Results 151 to 160 of about 60,531,842 (194)

Deblurring structural edges in variable thickness topology optimization via density-gradient-informed projection. [PDF]

Struct Multidiscipl Optim
Stankiewicz G, Dev C, Steinmann P.
europepmc   +1 more source

Hybrid Coupling With Operator Inference and the Overlapping Schwarz Alternating Method

International Journal for Numerical Methods in Engineering, Volume 127, Issue 17, 15 September 2026.
ABSTRACT This paper presents a hybrid approach for coupling subdomain‐local, nonintrusive Operator Inference (OpInf) reduced order models (ROMs) with each other and with subdomain‐local, high‐fidelity full order models (FOMs) using the overlapping Schwarz alternating method (O‐SAM).
Irina Tezaur, Eric Parish, Anthony Gruber, Ian Moore, Christopher Wentland, Alejandro Mota   +5 more
wiley   +1 more source

Towards unified AI-driven fracture mechanics: the extended deep energy method (XDEM). [PDF]

Nat Commun
Wang Y, Lin Y, Goswami S, Zhao L, Zhang H, Bai J, Anitescu C, Sadegh Eshaghi M, Zhuang X, Rabczuk T, Liu Y.   +10 more
europepmc   +1 more source

Machine‐Learning Enhanced Parametric Reynolds‐Averaged Navier‐Stokes Equations at the Full‐ and Reduced‐Order Levels

International Journal for Numerical Methods in Engineering, Volume 127, Issue 17, 15 September 2026.
ABSTRACT In this contribution, we focus on the Reynolds‐averaged Navier‐Stokes (RANS) models and their exploitation to build reliable reduced‐order models to further accelerate predictions for real‐time applications and many‐query scenarios. Specifically, we investigate how machine learning can be employed to enhance the predictive capabilities of the ...
Davide Oberto, Maria Strazzullo, Stefano Berrone   +2 more
wiley   +1 more source

Hybridndiff-UQ: Uncertainty quantification for hybrid neural differentiable modeling. [PDF]

Theor Appl Mech Lett
Akhare D, Luo T, Wang JX.
europepmc   +1 more source

Inverse Statistics of Active Matter Trajectories to Distinguish Interaction Kernel Anisotropy from Emergent Correlations. [PDF]

Bull Math Biol
Martina-Perez SF.
europepmc   +1 more source

Modeling tumor transport and growth with poroelastic biopolymer networks.

Soft Matter
Li Z, Ren Y, Kemkar S, Mollenkopf P, Kochanowski J, Janmey PA, Purohit PK, Radhakrishnan R, Vining KH.   +8 more
europepmc   +1 more source

Inference of weak-form partial differential equations describing migration and proliferation mechanisms in wound healing experiments on cancer cells. [PDF]

PLoS Comput Biol
Srivastava S, Kinnunen PC, Wang Z, Ho KKY, Humphries BA, Chen S, Linderman JJ, Luker GD, Luker KE, Garikipati K.   +9 more
europepmc   +1 more source

Analysis of stability and chaotic trajectories in nonlinear fluid wave interactions under forcing effects. [PDF]

Sci Rep
Kozubek T, Iqbal M, Riaz MB, Kazmi SS, Rehman MAU.   +4 more
europepmc   +1 more source