Xiaoying Zhuang

59 papers Journal 58Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Deep Energy Method with Large Language Model assistance: an open-source Streamlit-based platform for solving variational PDEs. CoRR Yizheng Wang, Cosmin Anitescu, Mohammad Sadegh Eshaghi, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu
2026	J	`jnl`	Pretrain Finite Element Method: A Pretraining and Warm-start Framework for PDEs via Physics-Informed Neural Operators. CoRR Yizheng Wang, Zhongkai Hao, Mohammad Sadegh Eshaghi, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu
2026	J	`jnl`	Real-time fracture geometry prediction: An integration of pressure prediction and deep learning surrogate model. Eng. Appl. Artif. Intell. Zhongyu Hu, Mao Sheng, Zhaoyang Wei, Xiaoying Zhuang, Kankan Bai, Shouceng Tian
2025	J	`jnl`	A coupled finite element-virtual element method for thermomechanical analysis of electronic packaging structures. CoRR Yanpeng Gong, Sishuai Li, Fei Qin, Yue Mei, Xiaoying Zhuang, Timon Rabczuk
2025	J	`jnl`	An open-source LS-DYNA implementation of the variational damage model. Adv. Eng. Softw. Ya Duan, Xiaoying Zhuang, Huilong Ren, Timon Rabczuk
2025	J	`jnl`	Long-term simulation of physical and mechanical behaviors using curriculum-transfer-learning based physics-informed neural networks. CoRR Yuan Guo, Zhuojia Fu, Jian Min, Shiyu Lin, Xiaoting Liu, Youssef F. Rashed, Xiaoying Zhuang
2025	J	`jnl`	Long-term simulation of physical and mechanical behaviors using curriculum-transfer-learning based physics-informed neural networks. Neural Networks Yuan Guo, Zhuojia Fu, Jian Min, Shiyu Lin, Xiaoting Liu, Youssef F. Rashed, Xiaoying Zhuang
2025	J	`jnl`	Machine learning for transmission spectra prediction on gradient seismic metastructure. Comput. Phys. Commun. Yilin Rao, Liangshu He, Yabin Jin, HeHua Zhu, Timon Rabczuk, Xiaoying Zhuang
2025	J	`jnl`	NOWS: Neural Operator Warm Starts for Accelerating Iterative Solvers. CoRR Mohammad Sadegh Eshaghi, Cosmin Anitescu, Navid Valizadeh, Yizheng Wang, Xiaoying Zhuang, Timon Rabczuk
2025	J	`jnl`	Physics-Informed Kolmogorov-Arnold Networks for multi-material elasticity problems in electronic packaging. CoRR Yanpeng Gong, Yida He, Yue Mei, Xiaoying Zhuang, Fei Qin, Timon Rabczuk
2025	—	`conf`	Robust, Efficient, and Long-Time Accurate Schemes to Simulate Gas Storage in Geological Formation. ICCS (3) Huangxin Chen, Yuxiang Chen, Jisheng Kou, Shuyu Sun, Dunhui Xiao, Xuejun Xu, Haitao Yu, Tao Zhang, Xiaoying Zhuang
2025	J	`jnl`	Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation. CoRR Yizheng Wang, Jinshuai Bai, Mohammad Sadegh Eshaghi, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu
2024	J	`jnl`	Artificial intelligence for partial differential equations in computational mechanics: A review. CoRR 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
2024	J	`jnl`	DeepNetBeam: A Framework for the Analysis of Functionally Graded Porous Beams. CoRR Mohammad Sadegh Eshaghi, Mostafa Bamdad, Cosmin Anitescu, Yizheng Wang, Xiaoying Zhuang, Timon Rabczuk
2024	J	`jnl`	Improving single image localization through domain adaptation and large kernel attention with synthetic data. Eng. Appl. Artif. Intell. Dansheng Yao, HeHua Zhu, Bangke Ren, Xiaoying Zhuang
2024	J	`jnl`	Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving PDEs based on Kolmogorov Arnold Networks. CoRR Yizheng Wang, Jia Sun, Jinshuai Bai, Cosmin Anitescu, Mohammad Sadegh Eshaghi, Xiaoying Zhuang, Timon Rabczuk, Yinghua Liu
2023	J	`jnl`	A CNN-based surrogate model of isogeometric analysis in nonlocal flexoelectric problems. Eng. Comput. Qimin Wang, Xiaoying Zhuang
2023	J	`jnl`	A machine learning approach coupled with polar coordinate based localized collocation method for inner surface identification in heat conduction problem. Comput. Math. Appl. Wen-Hui Chu, Zhuo-Jia Fu, Zhuochao Tang, Wenzhi Xu, Xiaoying Zhuang
2023	J	`jnl`	Al-DeMat: A web-based expert system platform for computationally expensive models in materials design. Adv. Eng. Softw. Bokai Liu, Nam Vu-Bac, Xiaoying Zhuang, Weizhuo Lu, Xiaolong Fu, Timon Rabczuk
2023	J	`jnl`	Ductile fracture modeling by phase field, Hencky strain elasticity and finite J2 plasticity using nonlocal operator method. CoRR Huilong Ren, Xiaoying Zhuang, Timon Rabczuk
2023	J	`jnl`	Editorial: Computational modeling based on nonlocal theory. Eng. Comput. Timon Rabczuk, Xiaoying Zhuang, Erkan Oterkus
2023	J	`jnl`	Elasto-plastic large deformation analysis of multi-patch thin shells by isogeometric approach. CoRR Giang Huynh, Xiaoying Zhuang, Hoang-Giang Bui, Günther Meschke, Hung Nguyen-Xuan
2023	J	`jnl`	Nonlocal strong forms of thin plate, gradient elasticity, magneto-electro-elasticity and phase-field fracture by nonlocal operator method. Eng. Comput. Huilong Ren, Xiaoying Zhuang, Erkan Oterkus, HeHua Zhu, Timon Rabczuk
2023	J	`jnl`	On the hydraulic fracturing in naturally-layered porous media using the phase field method. CoRR Xiaoying Zhuang, Shuwei Zhou, Mao Sheng, Gensheng Li
2023	J	`jnl`	Phase field method for quasi-static hydro-fracture in porous media under stress boundary condition considering the effect of initial stress field. CoRR Shuwei Zhou, Xiaoying Zhuang, Timon Rabczuk
2023	J	`jnl`	Phase field modeling of brittle compressive-shear fractures in rock-like materials: A new driving force and a hybrid formulation. CoRR Shuwei Zhou, Xiaoying Zhuang, Timon Rabczuk
2023	J	`jnl`	Phase-field modeling of fluid-driven dynamic cracking in porous media. CoRR Shuwei Zhou, Xiaoying Zhuang, Timon Rabczuk
2023	J	`jnl`	Physics-informed deep learning for melting heat transfer analysis with model-based transfer learning. Comput. Math. Appl. Hongwei Guo, Xiaoying Zhuang, Naif Alajlan, Timon Rabczuk
2023	J	`jnl`	Polytopal composite finite elements for modeling concrete fracture based on nonlocal damage models. CoRR Hai D. Huynh, S. Natarajan, Hung Nguyen-Xuan, Xiaoying Zhuang
2023	J	`jnl`	Second-order computational homogenization of flexoelectric composites. CoRR Xiaoying Zhuang, Bin Li, S. S. Nanthakumar, Thomas Bohlke
2023	J	`jnl`	Three-dimensional phase field feature of longitudinal hydraulic fracture propagation in naturally layered rocks under stress boundaries. Eng. Comput. Xiaoying Zhuang, Xinyi Li, Shuwei Zhou
2022	J	`jnl`	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. Hongwei Guo, Xiaoying Zhuang, Pengwan Chen, Naif Alajlan, Timon Rabczuk
2022	J	`jnl`	Domain adaptation based transfer learning approach for solving PDEs on complex geometries. Eng. Comput. Ayan Chakraborty, Cosmin Anitescu, Xiaoying Zhuang, Timon Rabczuk
2022	J	`jnl`	Stochastic deep collocation method based on neural architecture search and transfer learning for heterogeneous porous media. Eng. Comput. Hongwei Guo, Xiaoying Zhuang, Pengwan Chen, Naif Alajlan, Timon Rabczuk
2022	J	`jnl`	Variational energy based XPINNs for phase field analysis in brittle fracture. CoRR Ayan Chakraborty, Cosmin Anitescu, Somdatta Goswami, Xiaoying Zhuang, Timon Rabczuk
2021	J	`jnl`	A Deep Collocation Method for the Bending Analysis of Kirchhoff Plate. CoRR Hongwei Guo, Xiaoying Zhuang, Timon Rabczuk
2021	J	`jnl`	Accelerating first-principles estimation of thermal conductivity by machine-learning interatomic potentials: A MTP/ShengBTE solution. Comput. Phys. Commun. Bohayra Mortazavi, Evgeny V. Podryabinkin, Ivan S. Novikov, Timon Rabczuk, Xiaoying Zhuang, Alexander V. Shapeev
2021	J	`jnl`	An efficient optimization approach for designing machine learning models based on genetic algorithm. Neural Comput. Appl. Khader M. Hamdia, Xiaoying Zhuang, Timon Rabczuk
2021	J	`jnl`	Multigoal-oriented dual-weighted-residual error estimation using deep neural networks. CoRR Ayan Chakraborty, Thomas Wick, Xiaoying Zhuang, Timon Rabczuk
2021	J	`jnl`	Nonlocal operator method for the Cahn-Hilliard phase field model. Commun. Nonlinear Sci. Numer. Simul. Huilong Ren, Xiaoying Zhuang, Trung Nguyen-Thoi, Timon Rabczuk
2021	J	`jnl`	Nonlocal strong forms of thin plate, gradient elasticity, magneto-electro-elasticity and phase field fracture by nonlocal operator method. CoRR Huilong Ren, Xiaoying Zhuang, Erkan Oterkus, HeHua Zhu, Timon Rabczuk
2020	J	`jnl`	A micropolar peridynamics model with non-unified horizon for damage of solids with different non-local effects. CoRR Yiming Zhang, Xueqing Yang, Xiaoying Zhuang
2020	J	`jnl`	Analysis of three dimensional potential problems in non-homogeneous media with deep learning based collocation method. CoRR Hongwei Guo, Xiaoying Zhuang, Xiaoyu Meng, Timon Rabczuk
2020	J	`jnl`	Deep Autoencoder based Energy Method for the Bending, Vibration, and Buckling Analysis of Kirchhoff Plates. CoRR Xiaoying Zhuang, Hongwei Guo, Naif Alajlan, Timon Rabczuk
2020	J	`jnl`	DigiSim - An Open Source Software Package for Heterogeneous Material Modeling Based on Digital Image Processing. Adv. Eng. Softw. Qing-Xiang Meng, Wei-Ya Xu, Huan-Ling Wang, Xiaoying Zhuang, Wei-Chau Xie, Timon Rabczuk
2020	J	`jnl`	Integrated intelligent Jaya Runge-Kutta method for solving Falkner-Skan equations for Various Wedge Angles. CoRR Hongwei Guo, Xiaoying Zhuang, Xiaoyu Meng, Timon Rabczuk
2020	J	`jnl`	Stochastic groundwater flow analysis in heterogeneous aquifer with modified neural architecture search (NAS) based physics-informed neural networks using transfer learning. CoRR Hongwei Guo, Xiaoying Zhuang, Dawei Liang, Timon Rabczuk
2019	J	`jnl`	A NURBS-based Inverse Analysis for Reconstruction of Nonlinear Deformations of Thin Shell Structures. CoRR Nam Vu-Bac, Thang X. Duong, Tom Lahmer, Xiaoying Zhuang, Roger Andrew Sauer, H. S. Parke, Timon Rabczuk
2019	J	`jnl`	A meshfree formulation for large deformation analysis of flexoelectric structures accounting for the surface effects. CoRR Xiaoying Zhuang, S. S. Nanthakumar, Timon Rabczuk
2019	J	`jnl`	A surrogate model for computational homogenization of elastostatics at finite strain using the HDMR-based neural network approximator. CoRR Vien Minh Nguyen-Thanh, Lu Trong Khiem Nguyen, Timon Rabczuk, Xiaoying Zhuang
2019	J	`jnl`	An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications. CoRR Esteban Samaniego, Cosmin Anitescu, Somdatta Goswami, Vien Minh Nguyen-Thanh, Hongwei Guo, Khader M. Hamdia, Timon Rabczuk, Xiaoying Zhuang
2019	J	`jnl`	An extended polygonal finite element method for large deformation fracture analysis. CoRR Hai D. Huynh, Phuong Tran, Xiaoying Zhuang, Hung Nguyen-Xuan
2019	J	`jnl`	Phase field modeling of quasi-static and dynamic crack propagation: COMSOL implementation and case studies. CoRR Shuwei Zhou, Timon Rabczuk, Xiaoying Zhuang
2019	J	`jnl`	Three-dimensional topology optimization of auxetic metamaterial using isogeometric analysis and model order reduction. CoRR Chuong Nguyen, Xiaoying Zhuang, Ludovic Chamoin, Hung Nguyen-Xuan, Xianzhong Zhao, Timon Rabczuk
2018	J	`jnl`	A Virtual Element Method for 2D linear elastic fracture analysis. CoRR Vien Minh Nguyen-Thanh, Xiaoying Zhuang, Hung Nguyen-Xuan, Timon Rabczuk, Peter Wriggers
2018	J	`jnl`	Phase field modeling of quasi-static and dynamic crack propagation: COMSOL implementation and case studies. Adv. Eng. Softw. Shuwei Zhou, Timon Rabczuk, Xiaoying Zhuang
2017	J	`jnl`	A softening-healing law for self-healing quasi-brittle materials: analyzing with Strong Discontinuity embedded Approach. CoRR Yiming Zhang, Xiaoying Zhuang
2016	J	`jnl`	A software framework for probabilistic sensitivity analysis for computationally expensive models. Adv. Eng. Softw. Nam Vu-Bac, Tom Lahmer, Xiaoying Zhuang, Trung Nguyen-Thoi, Timon Rabczuk
2013	J	`jnl`	A Phantom-Node Method with Edge-Based Strain Smoothing for Linear Elastic Fracture Mechanics. J. Appl. Math. Nam Vu-Bac, Hung Nguyen-Xuan, Lei Chen, Changkye Lee, Goangseup Zi, Xiaoying Zhuang, Gui Rong Liu, Timon Rabczuk