姓 名：万玮
职 称：副教授
所在院系：数理学院
办公地址：主楼C519
研究方向：图像处理，深度学习、最优输运理论
电子邮箱：weiwan@ncepu.edu.cn
个人简介：
2019年博士毕业于北京师范大学数学与统计科学学院，2017.09-2019.03获国家留学基金委资助，以联合培养博士生身份赴美国凯斯西储大学访学，2019-2021年于清华大学丘成桐数学科学中心从事博士后研究。现主要从事变分PDE方法在图像处理中的应用、深度学习及最优输运理论等方向的研究工作。
教学课程:
深度学习：48学时/学期
概率论：48学时/学期
概率论与数理统计：56学时/学期
深度学习实践课：2周
科研项目：
[1]国家自然科学基金青年项目，高维最优输运问题的深度学习求解方法研究及其在图像配准中的应用，2024.01-2026.12，30万元，主持.
[2]国家自然科学基金面上项目，基于偏微分方程的神经网络鲁棒性模型，2021.01-2024.12，52万元，参与.
[3]中央高校科研业务费项目，基于深度学习的高光谱遥感图像超分辨率研究，2025.01-2026.12，9万，主持.
[4]中央高校科研业务费项目，基于边缘增强的多模态医学图像融合方法研究，2022.01-2023.12，12万，参与.
代表性论文：
[1] Wei Wan, Jiangong Pan, Yuejin Zhang, Chenglong Bao, Zuoqiang Shi. A neural network framework for high-dimensional dynamic unbalanced optimal transport. accepted by CSIAM Transactions on Applied Mathematics.
[2] Yuying Shi, Zhihan Zeng, Jingjing Liu, Wei Wan. Edge detection based on variational regularization for mixed noise removal. Inverse Problems and Imaging, 2026, 22:145-177.
[3] Yiming Yang, Jun Liu, Wei Wan*. Regularizing softmax with graph similarity for enhanced node classification. International Journal of Intelligent Systems, 2025, 1:8861477.
[4] Jiangong Pan, Wei Wan, Yuejin Zhang, Chenlong Bao, Zuoqiang Shi. A network based approach for unbalanced optimal transport on surfaces. Communications in Computational Physics, 2025, 38(3): 661-683.
[5] Jiangong Pan, Wei Wan, Chenlong Bao, Zuoqiang Shi. Solving unbalanced optimal transport on point cloud by tangent radial basis function method. Computers & Mathematics with Applications, 2025, 195:161-176.
[6] Wei Wan, Yuejin Zhang, Chenglong Bao, Bin Dong, Zuoqiang Shi. A scalable deep learning approach for solving high-dimensional dynamic optimal transport. SIAM Journal on Scientific Computing, 2023,45(4):B544-B563.
[7] Wei Wan, Jun Liu. Nonlocal patches based Gaussian mixture model for image inpainting. Applied Mathematical Modelling, 2020, 87: 317-331.
[8] Wei Wan, Weihong Guo, Haiyang Huang, Jun Liu. Non-negative and non-local sparse tensor factorization based hyperspectral image super-resolution. IEEE Transactions on Geoscience and Remote Sensing. 2020, 58(12): 8384-8394.
[9] Wei Wan, Weihong Guo, Jun Liu, Haiyang Huang. Non-local blind hyperspectral image super-resolution via 4D sparse tensor factorization and low-rank. Inverse Problems and Imaging, 2020, 14(2): 339-361.
[10] Wei Wan, Haiyang Huang, Jun Liu. Local block operators and TV regularization based image inpainting. Inverse Problems and Imaging, 2018, 12(6):1389-1410.
