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Multiscale modeling meets machine learning: What can we learn?
Peng GCY, Alber M, Tepole AB, Cannon WR, De S, Dura-Bernal S, Garikipati K, Karniadakis G, Lytton WW, Perdikaris P, Petzold L, Kuhl E. Peng GCY, et al. Among authors: garikipati k. Arch Comput Methods Eng. 2021 May;28(3):1017-1037. doi: 10.1007/s11831-020-09405-5. Epub 2020 Feb 17. Arch Comput Methods Eng. 2021. PMID: 34093005 Free PMC article.
Elastic free energy drives the shape of prevascular solid tumors.
Mills KL, Kemkemer R, Rudraraju S, Garikipati K. Mills KL, et al. Among authors: garikipati k. PLoS One. 2014 Jul 29;9(7):e103245. doi: 10.1371/journal.pone.0103245. eCollection 2014. PLoS One. 2014. PMID: 25072702 Free PMC article.
Coordination of signaling and tissue mechanics during morphogenesis of murine intestinal villi: a role for mitotic cell rounding.
Freddo AM, Shoffner SK, Shao Y, Taniguchi K, Grosse AS, Guysinger MN, Wang S, Rudraraju S, Margolis B, Garikipati K, Schnell S, Gumucio DL. Freddo AM, et al. Among authors: garikipati k. Integr Biol (Camb). 2016 Sep 12;8(9):918-28. doi: 10.1039/c6ib00046k. Epub 2016 Aug 1. Integr Biol (Camb). 2016. PMID: 27476872 Free PMC article.
Integrating machine learning and multiscale modeling-perspectives, challenges, and opportunities in the biological, biomedical, and behavioral sciences.
Alber M, Buganza Tepole A, Cannon WR, De S, Dura-Bernal S, Garikipati K, Karniadakis G, Lytton WW, Perdikaris P, Petzold L, Kuhl E. Alber M, et al. Among authors: garikipati k. NPJ Digit Med. 2019 Nov 25;2:115. doi: 10.1038/s41746-019-0193-y. eCollection 2019. NPJ Digit Med. 2019. PMID: 31799423 Free PMC article. Review.
Mechanics in biology: cells and tissues.
Ambrosi D, Garikipati K, Kuhl E. Ambrosi D, et al. Among authors: garikipati k. Philos Trans A Math Phys Eng Sci. 2009 Sep 13;367(1902):3335-7. doi: 10.1098/rsta.2009.0122. Philos Trans A Math Phys Eng Sci. 2009. PMID: 19657002 No abstract available.
31 results