• DocumentCode
    2205281
  • Title

    Toward an Automatic Load Balanced Distribution Model in Conjugate Gradient Method for One-Dimensional One-Phase Oil Reservoir Simulation

  • Author

    Ismail, Leila ; Abou-Kassem, J.H.

  • Author_Institution
    Comput. Sci. & Software Eng., Pet. & Chem. Eng., United Arab Emirates Univ., Al-Ain, United Arab Emirates
  • fYear
    2010
  • fDate
    June 29 2010-July 1 2010
  • Firstpage
    2958
  • Lastpage
    2963
  • Abstract
    Oil reservoir simulators depend on numerical solvers to solve reservoir algebraic equations which represent the reservoir characteristics. Conjugate Gradient (CG) method is one of the most popular iterative linear solvers used. Parallelizing CG is then an essential step to increase the performance of the simulator using it. In this paper, we introduce an automatic parallel computational loading balancing model for CG. In particular, we introduce an automatic parallel load balanced distributed computational model for the matrix-vector multiplication which heavily contributes to the reduction of the complexity of the CG. Our algorithm allows an equal distribution of the CG computation on the number of workers involved in the parallel computing.
  • Keywords
    computational complexity; conjugate gradient methods; hydrocarbon reservoirs; iterative methods; linear algebra; matrix multiplication; parallel processing; petroleum industry; resource allocation; CG complexity reduction; automatic load balanced distribution model; automatic parallel computational loading balancing model; conjugate gradient method; iterative linear solvers; matrix vector multiplication; one dimensional one phase oil reservoir simulation; reservoir algebraic equation; Complexity theory; Computational modeling; Equations; Indexes; Load modeling; Mathematical model; Reservoirs; Conjugate Gradient (CG) Method; Distributed Systems; Oil Reservoir Simulator; Parallel Computing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Technology (CIT), 2010 IEEE 10th International Conference on
  • Conference_Location
    Bradford
  • Print_ISBN
    978-1-4244-7547-6
  • Type

    conf

  • DOI
    10.1109/CIT.2010.494
  • Filename
    5578502