Dynamics of phononic materials and structures: Historical origins, recent progress, and future outlook

MI Hussein, MJ Leamy… - Applied …, 2014 - asmedigitalcollection.asme.org
The study of phononic materials and structures is an emerging discipline that lies at the
crossroads of vibration and acoustics engineering and condensed matter physics. Broadly …

Deep learning in computational mechanics: a review

L Herrmann, S Kollmannsberger - Computational Mechanics, 2024 - Springer
The rapid growth of deep learning research, including within the field of computational
mechanics, has resulted in an extensive and diverse body of literature. To help researchers …

Smart constitutive laws: Inelastic homogenization through machine learning

HJ Logarzo, G Capuano, JJ Rimoli - Computer methods in applied …, 2021 - Elsevier
Homogenizing the constitutive response of materials with nonlinear and history-dependent
behavior at the microscale is particularly challenging. In this case, the only option is …

Smart finite elements: A novel machine learning application

G Capuano, JJ Rimoli - Computer Methods in Applied Mechanics and …, 2019 - Elsevier
Many multiscale finite element formulations can become computationally expensive
because they rely on detailed models of the element's internal displacement field. This issue …

[HTML][HTML] A reduced Bloch operator finite element method for fast calculation of elastic complex band structures

A Palermo, A Marzani - International Journal of Solids and Structures, 2020 - Elsevier
This article presents an efficient reduced formulation of the Bloch Operator Finite Element
method to calculate complex band structures of periodic waveguides. The use of a Bloch …

[HTML][HTML] Symmetry-enforcing neural networks with applications to constitutive modeling

K Garanger, J Kraus, JJ Rimoli - Extreme Mechanics Letters, 2024 - Elsevier
The use of machine learning techniques to homogenize the effective behavior of arbitrary
microstructures has been shown to be not only efficient but also accurate. In a recent work …

An improved SPH method for simulating crack propagation and coalescence in rocks with pre-existing cracks

D Mu, H Qu, Y Zeng, A Tang - Engineering Fracture Mechanics, 2023 - Elsevier
An improved smoothed particle hydrodynamics (SPH) method is proposed to simulate the
failure process of rock samples with pre-existing cracks under compression loads. By …

Modeling fracture problems by the local mesh refinement NMM with variable-midside-node elements

K Wang, C Tang, G Li, H Zhang, Z Lu - Computers & Structures, 2023 - Elsevier
Uniform finite element meshes are usually used to discrete problem domain in the numerical
manifold method. This strategy provides high interpolation accuracy but is ineffective when …

[HTML][HTML] A Bloch wave reduction scheme for ultrafast band diagram and dynamic response computation in periodic structures

RF Boukadia, C Droz, MN Ichchou… - Finite Elements in Analysis …, 2018 - Elsevier
A variety of Reduced-Order Modelling (ROM) techniques have been developed for the
Wave/Finite Element (WFE) Framework. However most of these techniques are not …

Analysis of flexural wave bandgaps in periodic plate structures using differential quadrature element method

ZB Cheng, YG Xu, LL Zhang - International Journal of Mechanical Sciences, 2015 - Elsevier
By employing the first order shear deformation plate theory and the Bloch–Floquet theorem,
the dispersion equation of flexural wave in the periodic composite plate structure with …