Question: Is SPE10
Realistic?
Answer: No, it's not even close
The fine scale 1.1 million cell description given for
Model 2 of the Tenth SPE Comparative Solution Project1,2 exhibits
10 orders of magnitude local variation in gridblock-average values of areal permeability (Kx or Ky), and in areal permeability anisotropy (Ky/Kx).
These variations are many orders of magnitude greater than in
any realistic description at the geologic model scale. In order to obtain this level of disparity in areal
gridblock-average permeabilities, gridblock areal
dimensions would have to approach the scale of the heterogeneities (vug
diameter or fracture or channel width). In this channelized fluvial
carbonate reservoir case with 10 by 20 foot areal blocks, channel width
would have to be on the order of feet. This extreme heterogeneity
produces Jacobian matrices that are far more
ill-conditioned than in any real case that we have seen. Many very
complex, powerful, and strongly converging solver methods have been
developed in the last 8 years that are claimed to represent improvement over
conventional methods based on their ability to solve the fine-grid SPE10 problem. This
includes AMG (algebraic multigrid), multi-level preconditioners, and
multiscale methods. We are not aware of any timings for
reproducible benchmarks (or other evidence) that have been presented that
demonstrate any advantages over conventional solver methods in realistic
simulations, except in rare cases where parallel computing may be required
due to extreme problem size and insufficient memory to run serially.
In those cases, those techniques that have been shown to provide excellent
parallel scalability may be the most efficient solution.
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http://www.spe.org/csp/
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Christie, M.A., and
Blunt, M.J., "Tenth SPE Comparative Solution Project: A Comparison of
Upscaling Techniques", SPE Reservoir Engineering and Evaluation, 4,
308-317, (2001).
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