杨冬平
助理教授
教育经历(按时间倒序):
- 2006-2011:厦门大学 凝聚态物理 博士学位(全日制)
- 2002-2006:厦门大学 物理学 学士学位 (全日制)
工作经历(按时间倒序):
- 2026-至今:深圳河套学院 助理教授
- 2022-2006:之江实验室 副研究员/研究专家
- 2020-2022:中国科学院福建物质结构研究所 副研究员/课题组长/PI
- 2015-2020:悉尼大学物理学院 博士后
- 2011-2015:香港浸会大学物理系 博士后
杨冬平,博士,深圳河套学院助理教授、博导。毕业于厦门大学凝聚态物理专业,曾在香港浸会大学与悉尼大学从事博士后研究。主要研究方向为脑智动力学与类脑智能,重点关注类脑导航、睡眠与癫痫等脑功能与脑疾病的神经动力学机制及其在类脑智能系统中的应用。主持国家自然科学基金面上项目1项和浙江省自然科学基金重点项目1项,在Science Advance, PNAS等国际顶级期刊发表论文40余篇。欢迎人工智能、脑科学与生物医学工程等相关方向的科研合作与优秀学生报考。
代表性论文(近5-10年,按影响力排序,通讯作者标注*):
Li K T, Wang Z, Gong P, Yang D*. Theta-nested Gamma Oscillations Balance Prediction and Vigilance in Spatial Navigation, PNAS, 2025, 122(43): e2515493122 (SCI 1区, DOI: 10.1073/pnas.2515493122)
Wu S, Huang H, Wang S, Chen G, Zhou C, Yang D*. Neural Heterogeneity Enhances Reliable Neural Information Processing: Local Sensitivity and Globally Input-slaved Transient Dynamics, Science Advances, 2025, 11(14): eadr3903 (SCI 1区, DOI: 10.1126/sciadv.adr3903)
Hu L, Ye L, Ye H, Liu X, Xiong K, Zhang Y, Zheng Z, Jiang H, Chen C, Wang Z, Zhou J, Wu Y, Huang K, Zhu J, Chen Z, Ding M, Yang D*, Wang S*, Harmonic Patterns Embedded in Ictal EEG Signals in Focal Epilepsy: New Insight into the Epileptogenic Zone, BMC Medicine, 2026, in press (SCI 1区, DOI: 10.1101/2023.12.20.23300274)
Chen N, Xu T, Sun M, Yao C*, Yang D*. Understanding Video Transformers: A Review on Key Strategies for Feature Learning and Performance Optimization, Intelligent Computing, 2025, 4: 0143 (SCI 1区, DOI: 10.34133/icomputing.0143)
Ji Y, Xu F, Shuai J, Yang D*, Yao C. Dynamical Mechanism for the Interplay of Circadian, Homeostatic, and Ultradian Rhythm in Normal Human Sleep, Physical Review E, 2025, 111(4): 044215 (SCI 1 区, DOI: 10.1103/PhysRevE.111.044215)
Hong R, Zheng T, Marra V*, Yang D*, Liu JK*. Multi-scale Modelling of the Epileptic Brain: Advantages of Computational Therapy Exploration, Journal of Neural Engineering, 2024, 21(2): 021002 (SCI 2区, DOI: 10.1088/1741-2552/ad3eb4)
Yao C, Xu F, Tang X, Zou W*, Yang D*, Shuai J*. A Physical Understanding and Quantification for the Regulation of Orexin on Sleep, Chaos, 2023, 33(7): 073119 (SCI 1区, DOI: 10.1063/5.0156090)
Liu T, Shah MZH, Yan X, Yang D*. Unsupervised Feature Representation Based on Deep Boltzmann Machine for Seizure Detection, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023, 31: 1624-1634 (SCI 1区, DOI: 10.1109/TNSRE.2023.3253821)
Shah MZH, Liu T, Wei Y, Yang D*. Unsupervised feature representation of sleep EEG data with Transient Deep Boltzmann Machine, IEEE Engineering in Medicine & Biology Society (EMBC), 2023, (DOI: 10.1109/EMBC40787.2023.10340365)
Yan X, Yang D*, Lin Z, Vucetic B. Significant Low-dimensional Spectral-temporal Features for Seizure Detection, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2022, 30: 668-677 (SCI 1区, DOI: 10.1109/TNSRE.2022.3156931)
Chu Z, Yang D*, Huang X*. Conditions for the Genesis of Early Afterdepolarization in a Model of a Ventricular Myocyte, Chaos, 2020, 30(4): 043105 (SCI 1区, DOI: 10.1063/1.5133086)
Yang D*, Robinson PA. Unified analysis of global and focal aspects of absence epilepsy via neural field theory of the corticothalamic system, Physical Review E, 2019, 100: 032405 (SCI 1 区, DOI: 10.1103/PhysRevE.100.032405)
Yang D*, Robinson PA. Critical dynamics of Hopf bifurcations in the corticothalamic system: Transitions from normal arousal states to epileptic seizures, Physical Review E, 2017, 95(4): 042410 (SCI 1区, DOI: 10.1103/PhysRevE.95.042410)
Yang D*, Zhou H, Zhou C*. Co-emergence of multi-scale cortical activities of irregular firing, oscillations and avalanches achieves cost-efficient information capacity, PLoS Computational Biology, 2017, 13(2): e1005384 (SCI 1 区, DOI: 10.1371/journal.pcbi.1005384)
Yang D*, McKenzie-Sell L, Karanjai A, Robinson PA. Wake-sleep Transition as a Noisy Bifurcation, Physical Review E, 2016, 94(2): 022412 (SCI 1 区, DOI: 10.1103/PhysRevE.94.022412)
专利成果:
神经网络的训练方法、装置、电子设备及存储介质,ZL 2025 1 0275403.5, 2025年,第一发明人
一种基于脉冲信号的储备池计算模型的训练方法及装置,ZL 2023 1 0971923.0, 2025年,第一发明人
一种基于预训练的动作识别模型训练方法、装置及设备,ZL 2023 1 1519700.7, 2025年, 第二发明人