Tianju Xue

Peer-reviewed Papers

[21] Accelerating phase-field simulation of three-dimensional microstructure evolution in laser powder bed fusion with composable machine learning predictions
Jin Young Choi, Tianju Xue, Shuheng Liao, Jian Cao.
Additive Manufacturing, 2024.

[20] More Stiffness with Less Fiber: End-to-End Fiber Path Optimization for 3D-Printed Composites
Xingyuan Sun, Geoffrey Roeder, Tianju Xue, Ryan P. Adams, Szymon Rusinkiewicz
Proceedings of the 8th ACM Symposium on Computational Fabrication, 2023.

[19] Additive friction stir deposition of metallic materials: process, structure and properties
Jiayun Shao, Arash Samaei, Tianju Xue, Xiaoyu Xie, Shengmin Guo, Jian Cao, Eric MacDonald, Zhengtao Gan
Materials & Design, 2023.

[18] JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science
Tianju Xue, Shuheng Liao, Zhengtao Gan, Chanwook Park, Xiaoyu Xie, Wing Kam Liu, Jian Cao
Computer Physics Communications, 2023.

[17] Convolution hierarchical deep-learning neural network (C-HiDeNN) with graphics processing unit (GPU) acceleration
Chanwook Park, Ye Lu, Sourav Saha, Tianju Xue, Jiachen Guo, Satyajit Mojumder, Daniel W. Apley, Gregory J. Wagner, Wing Kam Liu
Computational Mechanics, 2023.

[16] Simulation-guided feedforward-feedback control of melt pool temperature in directed energy deposition
Shuheng Liao, Jihoon Jeong, Rujing Zha, Tianju Xue, Jian Cao
CIRP Annals, 2023.

[14] Differentiable simulation for material thermal response design in additive manufacturing Processes
Mojtaba Mozaffar, Shuheng Liao, Jihoon Jeong, Tianju Xue, Jian Cao.
Additive Manufacturing, 2023.

[13] Learning the nonlinear dynamics of mechanical metamaterials with graph networks
Tianju Xue, Sigrid Adriaenssens, Sheng Mao.
International Journal of Mechanical Sciences, 2023.

[12] Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing
Tianju Xue, Zhengtao Gan, Shuheng Liao, Jian Cao.
npj Computational Materials, 2022.

[11] Mapped shape optimization method for rational design of cellular mechanical metamaterials under large deformation
Tianju Xue, Sheng Mao.
International Journal for Numerical Methods in Engineering, 2022.

[10] Amortized Synthesis of Constrained Configurations Using a Differentiable Surrogate
Xingyuan Sun, Tianju Xue, Szymon M. Rusinkiewicz, Ryan P. Adams.
NeurIPS, 2021.

[9] Mapped phase field method for brittle fracture
Tianju Xue, Sigrid Adriaenssens, Sheng Mao.
Computer Methods in Applied Mechanics and Engineering, 2021.

[8] A new finite element level set reinitialization method based on the shifted boundary method
Tianju Xue, WaiChing Sun, Sigrid Adriaenssens, Yujie Wei, Chuanqi Liu.
Journal of Computational Physics, 2021.

[7] Learning Composable Energy Surrogates for PDE Order Reduction
Alex Beatson, Jordan T. Ash, Geoffrey Roeder, Tianju Xue, Ryan P. Adams.
NeurIPS, 2020.

[6] Machine learning generative models for automatic design of multi-material 3D printed composite solids
Tianju Xue, Thomas J. Wallin, Yigit Menguc, Sigrid Adriaenssens, Maurizio Chiaramonte.
Extreme Mechanics Letters, 2020.

[5] Amortized Finite Element Analysis for Fast PDE-Constrained Optimization
Tianju Xue, Alex Beatson, Sigrid Adriaenssens, Ryan P. Adams.
ICML, 2020.

[4] A data-driven computational scheme for the nonlinear mechanical properties of cellular mechanical metamaterials under large deformation
Tianju Xue, Alex Beatson, Maurizio Chiaramonte, Geoffrey Roeder, Jordan T. Ash, Yigit Menguc, Sigrid Adriaenssens, Ryan P. Adams, Sheng Mao.
Soft Matter, 2020.

[3] The successive node snapping scheme for an evolving branched curve in 2D and 3D
Yang Wan, Tianju Xue and Yongxing Shen.
Computer-Aided Design, 2019.

[2] The successive node snapping scheme: A method to obtain conforming meshes for an evolving curve in 2D and 3D
Yang Wan, Tianju Xue and Yongxing Shen.
Finite Elements in Analysis and Design, 2019.

[1] Features of structural relaxation in diblock copolymers
Mingchao Ma, Tianju Xue, Shenyue Chen, Yunlong Guo, Yujie Chen and Hezhou Liu.
Polymer Testing, 2017.