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Basic Research Needs for Geosciences - Energetics Meetings and ...

Basic Research Needs for Geosciences - Energetics Meetings and ...

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GRAND CHALLENGE: SIMULATION OF MULTISCALE GEOLOGIC SYSTEMS FOR ULTRA-LONG TIMESproperties is perhaps the most important feature <strong>for</strong> causing different physical/chemicalphenomena to be important in different parts of the geologic system at different times. Aseamless multiscale framework would allow the scientific community to underst<strong>and</strong> theemergence of patterns, trends <strong>and</strong> behaviors observable at larger scales that may arise fromstructures <strong>and</strong> processes at smaller scales.Many processes associated with multiphase flow <strong>and</strong> reactive transport occur over characteristiclength <strong>and</strong> time scales, while heterogeneity inherent in geologic systems occurs at all lengthscales. The fundamental challenge is to identify <strong>and</strong> map the scales at which connectionsbetween process <strong>and</strong> heterogeneity are found. Such a map would in<strong>for</strong>m ef<strong>for</strong>ts to describemultiphase flow <strong>and</strong> chemically reactive transport in a seamless way <strong>and</strong> allow an organizeddescription of emergent behavior useful <strong>for</strong> developing the next generation of models applicableto the full range of relevant length scales.The scientific challenges are:• Accurate accounting of small-scale effects on the larger scales. The problem is complicatedby the fact that in many cases there may be no obvious scale separations. Challenges includethe appropriate mathematical <strong>and</strong> numerical representations at each scale <strong>and</strong> across scales<strong>for</strong> dynamic processes.• Development of stochastic mathematical <strong>and</strong> numerical frameworks that capture thenonlinear dynamic physical <strong>and</strong> chemical processes in geologic <strong>for</strong>mations. The probabilisticdescription must account <strong>for</strong> uncertainty due to (1) incomplete knowledge of inaccessiblescales, (2) imperfectly understood physical phenomena, <strong>and</strong> (3) measurement errors.• Accurate representation of physics, including nonlinear interactions spanning a multiplicityof scales which are not amenable to scale-averaging. The complexity of the representation isamplified in systems pushed far from equilibrium.• Limited characterization of geologic structure on the field scale due to difficult, spatiallysparse <strong>and</strong> temporally infrequent sampling, <strong>and</strong> continually changing conditions.• Developing iterative feedback loops between model <strong>for</strong>mulation <strong>and</strong> data acquisition.Significant computational challenges exist because the computational resources required to solvethese problems using Direct Numerical Simulation (DNS) at the required scale are not attainableeven with predicted increases in computing power. The computational challenges are:• The upscaled model typically includes fewer degrees of freedom at the expense of morecomplex (difficult to model) constitutive equations.• Upscaled models must be calibrated to ensure that fine scale influences are properlycaptured.• Accuracy estimates <strong>for</strong> the upscaled models need to be developed (Wallstrom et al. 1999).This will require running ensembles of statistically equivalent realizations of the model.• Scaleable linear <strong>and</strong> nonlinear solver algorithms <strong>for</strong> very large-scale computations must bedeveloped.<strong>Basic</strong> <strong>Research</strong> <strong>Needs</strong> <strong>for</strong> <strong>Geosciences</strong>: Facilitating 21 st Century Energy Systems 99

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