Integrating machine learning and multiscale modeling—perspectives, challenges, and opportunities in the biological, biomedical, and behavioral sciences von Alber, Mark, Buganza Tepole, Adrian, Cannon, William R., De, Suvranu, Dura-Bernal, Salvador, Garikipati, Krishna, Karniadakis, George, Lytton, William W., Perdikaris, Paris, Petzold, Linda, Kuhl, Ellen

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Multiscale Modeling Meets Machine Learning: What Can We Learn? von Peng, Grace C. Y., Alber, Mark, Buganza Tepole, Adrian, Cannon, William R., De, Suvranu, Dura-Bernal, Savador, Garikipati, Krishna, Karniadakis, George, Lytton, William W., Perdikaris, Paris, Petzold, Linda, Kuhl, Ellen

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Second order threshold dynamics schemes for two phase motion by mean curvature von Zaitzeff, Alexander, Esedoḡlu, Selim, Garikipati, Krishna

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A coarse-grained red blood cell membrane model to study stomatocyte-discocyte-echinocyte morphologies von Geekiyanage, Nadeeshani Maheshika, Balanant, Marie Anne, Sauret, Emilie, Saha, Suvash, Flower, Robert, Lim, Chwee Teck, Gu, YuanTong

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Accumulation of mechanical forces in tumors is related to hyaluronan content and tissue stiffness von Voutouri, Chrysovalantis, Stylianopoulos, Triantafyllos

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Digital twinning of Cellular Capsule Technology: Emerging outcomes from the perspective of porous media mechanics von Urcun, Stéphane, Rohan, Pierre-Yves, Skalli, Wafa, Nassoy, Pierre, Bordas, Stéphane P. A, Sciumè, Giuseppe

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Data-Driven Modelling and Scientific Machine Learning in Continuum Physics von Garikipati, Krishna

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Extension of a multiphase tumour growth model to study nanoparticle delivery to solid tumours von Wirthl, Barbara, Kremheller, Johannes, Schrefler, Bernhard A, Wall, Wolfgang A

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Machine learning materials physics: Multi-resolution neural networks learn the free energy and nonlinear elastic response of evolving microstructures von Zhang, Xiaoxuan, Garikipati, Krishna

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Comparative mechanics of diverse mammalian carotid arteries von Prim, David A, Mohamed, Mohamed A, Lane, Brooks A, Poblete, Kelley, Wierzbicki, Mark A, Lessner, Susan M, Shazly, Tarek, Eberth, John F

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Active microrheology determines scale-dependent material properties of Chaetopterus mucus von Weigand, W J, Messmore, A, Tu, J, Morales-Sanz, A, Blair, D L, Deheyn, D D, Urbach, J S, Robertson-Anderson, R M

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Investigation of the macroscopic behaviour of laminates shells (MBLS) under varying loads using low order CSFE-sh FEM and the N-T's 2-D shell equations von Anyi, Joseph Nkongho, Pouakam, Alexandra Tchamdjie, Amba, Jean Chills, Eric, Fongho, Nizegha, Platon Dongmo, Momha, Merlin Bodol, Djopkop, Landry, Nzengwa, Robert

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Improving accuracy for finite element modeling of endovascular coiling of intracranial aneurysm von Damiano, Robert J, Tutino, Vincent M, Lamooki, Saeb R, Paliwal, Nikhil, Dargush, Gary F, Davies, Jason M, Siddiqui, Adnan H, Meng, Hui

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Experimental study of isolas in nonlinear systems featuring modal interactions von Detroux, Thibaut, Noël, Jean-Philippe, Virgin, Lawrence N, Kerschen, Gaëtan

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Growth-profile configuration for specific deformations of tubular organs: A study of growth-induced thinning and dilation of the human cervix von Gou, Kun, Baek, Seungik, Lutnesky, Marvin M F, Han, Hai-Chao

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Compressive behaviour of soft contact lenses and its effect on refractive power on the eye and handling off the eye von Shihab, Ahmad H, Eliasy, Ashkan, Lopes, Bernardo T, Wu, Richard, White, Lynn, Jones, Steve, Geraghty, Brendan, Joda, Akram, Elsheikh, Ahmed, Abass, Ahmed

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A perspective on regression and Bayesian approaches for system identification of pattern formation dynamics von Wang, Zhenlin, Wu, Bowei, Garikipati, Krishna, Huan, Xun

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A computational framework for the morpho-elastic development of molluskan shells by surface and volume growth von Rudraraju, Shiva, Moulton, Derek E, Chirat, Régis, Goriely, Alain, Garikipati, Krishna

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Methodology for Sensitivity Analysis of Homogenized Cross-Sections to Instantaneous and Historical Lattice Conditions with Application to AP1000® PWR Lattice von Price, Dean, Folk, Thomas, Duschenes, Matthew, Garikipati, Krishna, Kochunas, Brendan

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Dual number-based variational data assimilation: Constructing exact tangent linear and adjoint code from nonlinear model evaluations von Mattern, Jann Paul, Edwards, Christopher A, Hill, Christopher N

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