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Page 1
Predictive scale-bridging simulations through active learning.
Sci Rep. 2023 Sep 27;13(1):16262. doi: 10.1038/s41598-023-42823-6.
Sci Rep. 2023.
PMID: 37758757
Free PMC article.
A machine learning framework for rapid forecasting and history matching in unconventional reservoirs.
Srinivasan S, O'Malley D, Mudunuru MK, Sweeney MR, Hyman JD, Karra S, Frash L, Carey JW, Gross MR, Guthrie GD, Carr T, Li L, Viswanathan HS.
Srinivasan S, et al. Among authors: karra s.
Sci Rep. 2021 Nov 5;11(1):21730. doi: 10.1038/s41598-021-01023-w.
Sci Rep. 2021.
PMID: 34741046
Free PMC article.
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Modeling and scale-bridging using machine learning: nanoconfinement effects in porous media.
Lubbers N, Agarwal A, Chen Y, Son S, Mehana M, Kang Q, Karra S, Junghans C, Germann TC, Viswanathan HS.
Lubbers N, et al. Among authors: karra s.
Sci Rep. 2020 Aug 7;10(1):13312. doi: 10.1038/s41598-020-69661-0.
Sci Rep. 2020.
PMID: 32770012
Free PMC article.
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Transient flow modeling in fractured media using graphs.
Srinivasan S, O'Malley D, Hyman JD, Karra S, Viswanathan HS, Srinivasan G.
Srinivasan S, et al. Among authors: karra s.
Phys Rev E. 2020 Nov;102(5-1):052310. doi: 10.1103/PhysRevE.102.052310.
Phys Rev E. 2020.
PMID: 33327157
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Quantifying Topological Uncertainty in Fractured Systems using Graph Theory and Machine Learning.
Srinivasan G, Hyman JD, Osthus DA, Moore BA, O'Malley D, Karra S, Rougier E, Hagberg AA, Hunter A, Viswanathan HS.
Srinivasan G, et al. Among authors: karra s.
Sci Rep. 2018 Aug 3;8(1):11665. doi: 10.1038/s41598-018-30117-1.
Sci Rep. 2018.
PMID: 30076388
Free PMC article.
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Branching of hydraulic cracks enabling permeability of gas or oil shale with closed natural fractures.
Rahimi-Aghdam S, Chau VT, Lee H, Nguyen H, Li W, Karra S, Rougier E, Viswanathan H, Srinivasan G, Bažant ZP.
Rahimi-Aghdam S, et al. Among authors: karra s.
Proc Natl Acad Sci U S A. 2019 Jan 29;116(5):1532-1537. doi: 10.1073/pnas.1818529116. Epub 2019 Jan 11.
Proc Natl Acad Sci U S A. 2019.
PMID: 30635428
Free PMC article.
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Analysis and Visualization of Discrete Fracture Networks Using a Flow Topology Graph.
Aldrich G, Hyman JD, Karra S, Gable CW, Makedonska N, Viswanathan H, Woodring J, Hamann B.
Aldrich G, et al. Among authors: karra s.
IEEE Trans Vis Comput Graph. 2017 Aug;23(8):1896-1909. doi: 10.1109/TVCG.2016.2582174. Epub 2016 Jun 20.
IEEE Trans Vis Comput Graph. 2017.
PMID: 27333605
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