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6,619 Results Found

  • Review
  • Open Access
188 Citations
21,235 Views
80 Pages

A Review of Multiscale Computational Methods in Polymeric Materials

  • Ali Gooneie,
  • Stephan Schuschnigg and
  • Clemens Holzer

9 January 2017

Polymeric materials display distinguished characteristics which stem from the interplay of phenomena at various length and time scales. Further development of polymer systems critically relies on a comprehensive understanding of the fundamentals of t...

  • Article
  • Open Access
126 Citations
5,811 Views
15 Pages

A Few Shot Classification Methods Based on Multiscale Relational Networks

  • Wenfeng Zheng,
  • Xia Tian,
  • Bo Yang,
  • Shan Liu,
  • Yueming Ding,
  • Jiawei Tian and
  • Lirong Yin

17 April 2022

Learning information from a single or a few samples is called few-shot learning. This learning method will solve deep learning’s dependence on a large sample. Deep learning achieves few-shot learning through meta-learning: “how to learn b...

  • Article
  • Open Access
2 Citations
1,431 Views
40 Pages

11 September 2024

This study presents a comprehensive multiscale analysis of sandwich beams with a polyurethane foam (PUF) core, delivering a numerical comparison between finite element methods (FEMs) and a meshless method: the radial point interpolation method (RPIM)...

  • Article
  • Open Access
7 Citations
4,734 Views
25 Pages

14 June 2022

This work aimed to find the most discriminative facial regions between the eyes and eyebrows for periocular biometric features in a partial face recognition system. We propose multiscale analysis methods combined with curvature-based methods. The goa...

  • Article
  • Open Access
5 Citations
5,981 Views
17 Pages

11 December 2015

In this paper, we develop a mass conservative multiscale method for coupled flow and transport in heterogeneous porous media. We consider a coupled system consisting of a convection-dominated transport equation and a flow equation. We construct a coa...

  • Article
  • Open Access
11 Citations
4,352 Views
13 Pages

In this work, we consider elastic wave propagation in fractured media. The mathematical model is described by the Helmholtz problem related to wave propagation with specific interface conditions (Linear Slip Model, LSM) on the fracture in the frequen...

  • Review
  • Open Access
2,427 Views
13 Pages

23 September 2024

RNA viruses, being submicroscopic organisms, have intriguing biological makeups and substantially impact human health. Microscopic methods have been utilized for studying RNA viruses at a variety of scales. In order of observation scale from large to...

  • Article
  • Open Access
10 Citations
3,495 Views
13 Pages

Mixed Generalized Multiscale Finite Element Method for Darcy-Forchheimer Model

  • Denis Spiridonov,
  • Jian Huang,
  • Maria Vasilyeva,
  • Yunqing Huang and
  • Eric T. Chung

10 December 2019

In this paper, the solution of the Darcy-Forchheimer model in high contrast heterogeneous media is studied. This problem is solved by a mixed finite element method (MFEM) on a fine grid (the reference solution), where the pressure is approximated by...

  • Article
  • Open Access
15 Citations
2,294 Views
14 Pages

15 June 2021

In this paper, we present a multiscale model reduction technique for unsaturated filtration problem in fractured porous media using an Online Generalized Multiscale finite element method. The flow problem in unsaturated soils is described by the Rich...

  • Article
  • Open Access
1 Citations
5,672 Views
29 Pages

5 February 2015

Many mesoscopic N-atom systems derive their structural and dynamical properties from processes coupled across multiple scales in space and time. That is, they simultaneously deform or display collective behaviors, while experiencing atomic scale vibr...

  • Review
  • Open Access
98 Citations
9,975 Views
15 Pages

(Multiscale) Cross-Entropy Methods: A Review

  • Antoine Jamin and
  • Anne Humeau-Heurtier

29 December 2019

Cross-entropy was introduced in 1996 to quantify the degree of asynchronism between two time series. In 2009, a multiscale cross-entropy measure was proposed to analyze the dynamical characteristics of the coupling behavior between two sequences on m...

  • Article
  • Open Access
439 Views
18 Pages

5 November 2025

This study concerns an online generalized multiscale method for flow in fractured porous media that is based on an embedded discrete fracture model. We first convert a two-point flux-approximation scheme into an equivalent discrete weak formulation t...

  • Article
  • Open Access
4 Citations
1,781 Views
27 Pages

A Multi-Scale Numerical Simulation Method Considering Anisotropic Relative Permeability

  • Li Wu,
  • Junqiang Wang,
  • Deli Jia,
  • Ruichao Zhang,
  • Jiqun Zhang,
  • Yiqun Yan and
  • Shuoliang Wang

23 September 2024

Most of the oil reservoirs in China are fluvial deposits with firm reservoir heterogeneity, where differences in fluid flow capacity in individual directions should not be ignored; however, the available commercial reservoir simulation software canno...

  • Article
  • Open Access
6 Citations
2,989 Views
21 Pages

Online Coupled Generalized Multiscale Finite Element Method for the Poroelasticity Problem in Fractured and Heterogeneous Media

  • Aleksei Tyrylgin,
  • Maria Vasilyeva,
  • Dmitry Ammosov,
  • Eric T. Chung and
  • Yalchin Efendiev

23 August 2021

In this paper, we consider the poroelasticity problem in fractured and heterogeneous media. The mathematical model contains a coupled system of equations for fluid pressures and displacements in heterogeneous media. Due to scale disparity, many appro...

  • Article
  • Open Access
18 Citations
6,726 Views
18 Pages

3 September 2017

Automated fiber placement (AFP) process includes a variety of energy forms and multi-scale effects. This contribution proposes a novel multi-scale low-entropy method aiming at optimizing processing parameters in an AFP process, where multi-scale effe...

  • Article
  • Open Access
5 Citations
3,708 Views
15 Pages

Mixed Generalized Multiscale Finite Element Method for a Simplified Magnetohydrodynamics Problem in Perforated Domains

  • Valentin Alekseev,
  • Qili Tang,
  • Maria Vasilyeva,
  • Eric T. Chung and
  • Yalchin Efendiev

In this paper, we consider a coupled system of equations that describes simplified magnetohydrodynamics (MHD) problem in perforated domains. We construct a fine grid that resolves the perforations on the grid level in order to use a traditional appro...

  • Article
  • Open Access
1 Citations
2,199 Views
20 Pages

2 February 2025

Spoofing detection is critical for GNSS security. To address the issues of low detection rates and insufficient coverage in traditional methods, this study proposes an eye diagram detection method based on the multiscale Canny algorithm with minimum...

  • Article
  • Open Access
12 Citations
2,908 Views
19 Pages

A Multi-Scale Submodel Method for Fatigue Analysis of Braided Composite Structures

  • Jincheng Zheng,
  • Peiwei Zhang,
  • Dahai Zhang and
  • Dong Jiang

27 July 2021

A multi-scale fatigue analysis method for braided ceramic matrix composites (CMCs) based on sub-models is developed in this paper. The finite element shape function is used as the interpolation function for transferring the displacement information b...

  • Article
  • Open Access
4 Citations
2,798 Views
23 Pages

12 October 2022

The multiscale rheological threshold theory can guide the mix design of self-compacting concrete (SCC) from a trans-scale view. Through the paste thresholds calculated by the mini-slump flow test results, the workability of SCC can be predicted. Howe...

  • Article
  • Open Access
4 Citations
2,383 Views
18 Pages

16 September 2024

Needled carbon/carbon composites contain complex microstructures such as irregular pores, anisotropic pyrolytic carbon, and interphases between fibers and pyrolytic carbon matrices. Additionally, these composites have hierarchical structures includin...

  • Article
  • Open Access
10 Citations
4,548 Views
38 Pages

16 February 2020

This paper presents a new numerical method for multiscale modeling of composite materials. The new numerical model, called DECM, consists of a DEM (Discrete Element Method) approach of the Cell Method (CM) and combines the main features of both the D...

  • Article
  • Open Access
211 Citations
11,260 Views
21 Pages

31 December 2016

Feature extraction is one of the most important, pivotal, and difficult problems in mechanical fault diagnosis, which directly relates to the accuracy of fault diagnosis and the reliability of early fault prediction. Therefore, a new fault feature ex...

  • Article
  • Open Access
1,271 Views
39 Pages

10 October 2024

This work investigates the mechanical behaviour of sandwich beams with cellular cores using a multiscale approach combined with a meshless method, the Natural Neighbour Radial Point Interpolation Method (NNRPIM). The analysis is divided into two step...

  • Article
  • Open Access
6 Citations
2,756 Views
17 Pages

8 July 2021

In this paper, we present a new approach to model the steady-state heat transfer in heterogeneous materials. The multiscale finite element method (MsFEM) is improved and used to solve this problem. MsFEM is a fast and flexible method for upscaling. I...

  • Article
  • Open Access
21 Citations
4,330 Views
17 Pages

30 August 2022

The purpose of this study is to investigate the effects of starch extraction methods (alkali, wet-milling, and enzymatic) on the multi-scale structures and functional properties of quinoa starch. When the enzymatic method was compared with alkali and...

  • Feature Paper
  • Article
  • Open Access
13 Citations
6,456 Views
21 Pages

4 May 2016

A multiscale computational model is developed for determining the elasto-plastic behavior of polycrystal metals by employing a single crystal plasticity constitutive model that can capture the microstructural scale stress field on a finite element an...

  • Article
  • Open Access
3 Citations
4,373 Views
29 Pages

Multiscale Methods for Signal Selection in Single-Cell Data

  • Renee S. Hoekzema,
  • Lewis Marsh,
  • Otto Sumray,
  • Thomas M. Carroll,
  • Xin Lu,
  • Helen M. Byrne and
  • Heather A. Harrington

13 August 2022

Analysis of single-cell transcriptomics often relies on clustering cells and then performing differential gene expression (DGE) to identify genes that vary between these clusters. These discrete analyses successfully determine cell types and markers;...

  • Article
  • Open Access
1 Citations
1,466 Views
23 Pages

24 November 2024

Land surface anomalies refer to various activities on the Earth’s surface that consist of short-term and sudden changes due to external disturbances. These anomalies are closely related to the safety of human life and property. Remote sensing o...

  • Review
  • Open Access
73 Citations
12,997 Views
44 Pages

Modelling of Environmental Ageing of Polymers and Polymer Composites—Modular and Multiscale Methods

  • Andrey E. Krauklis,
  • Christian W. Karl,
  • Iuri B. C. M. Rocha,
  • Juris Burlakovs,
  • Ruta Ozola-Davidane,
  • Abedin I. Gagani and
  • Olesja Starkova

5 January 2022

Service lifetimes of polymers and polymer composites are impacted by environmental ageing. The validation of new composites and their environmental durability involves costly testing programs, thus calling for more affordable and safe alternatives, a...

  • Article
  • Open Access
4 Citations
2,928 Views
18 Pages

17 June 2021

Amyloid fibrils are thought to grow by a two-step dock-lock mechanism. However, previous simulations of fibril formation (i) overlook the bi-molecular nature of the docking step and obtain rates with first-order units, or (ii) superimpose the docked...

  • Article
  • Open Access
19 Citations
3,015 Views
16 Pages

Multiscale Monitoring Using Machine Learning Methods: New Methodology and an Industrial Application to a Photovoltaic System

  • Hanen Chaouch,
  • Samia Charfeddine,
  • Sondess Ben Aoun,
  • Houssem Jerbi and
  • Víctor Leiva

10 March 2022

In this study, a multiscale monitoring method for nonlinear processes was developed. We introduced a machine learning tool for fault detection and isolation based on the kernel principal component analysis (PCA) and discrete wavelet transform. The pr...

  • Article
  • Open Access
11 Citations
3,037 Views
17 Pages

Learning Algorithms for Coarsening Uncertainty Space and Applications to Multiscale Simulations

  • Zecheng Zhang,
  • Eric T. Chung,
  • Yalchin Efendiev and
  • Wing Tat Leung

In this paper, we investigate and design multiscale simulations for stochastic multiscale PDEs. As for the space, we consider a coarse grid and a known multiscale method, the generalized multiscale finite element method (GMsFEM). In order to obtain a...

  • Article
  • Open Access
8 Citations
2,072 Views
18 Pages

Use of Composite Multivariate Multiscale Permutation Fuzzy Entropy to Diagnose the Faults of Rolling Bearing

  • Qiang Yuan,
  • Mingchen Lv,
  • Ruiping Zhou,
  • Hong Liu,
  • Chongkun Liang and
  • Lijiao Cheng

12 July 2023

The study focuses on the fault signals of rolling bearings, which are characterized by nonlinearity, periodic impact, and low signal-to-noise ratio. The advantages of entropy calculation in analyzing time series data were combined with the high calcu...

  • Article
  • Open Access
6 Citations
3,104 Views
29 Pages

DG-GMsFEM for Problems in Perforated Domains with Non-Homogeneous Boundary Conditions

  • Valentin Alekseev,
  • Maria Vasilyeva,
  • Uygulaana Kalachikova and
  • Eric T. Chung

Problems in perforated media are complex and require high resolution grid construction to capture complex irregular perforation boundaries leading to the large discrete system of equations. In this paper, we develop a multiscale model reduction techn...

  • Article
  • Open Access
3 Citations
2,850 Views
15 Pages

8 May 2023

Furfurylation is an effective and green method for wood or bamboo modification that can significantly improve its physical and mechanical properties and the resistance against biological deterioration and the attack of subterranean termites. To eluci...

  • Article
  • Open Access
7 Citations
2,486 Views
33 Pages

Remaining Useful Life Prediction Model for Rolling Bearings Based on MFPE–MACNN

  • Yaping Wang,
  • Jinbao Wang,
  • Sheng Zhang,
  • Di Xu and
  • Jianghua Ge

30 June 2022

Aiming to resolve the problem of redundant information concerning rolling bearing degradation characteristics and to tackle the difficulty faced by convolutional deep learning models in learning feature information in complex time series, a predictio...

  • Article
  • Open Access
1 Citations
2,235 Views
22 Pages

4 March 2020

The problem of out-of-focus image restoration can be modeled as an ill-posed integral equation, which can be regularized as a second kind of equation using the Tikhonov method. The multiscale collocation method with the compression strategy has alrea...

  • Article
  • Open Access
10 Citations
5,574 Views
16 Pages

Prediction of Discretization of GMsFEM Using Deep Learning

  • Min Wang,
  • Siu Wun Cheung,
  • Eric T. Chung,
  • Yalchin Efendiev,
  • Wing Tat Leung and
  • Yating Wang

In this paper, we propose a deep-learning-based approach to a class of multiscale problems. The generalized multiscale finite element method (GMsFEM) has been proven successful as a model reduction technique of flow problems in heterogeneous and high...

  • Article
  • Open Access
18 Citations
4,713 Views
20 Pages

7 November 2020

The extended finite element method (XFEM) is efficient in simulating crack initiation and its evolution process for reinforced-concrete (RC) structures due to its ability to solve fracture problems. Moreover, the multiscale numerical simulation helps...

  • Feature Paper
  • Article
  • Open Access
1 Citations
1,059 Views
18 Pages

27 May 2025

In this paper, we propose a two-step sequential hyper-reduction method to significantly enhance computational efficiency for both macro- and micro-level analyses in concurrent nonlinear FE2 multiscale simulations. In general, one of the major computa...

  • Article
  • Open Access
6 Citations
2,125 Views
24 Pages

Automatic Extraction for Land Parcels Based on Multi-Scale Segmentation

  • Fei Liu,
  • Huizhong Lu,
  • Lilei Wu,
  • Rui Li,
  • Xinjun Wang and
  • Longxi Cao

30 January 2024

Different land parcels possess unique microclimates, soils, and biological conditions, which in turn significantly influence the land parcels themselves, impacting biodiversity, hydrological relationships, land degradation, geological disasters, and...

  • Article
  • Open Access
11 Citations
2,799 Views
16 Pages

Multiscale Model Reduction of the Unsaturated Flow Problem in Heterogeneous Porous Media with Rough Surface Topography

  • Denis Spiridonov,
  • Maria Vasilyeva,
  • Eric T. Chung,
  • Yalchin Efendiev and
  • Raghavendra Jana

In this paper, we consider unsaturated filtration in heterogeneous porous media with rough surface topography. The surface topography plays an important role in determining the flow process and includes multiscale features. The mathematical model is...

  • Article
  • Open Access
1,301 Views
22 Pages

A Multiscale Compositional Numerical Study in Tight Oil Reservoir: Incorporating Capillary Forces in Phase Behavior Calculation

  • Junqiang Wang,
  • Li Wu,
  • Qian Sun,
  • Ruichao Zhang,
  • Wenbin Chen,
  • Haitong Yang and
  • Shuoliang Wang

12 March 2025

Tight oil reservoirs offer significant development potential. Due to the pronounced capillary forces in their nanopores, phase behavior differs markedly from that in conventional reservoirs, challenging traditional equations of state and numerical si...

  • Article
  • Open Access
6 Citations
2,608 Views
25 Pages

25 March 2022

In this paper, four stabilized methods based on the lowest equal-order finite element pair for the steady micropolar Navier–Stokes equations (MNSE) are presented, which are penalty, regular, multiscale enrichment, and local Gauss integration me...

  • Proceeding Paper
  • Open Access
1,650 Views
10 Pages

Multiscale Simulation of Surface Defect Influence in Nanoindentation by the Quasi-Continuum Method

  • Zhongli Zhang,
  • Jinming Zhang,
  • Yushan Ni,
  • Can Wang,
  • Kun Jiang and
  • Xuedi Ren

Microscopic properties of nanocrystal Aluminum thin film have been simulated using the quasicontinuum method in order to study the surface defect influence in nanoindentation. Various distances between the surface defect and indenter have been taken...

  • Article
  • Open Access
6 Citations
4,096 Views
10 Pages

Multiscale Simulation of Surface Defects Influence Nanoindentation by a Quasi-Continuum Method

  • Zhongli Zhang,
  • Yushan Ni,
  • Jinming Zhang,
  • Can Wang,
  • Kun Jiang and
  • Xuedi Ren

14 July 2018

Microscopic properties of nanocrystal aluminum thin film have been investigated using the quasicontinuum method in order to study the influence of surface defects in nanoindentation. Various distances between the surface defect and indenter have been...

  • Review
  • Open Access
15 Citations
4,163 Views
27 Pages

Superhydrophobic Non-Metallic Surfaces with Multiscale Nano/Micro-Structure: Fabrication and Application

  • Qi Guo,
  • Jieyin Ma,
  • Tianjun Yin,
  • Haichuan Jin,
  • Jiaxiang Zheng and
  • Hui Gao

Multiscale nano/micro-structured surfaces with superhydrophobicity are abundantly observed in nature such as lotus leaves, rose petals and butterfly wings, where microstructures typically reinforce mechanical stability, while nanostructures predomina...

  • Article
  • Open Access
4 Citations
2,237 Views
17 Pages

9 February 2020

In this paper, Landweber iteration with a relaxation factor is proposed to solve nonlinear ill-posed integral equations. A compression multiscale Galerkin method that retains the properties of the Landweber iteration is used to discretize the Landweb...

  • Article
  • Open Access
3 Citations
1,739 Views
27 Pages

13 July 2023

In this work, we consider a polymer flooding process in heterogeneous media. A system of equations for pressure, water saturation, and polymer concentration describes a mathematical model. For the construction of the fine grid approximation, we use a...

  • Article
  • Open Access
12 Citations
7,479 Views
25 Pages

Comparison of Multiscale Imaging Methods for Brain Research

  • Jessica Tröger,
  • Christian Hoischen,
  • Birgit Perner,
  • Shamci Monajembashi,
  • Aurélien Barbotin,
  • Anna Löschberger,
  • Christian Eggeling,
  • Michael M. Kessels,
  • Britta Qualmann and
  • Peter Hemmerich

1 June 2020

A major challenge in neuroscience is how to study structural alterations in the brain. Even small changes in synaptic composition could have severe outcomes for body functions. Many neuropathological diseases are attributable to disorganization of pa...

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