Publications

@article{wang2026afin,
  title     = { A Fine-Grained Intelligent Mesh Quality Evaluation Algorithm Based on Neural Networks },
  author    = { Zhichao Wang and colleagues },
  journal   = { 2026 International Joint Conference on Neural Networks (IJCNN) },
  year      = { 2026 }
}

@article{wang2026gener,
  title     = { Generalization-Aware Structured Mesh Smoothing via Graph Neural Networks },
  author    = { Zhichao Wang and colleagues },
  journal   = { Computers & Fluids },
  year      = { 2026 },
  url       = { https://doi.org/10.1016/j.compfluid.2025.106895 }
}

@article{wang2026llm4f,
  title     = { LLM4Fluid: Large Language Models as Generalizable Neural Solvers for Fluid Dynamics },
  author    = { Zhichao Wang and colleagues },
  journal   = { arXiv:2601.21681 },
  year      = { 2026 },
  url       = { https://arxiv.org/abs/2601.21681 }
}

@article{wang2025gnnrl,
  title     = { GNNRL-Smoothing: A prior-free reinforcement learning model for mesh optimization },
  author    = { Zhichao Wang and colleagues },
  journal   = { Neural Networks },
  year      = { 2025 },
  url       = { https://doi.org/10.1016/j.neunet.2025.108235 }
}

@article{wang2025ugm2n,
  title     = { UGM2N: An Unsupervised and Generalizable Mesh Movement Network via M-Uniform Loss },
  author    = { Zhichao Wang and colleagues },
  journal   = { Advances in Neural Information Processing Systems (NeurIPS 2025) },
  year      = { 2025 },
  url       = { https://openreview.net/forum?id=UspcIEkK0y&referrer=%5BAuthor%20Console%5D(%2Fgroup%3Fid%3DNeurIPS.cc%2F2025%2FConference%2FAuthors%23your-submissions) }
}

@article{wang2025aneu,
  title     = { A neural network approach for unstructured mesh quality evaluation },
  author    = { Zhichao Wang and colleagues },
  journal   = { Engineering Computations },
  year      = { 2025 },
  url       = { https://doi.org/10.1108/EC-XX-XXXX-XXXX }
}

@article{wang2025anin,
  title     = { An intelligent mesh-smoothing method with graph neural networks },
  author    = { Zhichao Wang and colleagues },
  journal   = { Frontiers of Information Technology & Electronic Engineering },
  year      = { 2025 },
  url       = { https://doi.org/10.1631/FITEE.2400123 }
}

@article{wang2025asur,
  title     = { A surface mesh smoothing method for aircraft based on unsupervised learning },
  author    = { Zhichao Wang and colleagues },
  journal   = { Acta Aeronautica et Astronautica Sinica },
  year      = { 2025 }
}

@article{wang2024towar,
  title     = { Towards a new paradigm in intelligence-driven computational fluid dynamics simulations },
  author    = { Zhichao Wang and colleagues },
  journal   = { Engineering Applications of Computational Fluid Mechanics },
  year      = { 2024 },
  url       = { https://doi.org/10.1080/19942060.2024.2407005 }
}

@article{wang2024accel,
  title     = { Accelerating aerodynamic design optimization based on graph convolutional neural network },
  author    = { Zhichao Wang and colleagues },
  journal   = { International Journal of Modern Physics C },
  year      = { 2024 }
}

@article{wang2023st-pi,
  title     = { ST-PINN: A self-training physics-informed neural network for partial differential equations },
  author    = { Zhichao Wang and colleagues },
  journal   = { 2023 International Joint Conference on Neural Networks (IJCNN) },
  year      = { 2023 }
}

@article{wang2022aneu,
  title     = { A neural network-based mesh quality indicator for three-dimensional cylinder modelling },
  author    = { Zhichao Wang and colleagues },
  journal   = { Entropy },
  year      = { 2022 },
  url       = { https://doi.org/10.3390/e24091245 }
}

@article{wang2022evalu,
  title     = { Evaluating mesh quality with graph neural networks },
  author    = { Zhichao Wang and colleagues },
  journal   = { Engineering with Computers },
  year      = { 2022 },
  url       = { https://doi.org/10.1007/s00366-021-01487-6 }
}