• DocumentCode
    545370
  • Title

    The application of block kriging estimation in porosity simulation

  • Author

    Mu, Chaomin ; Shi, Biming ; Zhang, Ting

  • Author_Institution
    Sch. of Energy Resources & Safety, Anhui Univ. of Sci. & Technol., Huainan, China
  • Volume
    1
  • fYear
    2011
  • fDate
    11-13 March 2011
  • Firstpage
    203
  • Lastpage
    206
  • Abstract
    Because porosity is an important parameter for the evaluation of transport properties in many scientific and engineering fields, some interpolation or extrapolation methods are used to estimate or predict the unknown porosity for better simulated results. However, it is quite difficult to predict the unknown porosity values only by some sparse conditional data in the process of simulation based on current popular interpolation methods. Any numerical modeling should incorporate all relevant information from different scale data including coarse scale support data (block data) and fine scale support data (point data) to improve interpolation accuracy. Block kriging estimation (BKRIG) is built on a combination of kriging using both point and block data. Under the rather severe restriction, block data are linear averages of their constituent point values. This method allows reproducing both block and point data at their locations. The experimental results demonstrate that BKRIG is practical in porosity simulation.
  • Keywords
    extrapolation; interpolation; porosity; statistical analysis; BKRIG; block kriging estimation; extrapolation method; interpolation method; porosity simulation; Covariance matrix; Data models; Estimation; Interpolation; Numerical models; Stochastic processes; block data; block kriging estimation; point data; porosity; simulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Research and Development (ICCRD), 2011 3rd International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-61284-839-6
  • Type

    conf

  • DOI
    10.1109/ICCRD.2011.5764004
  • Filename
    5764004