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ORCIDXiaoying Zhuang
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- affiliation: Leibniz University Hannover, Institute of Photonics, Hannover, Germany
- affiliation: Tongji University, Department of Geotechnical Engineering, Shanghai, China
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2020 – today
- 2026
[b1]Timon Rabczuk, Cosmin Anitescu, Somdatta Goswami, Xiaoying Zhuang
, Yizheng Wang:
Scientific Machine Learning with Engineering Applications. Springer 2026, ISBN 978-3-032-20306-9, pp. 1-232- [j24]Yufeng Li, Mao Sheng, Xiaoying Zhuang, Shuai Zhang, Shouceng Tian, Zhongwei Huang, Gensheng Li:
Early risk warning model of hydraulic fracturing screen-out risk based on deep learning method. Adv. Eng. Informatics 74: 104789 (2026) - [j23]Zhongyu Hu, Mao Sheng, Zhaoyang Wei, Xiaoying Zhuang, Kankan Bai, Shouceng Tian:
Real-time fracture geometry prediction: An integration of pressure prediction and deep learning surrogate model. Eng. Appl. Artif. Intell. 176: 114730 (2026) - [i39]Yizheng Wang, Zhongkai Hao, Mohammad Sadegh Eshaghi, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu:
Pretrain Finite Element Method: A Pretraining and Warm-start Framework for PDEs via Physics-Informed Neural Operators. CoRR abs/2601.03086 (2026) - [i38]Yizheng Wang, Cosmin Anitescu, Mohammad Sadegh Eshaghi, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu:
Deep Energy Method with Large Language Model assistance: an open-source Streamlit-based platform for solving variational PDEs. CoRR abs/2602.07838 (2026) - [i37]Yizheng Wang, Mohammad Sadegh Eshaghi, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu:
Replay-Based Continual Learning for Physics-Informed Neural Operators. CoRR abs/2605.04832 (2026) - [i36]Anirudh Kalyan, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk, Somdatta Goswami, Sundararajan Natarajan:
Dmsh: A Multi-Agent Reinforcement Learning Framework for All-Quad Mesh Generation. CoRR abs/2606.10601 (2026) - [i35]Siqi Wang, Daobo Sun, Yizheng Wang, Yilong Zhang, Yabin Jin, Xiaoying Zhuang, Timon Rabczuk:
MR-GVNO: A Geometry-Aware Variational Physics-Informed Neural Operator for Mindlin-Reissner Plates on Irregular Domains. CoRR abs/2606.16624 (2026) - 2025
- [j22]Ya Duan, Xiaoying Zhuang, Huilong Ren, Timon Rabczuk:
An open-source LS-DYNA implementation of the variational damage model. Adv. Eng. Softw. 206: 103924 (2025) - [j21]Yilin Rao, Liangshu He, Yabin Jin, HeHua Zhu, Timon Rabczuk, Xiaoying Zhuang:
Machine learning for transmission spectra prediction on gradient seismic metastructure. Comput. Phys. Commun. 315: 109750 (2025) - [j20]Than V. Tran, S. S. Nanthakumar, Timon Rabczuk, Xiaoying Zhuang:
On-Demand Inverse Design of Metamaterials Using Deep Neural Networks with Bayesian Optimization. Intell. Comput. 4 (2025) - [j19]Yuan Guo, Zhuojia Fu, Jian Min, Shiyu Lin, Xiaoting Liu, Youssef F. Rashed, Xiaoying Zhuang:
Long-term simulation of physical and mechanical behaviors using curriculum-transfer-learning based physics-informed neural networks. Neural Networks 191: 107825 (2025) - [c1]Huangxin Chen, Yuxiang Chen, Jisheng Kou, Shuyu Sun, Dunhui Xiao, Xuejun Xu, Haitao Yu, Tao Zhang, Xiaoying Zhuang:
Robust, Efficient, and Long-Time Accurate Schemes to Simulate Gas Storage in Geological Formation. ICCS (3) 2025: 213-227 - [i34]Yizheng Wang, Jinshuai Bai, Mohammad Sadegh Eshaghi, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu:
Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation. CoRR abs/2502.00782 (2025) - [i33]Yuan Guo, Zhuojia Fu, Jian Min, Shiyu Lin, Xiaoting Liu, Youssef F. Rashed, Xiaoying Zhuang:
Long-term simulation of physical and mechanical behaviors using curriculum-transfer-learning based physics-informed neural networks. CoRR abs/2502.07325 (2025) - [i32]Yanpeng Gong, Yida He, Yue Mei, Xiaoying Zhuang, Fei Qin, Timon Rabczuk:
Physics-Informed Kolmogorov-Arnold Networks for multi-material elasticity problems in electronic packaging. CoRR abs/2508.16999 (2025) - [i31]Mohammad Sadegh Eshaghi, Cosmin Anitescu, Navid Valizadeh, Yizheng Wang, Xiaoying Zhuang, Timon Rabczuk:
NOWS: Neural Operator Warm Starts for Accelerating Iterative Solvers. CoRR abs/2511.02481 (2025) - [i30]Yanpeng Gong, Sishuai Li, Fei Qin, Yue Mei, Xiaoying Zhuang, Timon Rabczuk:
A coupled finite element-virtual element method for thermomechanical analysis of electronic packaging structures. CoRR abs/2511.09348 (2025) - 2024
- [j18]Dansheng Yao, Hehua Zhu, Bangke Ren, Xiaoying Zhuang:
Improving single image localization through domain adaptation and large kernel attention with synthetic data. Eng. Appl. Artif. Intell. 137: 108951 (2024) - [i29]Yizheng Wang, Jia Sun, Jinshuai Bai, Cosmin Anitescu, Mohammad Sadegh Eshaghi, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu:
Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving PDEs based on Kolmogorov Arnold Networks. CoRR abs/2406.11045 (2024) - [i28]Mohammad Sadegh Eshaghi, Mostafa Bamdad, Cosmin Anitescu, Yizheng Wang, Xiaoying Zhuang, Timon Rabczuk:
DeepNetBeam: A Framework for the Analysis of Functionally Graded Porous Beams. CoRR abs/2408.02698 (2024) - [i27]Yizheng Wang, Jinshuai Bai, Zhongya Lin, Qimin Wang, Cosmin Anitescu, Jia Sun, Mohammad Sadegh Eshaghi, Yuantong Gu, Xi-Qiao Feng, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu:
Artificial intelligence for partial differential equations in computational mechanics: A review. CoRR abs/2410.19843 (2024) - 2023
- [j17]Bokai Liu, Nam Vu-Bac, Xiaoying Zhuang, Weizhuo Lu, Xiaolong Fu, Timon Rabczuk:
Al-DeMat: A web-based expert system platform for computationally expensive models in materials design. Adv. Eng. Softw. 176: 103398 (2023) - [j16]Hongwei Guo, Xiaoying Zhuang, Naif Alajlan, Timon Rabczuk:
Physics-informed deep learning for melting heat transfer analysis with model-based transfer learning. Comput. Math. Appl. 143: 303-317 (2023) - [j15]Wen-Hui Chu, Zhuo-Jia Fu, Zhuochao Tang, Wenzhi Xu, Xiaoying Zhuang:
A machine learning approach coupled with polar coordinate based localized collocation method for inner surface identification in heat conduction problem. Comput. Math. Appl. 148: 41-61 (2023) - [j14]Timon Rabczuk, Xiaoying Zhuang, Erkan Oterkus:
Editorial: Computational modeling based on nonlocal theory. Eng. Comput. 39(1): 3 (2023) - [j13]Huilong Ren, Xiaoying Zhuang, Erkan Oterkus, HeHua Zhu, Timon Rabczuk:
Nonlocal strong forms of thin plate, gradient elasticity, magneto-electro-elasticity and phase-field fracture by nonlocal operator method. Eng. Comput. 39(1): 23-44 (2023) - [j12]Xiaoying Zhuang, Xinyi Li, Shuwei Zhou:
Three-dimensional phase field feature of longitudinal hydraulic fracture propagation in naturally layered rocks under stress boundaries. Eng. Comput. 39(1): 711-734 (2023) - [j11]Qimin Wang, Xiaoying Zhuang:
A CNN-based surrogate model of isogeometric analysis in nonlocal flexoelectric problems. Eng. Comput. 39(1): 943-958 (2023) - [i26]Huilong Ren, Xiaoying Zhuang, Timon Rabczuk:
Ductile fracture modeling by phase field, Hencky strain elasticity and finite J2 plasticity using nonlocal operator method. CoRR abs/2302.13783 (2023) - [i25]Giang Huynh, Xiaoying Zhuang, Hoang-Giang Bui, Günther Meschke, Hung Nguyen-Xuan:
Elasto-plastic large deformation analysis of multi-patch thin shells by isogeometric approach. CoRR abs/2307.05007 (2023) - [i24]Xiaoying Zhuang, Shuwei Zhou, Mao Sheng, Gensheng Li:
On the hydraulic fracturing in naturally-layered porous media using the phase field method. CoRR abs/2307.11168 (2023) - [i23]Shuwei Zhou, Xiaoying Zhuang, Timon Rabczuk:
Phase field modeling of brittle compressive-shear fractures in rock-like materials: A new driving force and a hybrid formulation. CoRR abs/2308.05748 (2023) - [i22]Shuwei Zhou, Xiaoying Zhuang, Timon Rabczuk:
Phase-field modeling of fluid-driven dynamic cracking in porous media. CoRR abs/2309.02438 (2023) - [i21]Hai D. Huynh, S. Natarajan, Hung Nguyen-Xuan, Xiaoying Zhuang:
Polytopal composite finite elements for modeling concrete fracture based on nonlocal damage models. CoRR abs/2309.08579 (2023) - [i20]Shuwei Zhou, Xiaoying Zhuang, Timon Rabczuk:
Phase field method for quasi-static hydro-fracture in porous media under stress boundary condition considering the effect of initial stress field. CoRR abs/2309.08584 (2023) - [i19]Xiaoying Zhuang, Bin Li, S. S. Nanthakumar, Thomas Bohlke:
Second-order computational homogenization of flexoelectric composites. CoRR abs/2312.05556 (2023) - 2022
- [j10]Ayan Chakraborty, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk:
Domain adaptation based transfer learning approach for solving PDEs on complex geometries. Eng. Comput. 38(5): 4569-4588 (2022) - [j9]Hongwei Guo, Xiaoying Zhuang, Pengwan Chen, Naif Alajlan, Timon Rabczuk:
Stochastic deep collocation method based on neural architecture search and transfer learning for heterogeneous porous media. Eng. Comput. 38(6): 5173-5198 (2022) - [j8]Hongwei Guo, Xiaoying Zhuang, Pengwan Chen, Naif Alajlan, Timon Rabczuk:
Analysis of three-dimensional potential problems in non-homogeneous media with physics-informed deep collocation method using material transfer learning and sensitivity analysis. Eng. Comput. 38(6): 5423-5444 (2022) - [i18]Ayan Chakraborty, Cosmin Anitescu, Somdatta Goswami, Xiaoying Zhuang, Timon Rabczuk:
Variational energy based XPINNs for phase field analysis in brittle fracture. CoRR abs/2207.02307 (2022) - 2021
- [j7]Huilong Ren, Xiaoying Zhuang, Trung Nguyen-Thoi, Timon Rabczuk:
Nonlocal operator method for the Cahn-Hilliard phase field model. Commun. Nonlinear Sci. Numer. Simul. 96: 105687 (2021) - [j6]Bohayra Mortazavi, Evgeny V. Podryabinkin, Ivan S. Novikov, Timon Rabczuk, Xiaoying Zhuang, Alexander V. Shapeev:
Accelerating first-principles estimation of thermal conductivity by machine-learning interatomic potentials: A MTP/ShengBTE solution. Comput. Phys. Commun. 258: 107583 (2021) - [j5]Khader M. Hamdia, Xiaoying Zhuang, Timon Rabczuk:
An efficient optimization approach for designing machine learning models based on genetic algorithm. Neural Comput. Appl. 33(6): 1923-1933 (2021) - [i17]Hongwei Guo, Xiaoying Zhuang, Timon Rabczuk:
A Deep Collocation Method for the Bending Analysis of Kirchhoff Plate. CoRR abs/2102.02617 (2021) - [i16]Huilong Ren, Xiaoying Zhuang, Erkan Oterkus, HeHua Zhu, Timon Rabczuk:
Nonlocal strong forms of thin plate, gradient elasticity, magneto-electro-elasticity and phase field fracture by nonlocal operator method. CoRR abs/2103.08696 (2021) - [i15]Ayan Chakraborty, Thomas Wick, Xiaoying Zhuang, Timon Rabczuk:
Multigoal-oriented dual-weighted-residual error estimation using deep neural networks. CoRR abs/2112.11360 (2021) - 2020
- [j4]Qing-Xiang Meng, Wei-Ya Xu, Huan-Ling Wang, Xiaoying Zhuang, Wei-Chau Xie, Timon Rabczuk:
DigiSim - An Open Source Software Package for Heterogeneous Material Modeling Based on Digital Image Processing. Adv. Eng. Softw. 148: 102836 (2020) - [i14]Yiming Zhang, Xueqing Yang, Xiaoying Zhuang:
A micropolar peridynamics model with non-unified horizon for damage of solids with different non-local effects. CoRR abs/2009.08202 (2020) - [i13]Hongwei Guo, Xiaoying Zhuang, Xiaoyu Meng, Timon Rabczuk:
Integrated intelligent Jaya Runge-Kutta method for solving Falkner-Skan equations for Various Wedge Angles. CoRR abs/2010.05682 (2020) - [i12]Xiaoying Zhuang, Hongwei Guo, Naif Alajlan, Timon Rabczuk:
Deep Autoencoder based Energy Method for the Bending, Vibration, and Buckling Analysis of Kirchhoff Plates. CoRR abs/2010.05698 (2020) - [i11]Hongwei Guo, Xiaoying Zhuang, Xiaoyu Meng, Timon Rabczuk:
Analysis of three dimensional potential problems in non-homogeneous media with deep learning based collocation method. CoRR abs/2010.12060 (2020) - [i10]Hongwei Guo, Xiaoying Zhuang, Dawei Liang, Timon Rabczuk:
Stochastic groundwater flow analysis in heterogeneous aquifer with modified neural architecture search (NAS) based physics-informed neural networks using transfer learning. CoRR abs/2010.12344 (2020)
2010 – 2019
- 2019
- [i9]Nam Vu-Bac, Thang X. Duong, Tom Lahmer, Xiaoying Zhuang, Roger Andrew Sauer, H. S. Parke, Timon Rabczuk:
A NURBS-based Inverse Analysis for Reconstruction of Nonlinear Deformations of Thin Shell Structures. CoRR abs/1902.02204 (2019) - [i8]Shuwei Zhou, Timon Rabczuk, Xiaoying Zhuang:
Phase field modeling of quasi-static and dynamic crack propagation: COMSOL implementation and case studies. CoRR abs/1902.05922 (2019) - [i7]Hai D. Huynh, Phuong Tran, Xiaoying Zhuang, Hung Nguyen-Xuan:
An extended polygonal finite element method for large deformation fracture analysis. CoRR abs/1903.05160 (2019) - [i6]Vien Minh Nguyen-Thanh, Lu Trong Khiem Nguyen, Timon Rabczuk, Xiaoying Zhuang:
A surrogate model for computational homogenization of elastostatics at finite strain using the HDMR-based neural network approximator. CoRR abs/1906.02005 (2019) - [i5]Esteban Samaniego, Cosmin Anitescu, Somdatta Goswami, Vien Minh Nguyen-Thanh, Hongwei Guo, Khader M. Hamdia, Timon Rabczuk, Xiaoying Zhuang:
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications. CoRR abs/1908.10407 (2019) - [i4]Chuong Nguyen, Xiaoying Zhuang, Ludovic Chamoin, Hung Nguyen-Xuan, Xianzhong Zhao, Timon Rabczuk:
Three-dimensional topology optimization of auxetic metamaterial using isogeometric analysis and model order reduction. CoRR abs/1908.11449 (2019) - [i3]Xiaoying Zhuang, S. S. Nanthakumar, Timon Rabczuk:
A meshfree formulation for large deformation analysis of flexoelectric structures accounting for the surface effects. CoRR abs/1911.06553 (2019) - 2018
- [j3]Shuwei Zhou, Timon Rabczuk, Xiaoying Zhuang:
Phase field modeling of quasi-static and dynamic crack propagation: COMSOL implementation and case studies. Adv. Eng. Softw. 122: 31-49 (2018) - [i2]Vien Minh Nguyen-Thanh, Xiaoying Zhuang, Hung Nguyen-Xuan, Timon Rabczuk, Peter Wriggers:
A Virtual Element Method for 2D linear elastic fracture analysis. CoRR abs/1808.00355 (2018) - 2017
- [i1]Yiming Zhang, Xiaoying Zhuang:
A softening-healing law for self-healing quasi-brittle materials: analyzing with Strong Discontinuity embedded Approach. CoRR abs/1706.04906 (2017) - 2016
- [j2]Nam Vu-Bac, Tom Lahmer, Xiaoying Zhuang, Trung Nguyen-Thoi, Timon Rabczuk:
A software framework for probabilistic sensitivity analysis for computationally expensive models. Adv. Eng. Softw. 100: 19-31 (2016) - 2013
- [j1]Nam Vu-Bac, Hung Nguyen-Xuan, Lei Chen, Changkye Lee, Goangseup Zi, Xiaoying Zhuang, Gui Rong Liu, Timon Rabczuk:
A Phantom-Node Method with Edge-Based Strain Smoothing for Linear Elastic Fracture Mechanics. J. Appl. Math. 2013: 978026:1-978026:12 (2013)
Coauthor Index
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last updated on 2026-07-10 02:06 CEST by the dblp team
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