Reservoir description using a binary level set model

被引:11
|
作者
Nielsen, Lars Kristian [1 ,2 ]
Li, Hongwei [2 ,3 ]
Tai, Xue-Cheng [1 ,4 ]
Aanonsen, Sigurd Ivar [1 ,2 ]
Espedal, Magne [1 ,2 ]
机构
[1] Univ Bergen, Dept Math, N-5020 Bergen, Norway
[2] Univ Bergen, Ctr Integrated Petr Res, N-5020 Bergen, Norway
[3] Capital Normal Univ, Dept Math, Beijing 10037, Peoples R China
[4] Nanyang Technol Univ, Sch Phys & Math Sci, Div Math Sci, Singapore 637616, Singapore
关键词
Inverse problems; Reservoir description; Parameter identification; Two phase flow; Level set methods; Augmented Lagrangian optimization; Total variation regularization;
D O I
10.1007/s00791-008-0121-1
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We consider the inverse problem of permeability estimation for two-phase flow in porous media. In the parameter estimation process we utilize both data from the wells (production data) and spatially distributed data (from timelapse seismic data). The problem is solved by approximating the permeability field by a piecewise constant function, where we allow the discontinuity curves to have arbitrary shape with some forced regularity. To achieve this, we have utilized level set functions to represent the permeability field and applied an additional total variation regularization. The optimization problem is solved by a variational augmented Lagrangian approach. A binary level set formulation is used to determine both the curves of discontinuities and the constant values for each region. We do not need any initial guess for the geometries of the discontinuities, only a reasonable guess of the constant levels is required.
引用
收藏
页码:41 / 58
页数:18
相关论文
共 50 条
  • [1] RESERVOIR DESCRIPTION BY USING A PIECEWISE CONSTANT LEVEL SET METHOD
    Hongwei Li Center for Integrated Petroleum Research
    Department of Mathematics
    Division of Mathematical Sciences
    JournalofComputationalMathematics, 2008, 26 (03) : 365 - 377
  • [2] Reservoir description by using a Piecewise Constant Level Set Method
    Li, Hongwei
    Tai, Xuecheng
    Aanonsen, Sigurd Ivar
    JOURNAL OF COMPUTATIONAL MATHEMATICS, 2008, 26 (03) : 365 - 377
  • [3] Binary Level Set Methods for Dynamic Reservoir Characterization by Operator Splitting Scheme
    Yao, Changhui
    ADVANCES IN APPLIED MATHEMATICS AND MECHANICS, 2012, 4 (06) : 780 - 798
  • [4] Reservoir characterization using stochastic initializations and the level set method
    Villegas, Rossmary
    Dorn, Oliver
    Moscoso, Miguel
    Kindelan, Manuel
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 56 (03) : 697 - 708
  • [5] BINARY LEVEL SET METHOD FOR VARIATIONAL IMPLICIT SOLVATION MODEL
    Zhang, Ray Zirui
    Cheng, Li-Tien
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2023, 45 (05): : B618 - B645
  • [6] A new binary level set model using L0 regularizer for image segmentation
    Biswas, Soumen
    Hazra, Ranjay
    SIGNAL PROCESSING, 2020, 174
  • [7] Robust Edge Detection Using Mumford-Shah Model and Binary Level Set Method
    Wang, Li-Lian
    Shi, Yu-Ying
    Tai, Xue-Cheng
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, 2012, 6667 : 291 - +
  • [8] A binary level set model for elliptic inverse problems with discontinuous coefficients
    Nielsen, Lars Kristian
    Tai, Xue-Cheng
    Aanonsen, Sigurd Ivar
    Espedal, Magne
    INTERNATIONAL JOURNAL OF NUMERICAL ANALYSIS AND MODELING, 2007, 4 (01) : 74 - 99
  • [9] Image Segmentation Using Binary Level Set Method Based on Region-based GAC Model
    Ren Ge
    Cao Xing-Qin
    Pan Wei-Min
    Yang Yong
    MATERIALS ENGINEERING FOR ADVANCED TECHNOLOGIES, PTS 1 AND 2, 2011, 480-481 : 1206 - 1209
  • [10] A Numerical Analysis of the Binary Droplet Collision by Using a Level Set Method
    Lee, Sang Hyuk
    Hur, Nahmkeon
    TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS B, 2011, 35 (04) : 353 - 360