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Timon Rabczuk

Bauhaus University - Institute of Structural Mechanics

Weimar

Germany

SCHOLARLY PAPERS

43

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TOTAL CITATIONS
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Top 48,565

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51

Scholarly Papers (43)

1.

COVID-19 Outbreak Prediction with Machine Learning

Number of pages: 39 Posted: 22 Apr 2020
Thuringian Institute of Sustainability and Climate Protection, TU Dresden, Helmholtz-Zentrum Dresden-Rossendorf (HZDR), J. Selye University, J. Selye University, Dresden University of Technology, Bauhaus University - Institute of Structural Mechanics and Lancaster University - Lancaster Environment Centre
Downloads 2,150 (18,030)
Citation 17

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COVID-19; Coronavirus disease; Coronavirus; SARS-CoV-2; model; prediction; machine learning

2.

Kolmogorov–Arnold-Informed Neural Network: A Physics-Informed Deep Learning Framework for Solving Pdes Based on Kolmogorov–Arnold Networks

Number of pages: 41 Posted: 17 Jun 2024
Tsinghua University, CNPC Engineering Technology Research and Development Company Limited, Queensland University of Technology, Bauhaus-Universität Weimar, Leibniz Universität Hannover, Leibniz Universität Hannover, Bauhaus University - Institute of Structural Mechanics and Tsinghua University
Downloads 255 (298,822)

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PINNs, Kolmogorov-Arnold Networks, Computational Mechanics, AI for PDEs, AI for science

3.

Deep Learning-Based Multi-Scale Modeling of Thermal Conductivity in Polyurethane with Phase Change Materials Via Neural Operators

Number of pages: 34 Posted: 22 Jan 2024
Umeå University, Tsinghua University, affiliation not provided to SSRN, Umeå University, Bauhaus University - Institute of Structural Mechanics, Umeå University, affiliation not provided to SSRN and Umeå University
Downloads 188 (403,288)

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Fourier Neural Operator, Phase Change Materials, Thermal properties, Multi-scale modelling, building energy, Indoor comfort

4.

Mechanics of Finite Nonlinear Viscoelastic Growth for Biological Tissues

Number of pages: 20 Posted: 27 Sep 2024
Bauhaus-Universität Weimar, University of Parma, Graz University of Technology - Institute of Biomechanics and Bauhaus University - Institute of Structural Mechanics
Downloads 166 (451,846)

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Biomechanics, FE analysis, Soft biological tissue, viscoelasticity, Growth mechanics, Skin, Artery, Intestine

5.

Variational Damage Model: A New Paradigm for Fractures

Number of pages: 39 Posted: 16 Nov 2023
Huilong Ren, Timon Rabczuk and Xiaoying Zhuang
Leibniz University Hannover, Bauhaus University - Institute of Structural Mechanics and Leibniz University Hannover
Downloads 150 (494,090)
Citation 1

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fracture, damage mechanics, multi-damage, crack propagation, variational principle, multiple failure modes

6.

Deep Learning-Based Probabilistic Slope Stability Analysis Considering Spatial Variability of Soils and Saturated Seepage

Number of pages: 45 Posted: 11 Mar 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Bauhaus-Universität Weimar, affiliation not provided to SSRN and Bauhaus University - Institute of Structural Mechanics
Downloads 149 (496,941)
Citation 1

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Probabilistic analysis, Slope Stability, saturated seepage, spatially variable soil, physics-informed neural networks, convolutional neural networks

7.

Iga-Graph-Net: Isogeometric Analysis-Reuse Method Based on Graph Neural Networks for Topology-Consistent Models

Number of pages: 21 Posted: 05 Feb 2024
Hangzhou Dianzi University, University of Yamanashi, Hangzhou Dianzi University, Hangzhou Dianzi University, Hangzhou Dianzi University, Hangzhou Dianzi University, The University of Manchester and Bauhaus University - Institute of Structural Mechanics
Downloads 147 (502,845)
Citation 2

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Isogeometric Analysis, analysis-reuse, Graph neural network, CAD/CAE integration

8.

Deep Learning-Based Post-Earthquake Structural Damage Recognition

Number of pages: 30 Posted: 04 Jan 2024
Leibniz University Hannover, HUTECH University, Bauhaus University - Institute of Structural Mechanics and Leibniz University Hannover
Downloads 111 (635,347)

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Deep Learning, Damage recognition, Image classification, Transfer learning, Convolutional neural network (CNN)

9.

Applications of Scientific Machine Learning for the Analysis of Functionally Graded Porous Beams

Number of pages: 32 Posted: 29 May 2024 Last Revised: 11 Jan 2025
Leibniz Universität Hannover, Bauhaus-Universität Weimar, Bauhaus-Universität Weimar, Tsinghua University, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 107 (654,536)
Citation 22

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Functionally graded material, Porous beam, Physics-informed neural network, Deep energy methods, Fourier Neural Operator, Scientific Machine Learning

10.

A Phase Field Model for Mixed-Mode Brittle Fractures in Rocks Based on a Unified Driving Force

Number of pages: 59 Posted: 03 Jul 2023
Shuwei Zhou, Xiaoying Zhuang, Hong Zheng and Timon Rabczuk
Tongji University, Leibniz University Hannover, Beijing University of Technology and Bauhaus University - Institute of Structural Mechanics
Downloads 100 (689,425)

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Phase field model, Mixed-mode fracture, Driving force, Hybrid formulation, Strain decomposition

11.

A Unified Variational Damage Model and an Efficient Length Scale Insensitive Phase-Field Model

Number of pages: 41 Posted: 18 Aug 2025
Institute of Structural Mechanics, Bauhaus-University Weimar, Tongji University, Peking University, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 92 (730,686)

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Variational damage model, Phase-field, Quasi-brittle failure, fracture, damage mechanics, Cohesive fracture

12.

An Open-Source Ls-Dyna Implementation of the Variational Damage Model

Number of pages: 23 Posted: 18 Dec 2024
Ya Duan, Xiaoying Zhuang, Huilong Ren and Timon Rabczuk
Institute of Structural Mechanics, Bauhaus-University Weimar, Leibniz University Hannover, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 85 (771,375)
Citation 3

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fracture, damage mechanics, crack propagation, variational principle, LS-DYNA, Dynamic fracture

13.

A Thermo-Mechanical Damage Model for Thermal Crack Propagation in Brittle Materials

Number of pages: 53 Posted: 10 Dec 2024
Beijing University of Technology, Beijing University of Technology, Leibniz University Hannover, Bauhaus University - Institute of Structural Mechanics, Beijing University of Technology and Beijing University of Technology
Downloads 78 (816,504)

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multi-field, Thermo-mechanical Coupling, Fracture, Damage, crack propagation

14.

Combining Newton and Picard iteration in finite strain plasticity integration: a formalization of the semi-implicit method

Number of pages: 41 Posted: 09 Nov 2025
University of Lisbon - Instituto Superior Técnico, Bauhaus University - Institute of Structural Mechanics, University of Lisbon - Department of Mechanical Engineering and University of Lisbon
Downloads 74 (844,713)

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Finite strain plasticity, Newton/Picard hybrid method, Semi-implicit return-mapping, Consistent tangent, Symmetrized Mandel stress, Variable flow direction

A Phase-Field Study on Thermo-Mechanical Coupled Damage Evolution and Failure Mechanisms of Sintered Silver Interconnections

Number of pages: 27 Posted: 03 Dec 2024
Beijing University of Technology, Beijing University of Technology, Wuhan University, Leibniz University Hannover, Leibniz University Hannover, Beijing University of Technology, Wuhan University and Bauhaus University - Institute of Structural Mechanics
Downloads 44 (1,156,827)

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Sintered silver, Phase-field modeling, Thermomechanical coupling problems, Damage evolution, Failure mechanism

A Phase-Field Study on Thermo-Mechanical Coupled Damage Evolution and Failure Mechanisms of Sintered Silver Interconnections

Number of pages: 27 Posted: 09 Dec 2024
Beijing University of Technology, Beijing University of Technology, Wuhan University, Leibniz University Hannover, Leibniz University Hannover, Beijing University of Technology, Wuhan University and Bauhaus University - Institute of Structural Mechanics
Downloads 29 (1,370,635)

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sintered silver, phase-field modeling, Thermomechanical coupling problems, damage evolution, Failure mechanism

16.

Implementation of Three-Dimensional Contact Algorithm in Numerical Manifold Method for the Structural Impact Simulation

Number of pages: 41 Posted: 07 Mar 2024
Beijing Institute of Technology, Leibniz University Hannover, Bauhaus University - Institute of Structural Mechanics, affiliation not provided to SSRN, Beijing Institute of Technology and Beijing Institute of Technology - State Key Laboratory of Explosion Science and Technology
Downloads 72 (859,822)

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Numerical manifold method, 3D-NMM, Contact cover, Contact algorithm, Impact problem;

17.

Dual-horizon peridynamic modeling of thermally-induced fracture in anisotropic materials: A variational energy-based approach

Number of pages: 36 Posted: 19 Nov 2025
Shandong University of Science and Technology, Hong Kong University of Science & Technology (HKUST), Fujian University of Technology, Nanjing University of Science and Technology, Tongji University, Bauhaus University - Institute of Structural Mechanics and affiliation not provided to SSRN
Downloads 71 (867,533)

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Dual-horizon peridynamics, Thermal-mechanical coupling, Phase field, Variational approach, fracture mechanics

Numerical Implementation of Deep Learning-Based Constitutive Model for Geomaterials Using Return Mapping Algorithms

Number of pages: 87 Posted: 07 Aug 2025
Hohai University, Hohai University, Hohai University, affiliation not provided to SSRN, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 36 (1,266,665)

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Deep Learning-based Constitution Model, Return Mapping Algorithm, User Material (UMAT) Subroutine, Sobolev Training

Numerical Implementation of Deep Learning-Based Constitutive Model for Geomaterials Using Return Mapping Algorithms

Number of pages: 87 Posted: 02 Aug 2025
Hohai University, Hohai University, Hohai University, affiliation not provided to SSRN, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 34 (1,296,006)

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Deep Learning-based Constitution Model, Return Mapping Algorithm, User Material (UMAT) Subroutine, Sobolev Training

19.

Frictional Contact Multi-Point Constraint in Two Dimensions

Number of pages: 66 Posted: 04 Aug 2023
S. Hamed Ebrahimi, Timon Rabczuk and Pedro Areias
affiliation not provided to SSRN, Bauhaus University - Institute of Structural Mechanics and University of Lisbon - Instituto Superior Técnico
Downloads 69 (882,961)

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contact mechanics, Frictional Contact, Node-to-Segment Contact Formulation, Multi-Point Constraint Methods.

20.

A Coupled Finite Element-Boundary Element Method for Transient Elastic Dynamic Analysis of Electronic Packaging Structures

Number of pages: 22 Posted: 13 Sep 2024
Beijing University of Technology, Beijing University of Technology, Leibniz University Hannover, Leibniz University Hannover, Beijing University of Technology, Beijing University of Technology and Bauhaus University - Institute of Structural Mechanics
Downloads 67 (899,089)

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FE-BE coupling method, Transient elastodynamics problem, electronic packaging, Abaqus implementation

21.

Effects of Time-Varying Liquid Bridge Forces on Rheological Properties and Resulting Extrudability and Constructability of 3d Printing Concrete

Number of pages: 32 Posted: 25 Jan 2022
Tongji University, Tongji University, Bauhaus University - Institute of Structural Mechanics, affiliation not provided to SSRN and Tongji University
Downloads 64 (924,507)

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particle-based simulation, liquid bridge force, rheological property, 3D printing concrete, extrudability and constructability

22.

Dual-Horizon Peridynamics-Based Variational Damage Modelling for Complex Dynamic Fractures

Number of pages: 36 Posted: 13 Dec 2024
Tongji University, Leibniz University Hannover, Peking University, Bauhaus University - Institute of Structural Mechanics and Tongji University
Downloads 63 (933,353)

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peridynamics, nonlocality, explicit time integration, brittle fracture, damage

23.

Abaqus Implementation of Coupled Thermo-Mechanical Dual-Horizon Bond-Based Peridynamics for Thermally Induced Fractures in Thermal Barrier Coatings

Number of pages: 43 Posted: 11 Aug 2025
Peking University, Tongji University, Institute of Structural Mechanics, Bauhaus-University Weimar, Duy Tan University, Leibniz University Hannover, University of Arizona, Bauhaus University - Institute of Structural Mechanics and Peking University
Downloads 62 (942,311)

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Peridynamics, Thermally induced fracture, Interfacial cracking, Dual-horizon peridynamic finite element method, UEL/VUEL

24.

The Fully Coupled Thermo-Mechanical Dual-Horizon Peridynamic Correspondence Damage Model for Homogeneous and Heterogeneous Materials

Number of pages: 51 Posted: 22 Nov 2023
Peking University, Leibniz University Hannover, Bauhaus University - Institute of Structural Mechanics, Duy Tan University and Peking University
Downloads 62 (942,311)
Citation 5

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Thermally induced fractures, Peridynamics, Crack branching, Interfacial de-bonding, Heterogeneous materials.

25.

Stressed Grain Growth in Nanocrystalline Metals: Phase Field Theory, Abaqus Implementation, and Application to Differential Dilatometry

Number of pages: 24 Posted: 15 May 2025
Isfahan University of Technology, Yazd University, The University of Western Australia, Isfahan University of Technology, Universiti Kebangsaan Malaysia and Bauhaus University - Institute of Structural Mechanics
Downloads 58 (979,888)

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Nanocrystalline metals, Grain growth, Phase field modeling, Grain boundary excess free volume, Differential dilatometry

26.

PENCO: A Physics–Energy–Numerical-Consistent Operator for 3D Phase Field Modeling

Number of pages: 44 Posted: 06 Dec 2025
Bauhaus-Universität Weimar, Leibniz Universität Hannover, Bauhaus-Universität Weimar, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 57 (989,653)

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Phase Field Systems, Neural Operators, Physics-Guided Learning, PENCO, Multi-Head Neural Operator, Fourier Neural Operator

27.

Dual-horizon peridynamics with variational damage for hydro-mechanically coupled hydraulic fracturing in porous media

Number of pages: 58 Posted: 18 Dec 2025
Shandong University of Science and Technology, Hong Kong University of Science & Technology (HKUST), Fujian University of Technology, Nanjing University of Science and Technology and Bauhaus University - Institute of Structural Mechanics
Downloads 56 (999,744)

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Dual-horizon peridynamics, Hydro-mechanical coupling, Variational damage mechanics, Poroelasticity, Hydraulic fracturing, Porous media

28.

A Modeling Method of Failure for Concrete Consider Stress State in Peridynamics

Number of pages: 39 Posted: 30 Mar 2024
Beijing University of Technology, Beijing University of Technology, Beijing University of Technology, Beijing University of Technology, Bauhaus University - Institute of Structural Mechanics and Beijing University of Technology
Downloads 52 (1,041,427)

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Concrete, Peridynamics, Failure criterion, Stress state related, Fracture

29.

Boosting Output Performance of Contact-Separation Mode Triboelectric Nanogenerators by Adopting Discontinuity and Fringing Effect: Experiment and Modelling Studies

Number of pages: 23 Posted: 02 Nov 2023
Leibniz University Hannover, Leibniz University Hannover, Leibniz University Hannover, Leibniz University Hannover, Leibniz University Hannover, affiliation not provided to SSRN, Bauhaus University - Institute of Structural Mechanics, North Carolina State University - Department of Mechanical and Aerospace Engineering and Leibniz University Hannover
Downloads 49 (1,074,368)

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Triboelectric Nanogenerators, Fringing effect, Edge effect, Discontinuity, Computational simulation

30.

A Comparative Study of Different Types of Slope Limiters Over Wavelet-Based Adapted Cells Via Central High Resolution Schemes

Number of pages: 67 Posted: 26 Dec 2023
Hassan Yousefi and Timon Rabczuk
University of Tehran and Bauhaus University - Institute of Structural Mechanics
Downloads 42 (1,157,471)

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Wavelet-based adaptation, Non-centered cells, Non-symmetric and symmetric limiters, Entropy-satisfying limiter, Central high resolution schemes, TVD

31.

Kirchhoff's Law-Based Velocity-Controlled Motion Models to Predict Real-Time Cutting Forces in Minimally Invasive Surgeries

Number of pages: 79 Posted: 17 Apr 2023
Northwestern University, Bauhaus University - Institute of Structural Mechanics, Northwestern University and Northwestern University - Feinberg School of Medicine
Downloads 42 (1,157,471)

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Minimally invasive surgery, Cutting force, Kirchhoff's law, Equations of motion, Force balance, Soft biological tissue responses

32.

Ductile Fracture Modeling by Phase Field, Hencky Strain Elasticity and Finite J2 Plasticity Using Nonlocal Operator Method

Number of pages: 36 Posted: 27 Dec 2023
Huilong Ren, Timon Rabczuk and Xiaoying Zhuang
Leibniz University Hannover, Bauhaus University - Institute of Structural Mechanics and Leibniz University Hannover
Downloads 40 (1,182,860)

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Variational derivation, Hencky strain, J2 plasticity, finite strain, exponential mapping, matrix function

A phase-field framework for anisotropic viscoelastic-viscoplastic fracture in short fiber-reinforced polymers in hygrothermal environments

Number of pages: 48 Posted: 27 Feb 2026
Behrouz Arash, Shadab Zakavati and Timon Rabczuk
Oslo Metropolitan University, Oslo and Akershus University College - Oslo Metropolitan University and Bauhaus University - Institute of Structural Mechanics
Downloads 23 (1,458,713)

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Short fiber/Epoxy Composites, Hygrothermal Conditions, Phase-field Modeling, Viscoelastic-Viscoplastic Model, Finite Deformation

A phase-field framework for anisotropic viscoelastic-viscoplastic fracture in short fiber-reinforced polymers in hygrothermal environments

Number of pages: 49 Posted: 13 Mar 2026
Behrouz Arash, Shadab Zakavati and Timon Rabczuk
Oslo Metropolitan University, Oslo and Akershus University College - Oslo Metropolitan University and Bauhaus University - Institute of Structural Mechanics
Downloads 14 (1,569,274)

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Short fiber/Epoxy Composites, Hygrothermal Conditions, Phase-field modeling, Viscoelastic-Viscoplastic Model, Finite Deformation

34.

Energy-Based Physics-Informed Neural Network for Frictionless Contact Problems Under Large Deformation

Number of pages: 22 Posted: 07 Nov 2024
Queensland University of Technology, Tsinghua University, Tsinghua University, Queensland University of Technology, Tsinghua University, Bauhaus University - Institute of Structural Mechanics, Queensland University of Technology and Tsinghua University
Downloads 28 (1,345,045)

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Contact mechanics, Physics-informed neural network, Nonlinear computational mechanics, Minimal of potential energy

35.

A coupled finite element-virtual element method for thermomechanical analysis of electronic packaging structures

Number of pages: 48 Posted: 28 Oct 2025
Beijing University of Technology, Beijing University of Technology, Beijing University of Technology, Dalian University of Technology, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 25 (1,385,425)

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Virtual element method, FE-VE coupling, Thermomechanical analysis, Electronic packaging, Geometric multi-scale structures

36.

Combining Newton and Picard iteration in finite strain plasticity integration: a formalization of the semi-implicit method

Number of pages: 50 Posted: 05 Apr 2026
University of Lisbon - Instituto Superior Técnico, Bauhaus University - Institute of Structural Mechanics, University of Lisbon - Department of Mechanical Engineering and University of Lisbon
Downloads 19 (1,470,115)

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Finite strain plasticity, Newton/Picard hybrid method, Semi-implicit return-mapping, Consistent tangent, Symmetrized Mandel stress, Variable flow direction

37.

Bond-Based Nonlocal Models by Nonlocal Operator Method in Symmetric Support Domain

Number of pages: 39 Posted: 02 Mar 2023
Leibniz University Hannover, Leibniz University Hannover, Xi'an Modern Chemistry Research Institute, Hohai University and Bauhaus University - Institute of Structural Mechanics
Downloads 19 (1,459,204)

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energy decomposition, bond-based, bent bond, tensile damage, shear damage, Phase field

Data-Driven Structural Health Monitoring of Short Carbon Fiber-Reinforced Polymer Composites via Multiphysics Phase-Field Simulation

Number of pages: 56 Posted: 26 May 2026
Oslo Metropolitan University, Oslo and Akershus University College - Oslo Metropolitan University, Shantou University and Bauhaus University - Institute of Structural Mechanics
Downloads 8 (1,627,811)

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Short carbon fiber/epoxy composites, Piezoresistive self-sensing, Phase-field fracture, Structural health monitoring, Artificial neural network

Data-Driven Structural Health Monitoring of Short Carbon Fiber-Reinforced Polymer Composites via Multiphysics Phase-Field Simulation

Number of pages: 56 Posted: 26 May 2026
Oslo Metropolitan University, Oslo and Akershus University College - Oslo Metropolitan University, Shantou University and Bauhaus University - Institute of Structural Mechanics
Downloads 7 (1,627,811)

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Short carbon fiber/epoxy composites, Piezoresistive self-sensing, Phase-field fracture, Structural health monitoring, Artificial neural network

39.

A variational-damage-based thermo-mechanical phase-field model for fracture analysis of electronic packaging structures

Number of pages: 41 Posted: 16 May 2026
Beijing University of Technology, Beijing University of Technology, Institute of Structural Mechanics, Bauhaus-University Weimar, Beijing University of Technology, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 11 (1,533,550)

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Transformed phase-field cohesive zone model, Variational damage model, Thermo-mechanical coupling, Electronic packaging

40.

An Implicit Finite Difference Operator Learning Framework for Nonlinear Spatiotemporal P/ODEs

Number of pages: 34 Posted: 19 May 2026
Shirko Faroughi, Hammed sohrabzadeh and Timon Rabczuk
Urmia University of Technology, Urmia University of Technology and Bauhaus University - Institute of Structural Mechanics
Downloads 9 (1,547,785)

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Implicit finite difference method, Physics-informed operator learning, Nonlinear Partial/ordinary differential equations, Spatiotemporal dynamics

41.

A unified anisotropic  VDM–PFM   theory for failure in fiber-reinforced composite materials

Number of pages: 46 Posted: 18 May 2026
Institute of Structural Mechanics, Bauhaus-University Weimar, Xihang University, Peking University, Tongji University, Leibniz University Hannover and Bauhaus University - Institute of Structural Mechanics
Downloads 9 (1,547,785)

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Fiber-reinforced composite materials, Variational damage model, Phase field model, Fracture, Cohesive zone model

42.

WINO: A Weak-Form Physics Informed Neural Operator for Hyperelasticity on Variable Domains​

Number of pages: 39 Posted: 23 May 2026
Bokai Zhu, Qinghui Zhang and Timon Rabczuk
affiliation not provided to SSRN, affiliation not provided to SSRN and Bauhaus University - Institute of Structural Mechanics
Downloads 7 (1,560,212)

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Hyperelasticity, Physics informed neural operater, Level set method, Partial differential equation, Weak form

43.

The subdivision-based IGA decoupled scheme for the Cahn-Hilliard-Darcy/Hele-Shaw model on complex surfaces

Number of pages: 22 Posted: 20 May 2026
Qing Pan, Chong Chen, Timon Rabczuk and Yunqing Huang
Xiangtan University, Chinese Academy of Sciences, Bauhaus University - Institute of Structural Mechanics and Xiangtan University
Downloads 6 (1,565,684)

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Subdivision-based IGA, scalar auxiliary variables approach, zero energy contribution.