Timon Rabczuk

1. An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications
   2020/01/16 by E. Samaniego, Esteban Samaniego, Cosmin Anitescu +13 · 11 citations
   Engineering · Physics and Astronomy · #Advanced Numerical Analysis Techniques #Model Reduction and Neural Networks #Numerical methods in engineering
2. Phase field modeling and computer implementation: A review
   2022/01/17 by Xiaoying Zhuang, X. Zhuang, Shuwei Zhou +6 · 10 citations
   Engineering · #Numerical methods in engineering #Fluid Dynamics Simulations and Interactions #Fatigue and fracture mechanics
3. Dual‐horizon peridynamics
   2016/04/10 by Huilong Ren, Xiaoying Zhuang, Yongchang Cai +1 · 6 citations
   Engineering · #Numerical methods in engineering #Electromagnetic Simulation and Numerical Methods #Geotechnical Engineering and Underground Structures
4. Variational Physics-informed Neural Operator (VINO) for Solving Partial Differential Equations
   2024/11/10 by Mohammad Sadegh Eshaghi, Eshaghi, Mohammad Sadegh, Cosmin Anitescu +9 · 12 citations
   Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Applications
5. Methods for enabling real-time analysis in digital twins: A literature review
   2024/04/04 by Mohammad Sadegh Es-haghi, Mohammad Sadegh Eshaghi, Cosmin Anitescu +1 · 4 citations
   Engineering · #Digital Transformation in Industry #Advancements in Semiconductor Devices and Circuit Design #Electrostatic Discharge in Electronics
6. Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation
   2025/02/02 by Yizheng Wang, Jinshuai Bai, Wang, Yizheng +11 · 8 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
7. A simplified mesh‐free method for shear bands with cohesive surfaces
   2006/10/17 by T. Rabczuk, Timon Rabczuk, P. M. A. Areias +3 · 2 citations
   Engineering · #Numerical methods in engineering #Rock Mechanics and Modeling #Fluid Dynamics Simulations and Interactions
8. Energy-based physics-informed neural network for frictionless contact problems under large deformation
   2024/11/06 by Jinshuai Bai, Bai, Jinshuai, Zhongya Lin +13 · 5 citations
   Engineering · #Adhesion, Friction, and Surface Interactions #Brake Systems and Friction Analysis #Computational Engineering #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Gear and Bearing Dynamics Analysis #Machine Learning (cs.LG) #and Science (cs.CE)
9. Metamorphosis in Carbon Network: From Penta-Graphene to Biphenylene under Uniaxial Tension
   2017/03/24 by Obaidur Rahaman, Rahaman, Obaidur, Bohayra Mortazavi +7 · 1 citation
   Chemistry · Materials Science · #Carbon Nanotubes in Composites #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fullerene Chemistry and Applications #Graphene research and applications #Materials Science (cond-mat.mtrl-sci)
10. A stochastic multiscale method for the prediction of the thermal conductivity of Polymer nanocomposites through hybrid machine learning algorithms
    2021/10/01 by Bokai Liu, Nam Vu-Bac, Timon Rabczuk · 2 citations
11. Sensitivity and uncertainty analysis for flexoelectric nanostructures
    2018/03/28 by Khader M. Hamdia, Hamid Ghasemi, Xiaoying Zhuang +2 · 1 citation
    Materials Science · Physics and Astronomy · Engineering · #Nonlocal and gradient elasticity in micro/nano structures #Force Microscopy Techniques and Applications #Piezoelectric Actuators and Control
12. A meshfree formulation for large deformation analysis of flexoelectric structures accounting for the surface effects
    2019/11/15 by Xiaoying Zhuang, Zhuang, Xiaoying, S.S. Nanthakumar +3 · 1 citation
    Materials Science · Engineering · #Nonlocal and gradient elasticity in micro/nano structures #Numerical methods in engineering #Composite Structure Analysis and Optimization
13. A Pretraining-Finetuning Computational Framework for Material Homogenization
    2024/03/18 by Yizheng Wang, Xiang Li, Wang, Yizheng +12 · 2 citations
    Computer Science · Engineering · #Advanced Mathematical Modeling in Engineering #Composite Material Mechanics #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Topology Optimization in Engineering #and Science (cs.CE)
14. Multi-patch isogeometric topology optimization for cellular structures with flexible designs using Nitsche’s method
    2023/04/11 by Jie Gao, Xiaomeng Wu, Mi Xiao +3 · 2 citations
    Engineering · #Advanced Numerical Analysis Techniques #Topology Optimization in Engineering #Composite Structure Analysis and Optimization
15. A 55-line code for large-scale parallel topology optimization in 2D and 3D
    2020/12/15 by Abhinav Gupta, Gupta, Abhinav, Rajib Chowdhury +5 · 1 citation
    Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Manufacturing Process and Optimization #Mathematical Software (cs.MS) #Optimization and Control (math.OC) #Topology Optimization in Engineering #and Science (cs.CE)
16. Stochastic full-range multiscale modeling of thermal conductivity of Polymeric carbon nanotubes composites: A machine learning approach
    2022/06/01 by Bokai Liu, Nam Vu-Bac, Xiaoying Zhuang +2 · 1 citation
17. Stochastic integrated machine learning based multiscale approach for the prediction of the thermal conductivity in carbon nanotube reinforced polymeric composites
    2022/06/01 by Bokai Liu, Nam Vu-Bac, Xiaoying Zhuang +2 · 1 citation
18. A discontinuous Galerkin method based isogeometric analysis framework for flexoelectricity in micro-architected dielectric solids
    2023/11/25 by Saurav Sharma, Cosmin Anitescu, Sharma, Saurav +3 · 1 citation
    Materials Science · Engineering · #Nonlocal and gradient elasticity in micro/nano structures #Advanced Numerical Analysis Techniques #Numerical methods in engineering
19. FEVessel: Mesh-Independent Analysis of 3D Pressure Vessels with the Label-Free Pretrained Finite Element Method
    2026/07/19 by Yipin Sun, Yizheng Wang, Yuzhou Lin +3
    #math.NA #cs.NA