冷思阳 教授 博士生导师 复旦大学智能机器人与先进制造创新学院 教授 复旦大学智能复杂体系基础理论与关键技术实验室 兼聘教授 E-mail: syleng@fudan.edu.cn |
个人简介
从事非线性动力学、复杂系统理论与生命科学、社会科学、人工智能等领域的应用数学交叉研究,成果发表在Nature Communications, PRL, PNAS, Research, Advanced Science等国际重要学术期刊和IEEE CDC等国际顶级学术会议上,获得2024年度上海市自然科学一等奖,主持或参与多个国家级和省部级科研项目的研究工作,入选国家级青年人才计划。担任中国系统工程学会系统理论专委会委员、中国数学会生物数学专委会青工委委员、《复旦学报(自然科学版)》编委,讲授《智能科学的数学基础》、《应用数学方法》、《现代智能控制理论》等本科生和研究生课程,参编教材一部。
教育经历
2011.09 - 2016.06,复旦大学,数学科学学院,应用数学专业,博士,导师:林伟教授
2014.09 - 2015.09,德国波茨坦气候影响研究所,国家公派联合培养博士生,导师:Jürgen Kurths教授
2006.09 - 2011.07,复旦大学,数学科学学院,信息与计算科学专业,学士
工作经历
2024.12 - 现在,复旦大学,智能机器人与先进制造创新学院,教授
2020.08 - 2024.11,复旦大学,工程与应用技术研究院,青年研究员
2023.10 - 现在,复旦大学,智能复杂体系基础理论与关键技术实验室,兼聘教授
2016.11 - 2020.03,日本东京大学,生产技术研究所,特任研究员,合作导师:合原一幸教授&陈洛南教授
代表成果
1. Ren Cao, Jintong Zhao, Chun Guan, Huanfei Ma*, Jifan Shi*, and Siyang Leng*, Reservoir cross mapping as a nonlinear framework for detecting dynamical causality, Cell Reports Physical Science, 2025, 6(7): 102683.
2. Jintong Zhao, Zhongxue Gan*, Ruixi Huang, Chun Guan, Jifan Shi*, and Siyang Leng*, Detecting dynamical causality via intervened reservoir computing, Communications Physics, 2024, 7: 232.
3. Minhao Zou, Zhongxue Gan, Yutong Wang, Junheng Zhang, Dongyan Sui, Chun Guan, and Siyang Leng*, UniG-Encoder: A universal feature encoder for graph and hypergraph node classification, Pattern Recognition, 2024, 147: 110115.
4. Dongyan Sui, Chun Guan, Zhongxue Gan*, Wei Lin, and Siyang Leng*, Tuning Convergence Rate via Non-Bayesian Social Learning: A Trade-Off between Internal Belief and External Information, The 62nd IEEE Conference on Decision and Control (IEEE CDC 2023).
5. Liufei Yang, Wei Lin, and Siyang Leng*, Conditional cross-map-based technique: From pairwise dynamical causality to causal network reconstruction, Chaos, 2023, 33(6): 063101.
6. Xiong Ying#, Si-Yang Leng#, Huan-Fei Ma, Qing Nie, Ying-Cheng Lai, and Wei Lin*, Continuity scaling: A rigorous framework for detecting and quantifying causality accurately, Research, 2022, 2022: 9870149. (《Research》 Best Paper Award 2022)
7. Siyang Leng, Huanfei Ma, Jürgen Kurths, Ying-Cheng Lai, Wei Lin*, Kazuyuki Aihara*, and Luonan Chen*, Partial cross mapping eliminates indirect causal influences, Nature Communications, 2020, 11: 2632.
8. Siyang Leng*, and Kazuyuki Aihara, Common stochastic inputs induce neuronal transient synchronization with partial reset, Neural Networks, 2020, 128: 13-21.
9. Huanfei Ma, Siyang Leng, Kazuyuki Aihara*, Wei Lin*, and Luonan Chen*, Randomly distributed embedding making short-term high-dimensional data predictable, Proceedings of the National Academy of Sciences of the United States of America, 2018, 115(43): E9994-E10002. (ICCM Best Paper Award 2019)
10. Yong-Zheng Sun#, Si-Yang Leng#, Ying-Cheng Lai, Celso Grebogi, and Wei Lin*, Closed-Loop Control of Complex Networks: A Trade-Off between Time and Energy, Physical Review Letters, 2017, 119(19): 198301.
(* Corresponding Author, # Co-First Author)