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 | 71 | 2020 |
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 | 44 | 2020 |
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 | 37 | 2020 |
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 | 36* | 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 | 23 | 2022 |
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 | 19 | 2023 |
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 | 18 | 2020 |
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 |
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 | 14 | 2023 |
Mapped phase field method for brittle fracture T Xue, S Adriaenssens, S Mao Computer Methods in Applied Mechanics and Engineering 385, 114046, 2021 | 14 | 2021 |
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 | 12 | 2023 |
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 | 11 | 2022 |
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 | 10 | 2021 |
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 | 9 | 2023 |
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 | 6 | 2024 |
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 | 5 | 2023 |
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 | 5 | 2021 |
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 | 5 | 2019 |
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 | 5 | 2017 |
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 | 2 | 2023 |