杨玉超

职称:北京大学长聘教授,国家杰青,人工智能研究院类脑智能芯片研究中心主任

所在院系:集成电路学院,人工智能研究院

研究领域:类脑计算、智能硬件、忆阻器

办公电话:+8610-62752082

电子邮件:yuchaoyang@pku.edu.cn

个人主页:http://yuchaolab.cn

工作经历

2022–今, 长聘教授、博士生导师,北京大学

2021–2022,研究员/长聘副教授、博士生导师,北京大学

2015–2021,研究员、博士生导师,北京大学

2013–2015,高级研究员,密歇根大学安娜堡分校

2010–2013,博士后,密歇根大学安娜堡分校

研究方向

长期从事关于忆阻器、类脑计算、存算一体芯片、人工智能硬件、神经形态器件等方面研究,目前主要研究方向包括:

1. 基于忆阻器的神经形态器件及其在类脑计算中的应用

2. 面向人工智能的忆阻器存算一体芯片和系统

3. 基于大生产平台的忆阻器规模化集成技术


研究成果概况

累计发表Nature Reviews Materials、Nature Nanotechnology、Nature Electronics、Nature Communications、Science Advances、IEDM等期刊和会议论文120余篇,SCI引用5600余次,H因子为33。累计2篇入选TOP 0.1% ESI热点论文,11篇入选TOP 1% ESI高被引论文,3篇入选期刊封面/内封面,受邀撰写中英文专著5章,获13项国家发明专利授权,研究工作入选北京智源人工智能研究院发布的“2020年世界十大AI进展”,并被Advanced Science News、Materials Views、nanotechweb.org、X-MOL、RSC中国等几十家网站重点报道。


荣誉奖项

2021 全球前2%顶尖科学家榜单

2020 国家重点研发计划项目执行优秀团队

2019 霍英东教育基金会青年教师基金

2019 科学探索奖

2019 Wiley Young Researcher Award

2018 麻省理工科技评论中国区35岁以下科技创新35人

2017 求是杰出青年学者奖


代表性论文

- Keqin Liu, Bingjie Dang, Teng Zhang, Zhen Yang, Lin Bao, Liying Xu, Caidie Cheng, Ru Huang* & Yuchao Yang* Multilayer Reservoir Computing Based on Ferroelectric α-In2Se3 for Hierarchical Information Processing. Advanced Materials, 2108826, 2022.

- Yingming Lu, Xi Li, Bonan Yan, Longhao Yan, Teng Zhang, Zhitang Song*, Ru Huang*, and Yuchao Yang*, In-Memory Realization of Eligibility Traces Based on Conductance Drift of Phase Change Memory for Energy-Efficient Reinforcement Learning. Advanced Materials, 2107811, 2021.

- Longhao Yan, Xi Li, Yihang Zhu, Bonan Yan, Yingming Lu, Teng Zhang, Yuchao Yang*, Zhitang Song*, and Ru Huang*, Uncertainty Quantification Based on Multilevel Conductance and Stochasticity of Heater Size Dependent C-doped Ge2Sb2Te5 PCM Chip. IEEE IEDM, 605-608, 2021.

- Ilia Valov* and Yuchao Yang*, Memristors with alloyed electrodes. Nature Nanotechnology, 15, 510, 2020.

- Ke Yang, Qingxi Duan, Yanghao Wang, Teng Zhang, Yuchao Yang*, and Ru Huang*, Transiently chaotic simulated annealing based on intrinsic nonlinearity of memristors for efficient solution of optimization problems. Science Advances, 6, eaba9901, 2020.

- Qingxi Duan, Zhaokun Jing, Xiaolong Zou, Yanghao Wang, Ke Yang, Teng Zhang, Si Wu, Ru Huang*, and Yuchao Yang*, Spiking Neurons with Spatiotemporal Dynamics and Gain Modulation for Monolithically Integrated Memristive Neural Networks. Nature Communications, 11, 3399, 2020.

- Yingming Lu, Xi Li, Longhao Yan, Teng Zhang, Yuchao Yang*, Zhitang Song*, and Ru Huang*Accelerated Local Training of CNNs by Optimized Direct Feedback Alignment Based on Stochasticity of 4 Mb C-doped Ge2Sb2Te5 PCM Chip in 40 nm Node. IEEE IEDM, 797-800, 2020.

- Yuchao Yang*, and Ru Huang, Probing memristive switching in nanoionic devices. Nature Electronics, 1, 274, 2018.

- J. Zhu, Yuchao Yang*, R. Jia, Z. Liang, W. Zhu, Z. Ur Rehman, L. Bao, X. Zhang, Y. Cai, L. Song, and R. Huang, Ion Gated Synaptic Transistors Based on 2D van der Waals Crystals with Tunable Diffusive Dynamics. Advanced Materials, 30, 1800195, 2018.

- Yuchao Yang*, Xiaoxian Zhang, Liang Qin, Qibin Zeng, Xiaohui Qiu*, and Ru Huang*, Probing nanoscale oxygen ion motion in memristive systems. Nature Communications, 8, 15173, 2017.

- Yuchao Yang, P. Gao, L. Li, X. Pan, S. Tappertzhofen, S. Choi, R. Waser, I. Valov, and W. D. Lu, Electrochemical dynamics of nanoscale metallic inclusions in dielectrics. Nature Communications, 5, 4232, 2014.

- Yuchao Yang, P. Gao, S. Gaba, T. Chang, X. Pan, and W. Lu, Observation of conducting filament growth in nanoscale resistive memories. Nature Communications, 3, 732, 2012.

- Yuchao Yang, Bing Chen, and Wei D. Lu, Memristive Physically Evolving Networks Enabling Emulation of Heterosynaptic Plasticity. Advanced Materials 27, 7720-7727 (2015).

- Yuchao Yang, Jihang Lee, Seunghyun Lee, Che-Hung Liu, Zhaohui Zhong, and Wei Lu, Oxide Resistive Memory with Functionalized Graphene as Built-in Selector Element. Advanced Materials 26, 3693-3699 (2014).

- Yuchao Yang, Shinhyon Choi, and Wei Lu, Oxide Heterostructure Resistive Memory. Nano Letters 13, 2908-2915 (2013).


专著章节

- Yuchao Yang, Yasuo Takahashi, Atsushi Tsurumaki-Fukuchi, Masashi Arita, M. Moors, M. Buckwell, A. Mehonic, and A. J. Kenyon, Probing electrochemistry at the nanoscale: in situ TEM and STM characterizations of conducting filaments in memristive devices, in Resistive Switching: Oxide Materials, Mechanisms, Devices and Operations, Jennifer Rupp, Daniele Ielmini and Ilia Valov (eds.), Springer, 2022.

- Yuchao Yang, Ke Yang and Ru Huang, “Neuromorphic Devices and Networks Based on Memristors with Ionic Dynamics”, in Handbook of Memristor Networks, Leon Chua, Georgios Sirakoulis, and Andrew Adamatzky (eds.), Springer, 2018.

- Yuchao Yang, Ting Chang and Wei Lu, “Memristive Devices: Switching Effects, Modeling, and Applications” in Memristors and Memristive Systems, Ronald Tetzlaff (ed.), Springer, 2014.

- Yuchao Yang, Wei Lu, “Resistive-Random Access Memory Based on Amorphous Films”, in Nonvolatile Memories: Materials, Devices, and Applications, Tseung-Yuen Tseng and Simon M. Sze (eds.), American Scientific Publishers, 2012.

- 杨玉超,吴南健,马德,黄如,“类脑计算芯片”,《中国人工智能2.0发展战略研究》,浙江大学出版社,2018


编辑/编委

- Microelectronic Engineering | Elsevier 副主编

- Nano Select | Wiley 副主编

-《国家科学评论》(National Science Review, NSR)学科编委

-《电子学报》| Chinese Journal of Electronics青年编委

-《Chip》编委

-《Scientific Reports》编委

-《中国科学:信息科学》青年编委

-《Journal of Semiconductors》客座编辑- Special Issue on Advanced Technology in the More-than-Moore Era

-《Chinese Physics B》客座编辑 - Special Topic on "Physics in Neuromorphic Devices"

-《SCIENCE CHINA Information Sciences》客座编辑 - Special Focus on Memristive Devices and Neuromorphic Computing

-《集成电路产业系列丛书》编委





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