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Tianju Xue
Tianju Xue
Assistant Professor at HKUST
Verified email at ust.hk - Homepage
Title
Cited by
Cited by
Year
Machine learning generative models for automatic design of multi-material 3D printed composite solids
T Xue, TJ Wallin, Y Menguc, S Adriaenssens, M Chiaramonte
Extreme Mechanics Letters 41, 100992, 2020
632020
A data-driven computational scheme for the nonlinear mechanical properties of cellular mechanical metamaterials under large deformation
T Xue, A Beatson, M Chiaramonte, G Roeder, JT Ash, Y Menguc, ...
Soft matter 16 (32), 7524-7534, 2020
422020
Amortized finite element analysis for fast pde-constrained optimization
T Xue, A Beatson, S Adriaenssens, R Adams
International Conference on Machine Learning, 10638-10647, 2020
362020
Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification
S Liao, T Xue, J Jeong, S Webster, K Ehmann, J Cao
Computational Mechanics 72 (3), 499-512, 2023
31*2023
Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing
T Xue, Z Gan, S Liao, J Cao
npj Computational Materials 8 (1), 201, 2022
182022
Learning composable energy surrogates for pde order reduction
A Beatson, J Ash, G Roeder, T Xue, RP Adams
Advances in neural information processing systems 33, 338-348, 2020
182020
Learning the nonlinear dynamics of mechanical metamaterials with graph networks
T Xue, S Adriaenssens, S Mao
International Journal of Mechanical Sciences 238, 107835, 2023
17*2023
JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science
T Xue, S Liao, Z Gan, C Park, X Xie, WK Liu, J Cao
Computer Physics Communications 291, 108802, 2023
152023
Mapped phase field method for brittle fracture
T Xue, S Adriaenssens, S Mao
Computer Methods in Applied Mechanics and Engineering 385, 114046, 2021
142021
Convolution hierarchical deep-learning neural network (c-hidenn) with graphics processing unit (gpu) acceleration
C Park, Y Lu, S Saha, T Xue, J Guo, S Mojumder, DW Apley, GJ Wagner, ...
Computational Mechanics 72 (2), 383-409, 2023
102023
Differentiable simulation for material thermal response design in additive manufacturing processes
M Mozaffar, S Liao, J Jeong, T Xue, J Cao
Additive Manufacturing 61, 103337, 2023
102023
Amortized synthesis of constrained configurations using a differentiable surrogate
X Sun, T Xue, S Rusinkiewicz, RP Adams
Advances in neural information processing systems 34, 18891-18906, 2021
102021
Mapped shape optimization method for the rational design of cellular mechanical metamaterials under large deformation
T Xue, S Mao
International Journal for Numerical Methods in Engineering 123 (10), 2357-2380, 2022
92022
Additive friction stir deposition of metallic materials: Process, structure and properties
J Shao, A Samaei, T Xue, X Xie, S Guo, J Cao, E MacDonald, Z Gan
Materials & Design, 112356, 2023
52023
Simulation-guided feedforward-feedback control of melt pool temperature in directed energy deposition
S Liao, J Jeong, R Zha, T Xue, J Cao
CIRP Annals 72 (1), 157-160, 2023
52023
The successive node snapping scheme: A method to obtain conforming meshes for an evolving curve in 2D and 3D
Y Wan, T Xue, Y Shen
Finite Elements in Analysis and Design 153, 1-21, 2019
52019
Features of structural relaxation in diblock copolymers
M Ma, T Xue, S Chen, Y Guo, Y Chen, H Liu
Polymer Testing 60, 1-5, 2017
52017
A new finite element level set reinitialization method based on the shifted boundary method
T Xue, WC Sun, S Adriaenssens, Y Wei, C Liu
Journal of Computational Physics 438, 110360, 2021
42021
Accelerating phase-field simulation of three-dimensional microstructure evolution in laser powder bed fusion with composable machine learning predictions
JY Choi, T Xue, S Liao, J Cao
Additive Manufacturing 79, 103938, 2024
32024
More Stiffness with Less Fiber: End-to-End Fiber Path Optimization for 3D-Printed Composites
X Sun, G Roeder, T Xue, RP Adams, S Rusinkiewicz
Proceedings of the 8th ACM Symposium on Computational Fabrication, 1-14, 2023
12023
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Articles 1–20