姓名：陶亦文

职务/职称：直聘副研究员，硕士生导师

招生信息：大数据科学与技术、应用统计

研究领域：生物数学，机器学习

邮箱：taoyiwen@zzu.edu.cn

 

简要经历

2015.09-2021.07 郑州大学 硕博连读 应用数学

2019.10-2020.11 滑铁卢大学 联合培养博士生

2019.03-2019.09 威廉玛丽学院 联合培养博士生

 

主要项目

1. 国家自然科学基金青年科学基金项目，具有非局部时滞的海洋浮游生态系统动力学行为研究，主持

2. 中国博士后科学基金71批面上基金，双时空时滞下湖库浮游生态系统动力学行为研究，主持

3. 2023年度省重点研发与推广专项（科技攻关）项目，融合高光谱遥感的蓝藻水华动力学建模与应用，主持

4. 国家自然科学基金区域创新重点项目，数据驱动下非晶合金新材料的创新设计，参与

5. 国家自然科学基金面上项目, 基于机器学习的非晶合金微观结构研究，参与

 

代表论文

一作或通讯：

1. Cui H, Li J, Sun Y, Milne, R, Tao, Y*, Ren, J* (2024). A novel framework for quantitative attribution of particulate matter pollution mitigation to natural and socioeconomic drivers. Science of The Total Environment, 171910. (中科院1区TOP, IF=9.8)

2. Tao Y, Ren J, Zhu H, Li J, Cui H* (2024). Exploring spatiotemporal patterns of algal cell density in lake Dianchi with explainable machine learning. Environmental Pollution, 124395. (中科院2区TOP, IF=8.9)

3. Cui H, Tao Y*, Li J, et al. (2024). Predicting and analyzing the algal population dynamics of a grass-type lake with explainable machine learning. Journal of Environmental Management, 354, 120394. (中科院2区TOP, IF=8.4)

4. Tao Y, Zhao J, Cui H, et al. (2024). Exploring the impact of socioeconomic and natural factors on pulmonary tuberculosis incidence in China (2013-2019) using explainable machine learning: A nationwide study. Acta Tropica, 107176. （中科院2区）

5. Tao Y, Zhu H, Ren J* (2024). Comparative study of physics-based model and machine learning model for epidemic forecasting and countermeasure. Computational and Applied Mathematics, 43,148

6. Tao Y, Campbell S A, Ren J* (2024). The Ananthakrishna model under non-synchronous perturbation, Acta Mathematicae Applicatae Sinica

7. Tao Y, Sun Y, Zhu H, Lyu J, Ren J* (2023). Nilpotent singularities and periodic perturbation of a GIbeta model: A pathway to glucose disorder. Journal of Nonlinear Science, 33(3): 49. (中科院2区)

8. Tao Y*, Ren J*(2022). The stability and bifurcation of homogeneous diffusive predator-prey systems with spatio-temporal delays. Discrete & Continuous Dynamical  Systems Series B, 27(1): 229-243.

9. Tao Y*, Campbell S A, Poulin F J (2021). Dynamics of a diffusive nutrient-phytoplankton-zooplankton model with spatio-temporal delay. SIAM Journal on Applied Mathematics, 81(6): 2405-2432.

10. Tao Y, Li X, Ren J* (2018). A repeated yielding model under periodic perturbation. Nonlinear Dynamics, 2018, 94(4): 2511-2525. (中科院1区)

 

合作：

1. Cui, H., Li, J., Mao, Q., Hu, Q., Dong, C., & Tao, Y. (2024). STSD: A large-scale benchmark for semantic segmentation of subway tunnel point cloud. Tunnelling and Underground Space Technology, 150, 105829. (中科院1区 TOP, IF=6.9)

2. He, L., Zhao, F., Shang, X., Lou, R., Sun, P., Song, B., ... & Tao, Y. (2024). Detachment dynamics of sessile droplets triggered by interaction forces between oil and wall in a microchannel. Physics of Fluids, 36(5). (中科院1 区)

3. Cui, H., Mao, Q., Li, J., Hu, Q., Tao, Y., Ma, J., & Li, Z. (2024). Shield Tunnel Dislocation Detection Method Based on semantic segmentation and bolt hole positioning of MLS point cloud. IEEE Transactions on Geoscience and Remote Sensing. (中科院1区 IF=8.2)

4. ……

 

授权发明专利2项（第一完成人），参与5项