@article{luo2025bag,
          title={BAG: Body-Aligned 3D Wearable Asset Generation},
          author={Zhongjin Luo and Yang Li and Mingrui Zhang and Senbo Wang and Han Yan and Xibin Song and Taizhang Shang and Wei Mao and Hongdong Li and Xiaoguang Han and Pan Ji},
          year={2025},
          eprint={2501.16177},
          archivePrefix={arXiv},
          primaryClass={cs.CV},
          url={https://arxiv.org/abs/2501.16177}, 
        }

      @article{Tlhomole2025piv,
        title={From PIV to LSPIV: Harnessing deep learning for environmental flow velocimetry},
        author={James B Tlhomole and Graham O Hughes and Mingrui Zhang and Matthew D Piggott},
        journal={Journal of Hydrology},
        volume={649},
        year={2025}
      }

      @misc{yan2024phycage,
        title={PhyCAGE: Physically Plausible Compositional 3D Asset Generation from a Single Image}, 
        author={Han Yan and Mingrui Zhang and Yang Li and Chao Ma and Pan Ji},
        year={2024},
        eprint={2411.18548},
        archivePrefix={arXiv},
        primaryClass={cs.CV},
        url={https://arxiv.org/abs/2411.18548}, 
    }

@article{zhang2024um2n,
  author={Mingrui Zhang and Chunyang Wang and Stephan Kramer and Joseph G. Wallwork and Siyi Li and Jiancheng Liu and Xiang Chen and Matthew D Piggott},
  title={Towards Universal Mesh Movement Networks},
  journal={Advances in Neural Information Processing Systems},
  volume={37},
  year={2024}
}

@article{li2023graph,
  title={End-to-end wind turbine wake modelling with deep graph representation learning},
  author={Mingrui Zhang, Siyi Li and Matthew Piggott},
  journal={Applied Energy},
  volume={339},
  year={2023}
}

@InProceedings{zhang22learning,
  title = {Learning to Estimate and Refine Fluid Motion with Physical Dynamics},
  author = {Zhang, Mingrui and Wang, Jianhong and Tlhomole, James B and Piggott, Matthew},
  booktitle = {Proceedings of the 39th International Conference on Machine Learning},
  year = {2022}
}

@article{song2022m2n,
  author={Wenbin song and Mingrui Zhang and Joseph G. Wallwork and Junpeng Gao and Zheng Tian and Fangfei Sun and Matthew D Piggott and Junqing Chen and Zuoqiang Shi and Xiang Chen and Jun Wang},
  title={M2N: mesh movement networks for pde solvers},
  journal={Advances in Neural Information Processing Systems},
  volume={35},
  year={2022}
}

      @article{yang23dffsi,
      title = {Neural network control of fully-differentiable fluid-rigid structure interaction problem},
      author = {Jianhui Yang and Mingrui Zhang and Andrew G Buchan and Liang Yang},
      journal = {CIMNE 2023},
      year = {2023}
      }

@article{fang22complex,
title = {Complex locomotion skill learning via differentiable physics},
author = {Yu Fang and Jiancheng Liu and Mingrui Zhang and Jiasheng Zhang and Yidong Ma and Minchen Li and Yuanming Hu and Chenfanfu Jiang and Tiantian Liu},
journal = {arXiv preprint arXiv:2206.02341},
year = {2022}
}

@article{joe2022e2n,
title = {E2N: error estimation networks for goal-oriented mesh adaptation},
author = {Joseph G. Wallwork and Jingyi Lu and Mingrui Zhang and Matthew D Piggott},
journal = {https://arxiv.org/pdf/2207.11233.pdf},
year = {2022}
}

@InProceedings{zhang20unsupervised,
  title = {Unsupervised Learning of Particle Image Velocimetry},
  author = {Mingrui Zhang and Matthew D Piggott},
  booktitle = {International Conference on High Performance Computing (ISC)},
  year = {2020}
}