林晨森 - 复旦大学 - 人工智能创新与产业研究院

个人简介

教育经历 2014年获同济大学硕士学位 2019年获得同济大学博士学位；期间曾赴美国哥伦比亚大学、台湾国立交通大学、韩国浦项工业大学等机构访问工作经历博士毕业后在美国布朗大学、同济大学从事博士后研究 2022年入职复旦大学人工智能创新与产业研究院

研究领域

（1）人体血管网络智能建模与分析：采用人工智能方法对人体血管网络进行智能建模和分析，快速准确地预测不同手术方案后的供血情况，为手术规划提供定量化的分析依据，改善手术的效果和安全性，提高手术方案的个性化程度。（2）汽车风洞研究中的数据同化方法开发：针对汽车风洞研究中的试验和仿真手段，开发灵活快速的数据同化方法，提供高可信度覆盖全场的流场信息，为汽车设计和性能评估提供更可靠的数据支持。（3）符号回归算法与自动化科学探索：开发符号回归算法，以形成自动化的科学探索方法，从较大规模的数据集中发现新的物理规律和公式，推动科学家对具体问题的抽象理解。

近期论文

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Lin, Chensen, Martin Maxey, Zhen Li, and George Em Karniadakis*. A seamless multiscale operator neural network for inferring bubble dynamics. Journal of Fluid Mechanics 929 (2021). Lin, Chensen, Zhen Li, Lu Lu, Shengze Cai, Martin Maxey, and George Em Karniadakis*. Operator learning for predicting multiscale bubble growth dynamics. The Journal of Chemical Physics 154, no. 10 (2021): 104118. Lin, Chensen, Shuo Chen*, Ping Wei, Lanlan Xiao, Dongxiao Zhao, and Yang Liu. Dynamic characteristics of droplet impact on vibrating superhydrophobic substrate. Physics of Fluids 34, no. 5 (2022): 052005. Lin, Chensen, Shuo Chen, Lanlan Xiao, and Dongxiao Zhao*. A new surface design for molecular combing: A dissipative particle dynamics study. Journal of Applied Physics 132, no. 9 (2022): 094702. Lin, Chensen, Damin Cao, Dongxiao Zhao, Ping Wei, Shuo Chen*, and Yang Liu. Dynamics of droplet impact on a ring surface. Physics of Fluids 34, no. 1 (2022): 012004. Lin, Chensen, Kaixuan Zhang, Xiaocui Chen, Lanlan Xiao, Shuo Chen*, Jun Zhu, and Tao Zou. Reducing droplet contact time and area by craterlike surface structure. Physical Review Fluids 6, no. 8 (2021): 083602. Lin, Chensen, Lingqi Yang, Fangliang Chen, Shuo Chen, and Huiming Yin*. A dissipative particle dynamics and discrete element method coupled model for particle interactions in sedimentation toward the fabrication of a functionally graded material. Colloids and Surfaces A: Physicochemical and Engineering Aspects 604 (2020): 125326. Liu, Shuai, Shuo Chen*, Lanlan Xiao, Kaixuan Zhang, Yuan Qi, Hao Li, Yuan Cheng, Zixin Hu, and Chensen Lin*. Unraveling the motion and deformation characteristics of red blood cells in a deterministic lateral displacement device. Computers in Biology and Medicine (2023): 107712. Zhong, Xiaohui, Lei Chen, Jun Liu, Chensen Lin, Yuan Qi*, and Hao Li*. "FuXi-Extreme: Improving extreme rainfall and wind forecasts with diffusion model." arXiv preprint arXiv:2310.19822 (2023). Lei Chen, Xiaohui Zhong, Jie Wu, Deliang Chen, Shangping Xie, Qingchen Chao, Chensen Lin, Zixin Hu, Bo Lu, Hao Li*, Yuan Qi*. FuXi-S2S: An accurate machine learning model for global subseasonal forecasts. arXiv preprint arXiv:2312.09926 (2023). Zhao, Dongxiao, Lanlan Xiao, Hussein Aluie, Ping Wei, and Chensen Lin*. "Lagrangian investigation of the interface dynamics in single-mode Rayleigh–Taylor instability." Physics of Fluids 35, no. 10 (2023). (Featured Article) Zhang, Kaixuan, Jie Li, Wei Fang, Chensen Lin*, Jiayi Zhao, Zhen Li, Yang Liu, Shuo Chen*, Cunjing Lv, and Xi-Qiao Feng. An energy-conservative many-body dissipative particle dynamics model for thermocapillary drop motion. Physics of Fluids 34, no. 5 (2022): 052011. Xuanjun, Song, Lanlan Xiao*, Chensen Lin*, Shuo Chen, and Yang Liu. Simulation of cell motion in the microchannel with a square cavity. Journal of Mechanics in Medicine and Biology (2022): 2250022. Yazdani, Alireza, Yixiang Deng, He Li, Elahe Javadi, Zhen Li, Safa Jamali, Chensen Lin, Jay D. Humphrey, Christos S. Mantzoros, and George Em Karniadakis*. Integrating blood cell mechanics, platelet adhesive dynamics and coagulation cascade for modelling thrombus formation in normal and diabetic blood. Journal of the Royal Society Interface 18, no. 175 (2021): 20200834. Li, Jie, Kaixuan Zhang*, Chensen Lin, Lanlan Xiao, Yang Liu, and Shuo Chen*. Many-body dissipative particle dynamics with energy conservation: temperature-dependent long-term attractive interaction. Applied Mathematics and Mechanics 43, no. 4 (2022): 497-506. Yu, Zhiyuan, Kaixuan Zhang, Jiayi Zhao, Shuo Chen*, Chensen Lin, and Yang Liu. Coalescence-induced jumping of droplets on superhydrophobic substrates with a beam structure. Applied Surface Science 582 (2022): 152284. Xiao, Lanlan, Chensen Lin, Shuo Chen*, Yang Liu, Bingmei. Fu, and Weiwei Yan. Effects of red blood cell aggregation on the blood flow in a symmetrical stenosed microvessel. Biomechanics and modeling in mechanobiology 19, no. 1 (2020): 159-171.