@article{li2023graph,
        title={From PIV to LSPIV: Harnessing deep learning for environmental flow velocimetry},
        author={Mingrui Zhang, Siyi Li and Matthew 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}
}