994 - 1002
  • [9] 2-D linear phase frequency sampling filters and 2-D linear phase frequency sampling filters with fourfold symmetry
    Stubberud, PA
    [J]. ISCAS 96: 1996 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - CIRCUITS AND SYSTEMS CONNECTING THE WORLD, VOL 2, 1996, : 356 - 359
  • [10] Improved 2-D Vector Field Reconstruction using Virtual Sensors and the Radon Transform
    Giannakidis, Archontis
    Kotoulas, Leonidas
    Petrou, Maria
    [J]. 2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, : 2725 - +