楊玉超檢視原始碼討論檢視歷史
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楊玉超，男，北京大學集成電路學院教授。
人物履歷
工作經歷 2022–今， 長聘教授、博士生導師，北京大學
2021–2022，研究員/長聘副教授、博士生導師，北京大學
2015–2021，研究員、博士生導師，北京大學
2013–2015，高級研究員，密歇根大學安娜堡分校
2010–2013，博士後，密歇根大學安娜堡分校
研究方向
長期從事關於憶阻器、類腦計算、存算一體芯片、人工智能硬件、神經形態器件等方面研究，目前主要研究方向包括： 1. 基於憶阻器的神經形態器件及其在類腦計算中的應用
2. 面向人工智能的憶阻器存算一體芯片和系統
3. 基於大生產平台的憶阻器規模化集成技術
研究成果
累計發表Nature Reviews Materials、Nature Nanotechnology、Nature Electronics、Nature Communications、Science Advances、IEDM等期刊和會議論文120餘篇，SCI引用5600餘次，H因子為33。累計2篇入選TOP 0.1% ESI熱點論文，11篇入選TOP 1% ESI高被引論文，3篇入選期刊封面/內封面，受邀撰寫中英文專著5章，獲13項國家發明專利授權，研究工作入選北京智源人工智能研究院發布的「2020年世界十大AI進展」，並被Advanced Science News、Materials Views、nanotechweb.org、X-MOL、RSC中國等幾十家網站重點報道。
榮譽獎項
2021 全球前2%頂尖科學家榜單
2020 國家重點研發計劃項目執行優秀團隊
2019 霍英東教育基金會青年教師基金
2019 科學探索獎
2019 Wiley Young Researcher Award
2018 麻省理工科技評論中國區35歲以下科技創新35人
2017 求是傑出青年學者獎
學術成果
論文
- - 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).
專著章節
- 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.
- 楊玉超，吳南健，馬德，黃如，「類腦計算芯片」，《中國人工智能2.0發展戰略研究》，浙江大學出版社，2018。[1]