杨玉超

职称:长聘教授/博雅特聘教授
电话:(0755) 2603 8356
办公室:A422
Email:yuchaoyang@pku.edu.cn
实验室网站:http://yuchaolab.cn/
研究方向:1) 新型忆阻器与神经动力学计算 2) 大规模高能效存算一体芯片设计 3) 双向闭环脑机接口技术
职称 长聘教授/博雅特聘教授 电话 (0755) 2603 8356
办公室 A422 Email yuchaoyang@pku.edu.cn
研究方向 1) 新型忆阻器与神经动力学计算 2) 大规模高能效存算一体芯片设计 3) 双向闭环脑机接口技术 实验室网站 http://yuchaolab.cn/

导师与研究领域

杨玉超,北京大学博雅特聘教授,国家杰青,新基石研究员,yl6776永利集团院长,科学智能学院副院长。长期从事存算一体芯片、类脑计算、脑机接口等研究,主持国家重点研发计划、新基石研究员项目、国家杰青、基金委重大研究计划集成项目、基金委重点项目、霍英东青年教师基金、广东省重点领域研发计划“芯片设计与制造”专项、深圳市重点产业研发计划等重大/重点科研项目20余项,相关研究成果累计发表Science、Nature Electronics、Nature Reviews Materials、Nature Nanotechnology、Nature Communications、Science Advances、IEDM、ISSCC、VLSI、MICRO、HPCA等期刊和会议论文190余篇,受邀撰写中英文专著5章,申请/授权国家发明专利70余项。累计被引18000余次,H因子为59,研究工作入选智源人工智能研究院发布的“2020年人工智能十大进展”、爱集微发布的“2022年度中国半导体十大学术进展”。曾100余次受邀在国际学术会议上做大会、主旨/特邀报告,任国家重点研发计划项目首席科学家、第六届中青科协理事、第七届中青科协理事、《npj Unconventional Computing》副主编《电子学报》领域编委、《半导体学报》编委、《National Science Review》编委、《Chip》编委、《中国科学:信息科学》青年编委等。获首届科学探索奖、教育部青年科学奖、杰出青年中关村奖、新基石研究员、求是杰出青年学者奖、Wiley青年研究者奖、麻省理工科技评论中国区35岁以下科技创新35人、全国脑机接口十大杰出青年科学家奖等奖项,连续入选2020-2025年爱思唯尔中国高被引学者。

荣誉与获奖

2026 全国脑机接口十大杰出青年科学家奖

2025 中国电子学会自然科学一等奖(5/5), 项目名称: 大规模稀疏矩阵计算的高能效电路表征与优化方法

2025 深圳市青年杰出科技创新人才

2025 新基石研究员

2025 爱思唯尔“中国高被引学者”

2025 全球前2%顶尖科学家“终身科学影响力”榜单

2025 全球前2%顶尖科学家“年度科学影响力”榜单

2024 全球前2%顶尖科学家“终身科学影响力”榜单

2024 全球前2%顶尖科学家“年度科学影响力”榜单

2024 华为计算产品线最佳技术合作奖

2023 爱思唯尔“中国高被引学者”

2023 全球前2%顶尖科学家

2023 杰出青年中关村奖

2023 教育部高等学校科学研究优秀成果奖 (科学技术) 青年科学奖

2022 爱思唯尔“中国高被引学者”

2022 全球前2%顶尖科学家“年度科学影响力”榜单

2021 全球前2%顶尖科学家榜单

2021 爱思唯尔“中国高被引学者”

2020 全球前2%顶尖科学家榜单

2020 爱思唯尔“中国高被引学者”

2020 国家重点研发计划项目执行优秀团队

2020 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

1. Lei Cai, Yaoyu Tao*†, Chenchen Xie, Longhao Yan, Shiqian Li, Ruihong Shen, Zelun Pan, Xile Wang, Bowen Wang, Daijing Shi, Yihang Zhu, Teng Zhang, Yixin Zhu*, Xi Li, Zhitang Song*, Ru Huang, Yuchao Yang*, A sub-10-millisecond neural dynamical system based on phase change memristors. Science, 393(6806), 105-112, 2026.

2. Yi Sun, Peiwen Tong, Jiangrong Shen, Hui Xu, Rongrong Cao, Chang Liu, Changlin Chen, Bing Song, Yinan Wang, Wei Wang*, Yuchao Yang*, and Qingjiang Li*, Data-In-situ Computing with One-Pixel-Multiple-Memristor Architecture for Neuromorphic Sequential Vision. Nature Communications, 17, 4244, 2026.

3. Jiarong Wang, Keqin Liu, Pek Jun Tiw, Dawei He, Lianfeng Yu, Bowen Wang, Jinxuan Bai, Teng Zhang, Xin Shan, Yang Yang, Yuzhe Wang, Yongsheng Wang*, Yaoyu Tao*, Xiaoxian Zhang*, and Yuchao Yang*, Homogeneous integration of two-dimensional material-based optoelectronic neurons and ferroelectric synapses for neuromorphic vision. Nature Communications, 17, 2538, 2026.

4. Pek Jun Tiw#, Rui Yuan#, Teng Zhang, Lianfeng Yu, and Yuchao Yang*, An end-to-end memristive hardware system based on single-spike coding for human–machine interfaces. Nature Electronics, 9, 225–236, 2026.

5. Bingjie Dang, Teng Zhang, Keqin Liu, Qinghua Zhang, Liutao Yu, Fanqi Meng, Si Wu, Lin Gu, Ru Huang, and Yuchao Yang*, Spiking neural networks with fatigue spike-timing-dependent plasticity learning using hybrid memristor arrays. Nature Electronics,9, 213–224, 2026.

6. Lei Cai#, Yaoyu Tao#*, Teng Zhang#, Chang Liu#, Pek Jun Tiw, Lianfeng Yu, Zelun Pan, Longhao Yan, Haoyang Luo, Yihang Zhu, Bowen Wang, Bonan Yan, Xiyuan Tang, Ru Huang, and Yuchao Yang*, A first-principles hetero-integrated Fourier transform system based on memristors. Nature Electronics,9, 103–115, 2026.

7. Lianfeng Yu, Teng Zhang, Yang Han, Bowen Wang, Ziang Xie, Haochen Zhang, Jiaxin Liu, Longhao Yan, Pek Jun Tiw, Daijing Shi, Lei Cai, Yaoyu Tao*, and Yuchao Yang*, High-concurrency tri-mode memristor-based ordinary differential equation solver. Nature Communications, 17, 1373, 2026.

8. Shaocong Wang, and Yuchao Yang*, A silicon retina that works with spikes. Nature Electronics, 8, 1134–1135, 2025.

9. Longhao Yan#, Zitong Zheng#, Xi Li, Xile Wang, Zhe Zhan, Jiukai Fang, Minghui Yin, Zelun Pan, Song Jia, Yaoyu Tao, Zhitang Song*, Yuchao Yang*, Efficient Multimodal Fusion with Intelligent Predictive Programming Based on 64-Core PCM Compute-in-Memory Processor. IEEE International Electron Devices Meeting (IEDM), 2025.

10. Zelun Pan#, Longhao Yan#, Xile Wang, Bowen Wang, Yueying Luo, Zhe Zhan, Xi Li, Yuqi Li, Lei Cai, Teng Zhang, Minghui Yin, Yaoyu Tao*, Zhitang Song*, Yuchao Yang* A 40nm Mixed-Precision PCM Chip with Fused Analog/Digital Compute-in-Memory and Adaptive Drift Compensation for Embodied AI Applications. IEEE International Electron Devices Meeting (IEDM), 2025.

11. Longhao Yan#, Zhe Zhan#, Zelun Pan, Bowen Wang, Yaoyu Tao, Yuchao Yang*, An 8Mb Learning-Aware RRAM Compute-in-Memory Accelerator for Embodied Self-Supervised Learning. IEEE International Electron Devices Meeting (IEDM), 2025.

12. Yanghao Wang, Pek Jun Tiw, Yuheng Liu, Yaoyu Tao, Teng Zhang*, Yuchao Yang*, Local active memristive oscillator enables controllable complex behaviours and frequency domain extraction. National Science Review, 2025: nwaf546.

13. Lianfeng Yu, Teng Zhang, Zeyu Wang, Xile Wang, Zelun Pan, Bowen Wang, Zhaokun Jing, Jiaxin Liu, Yuqi Li, Ziang Xie, Yihang Zhu, Bonan Yan, Yaoyu Tao*, Yuchao Yang*, A fast and reconfigurable sort-in-memory system based on memristors. Nature Electronics, 110.1038/s41928-025-01405-2, 2025.

14. C. Zhou, T. Huang, Y. Ma, Y. Fu, X. Song, S. Qiu, J. Sun, M. Liu, G. Li, Y. He, Y. Yang*, H. Jiao*, Nebula: A 28nm 109.8TOPS/W 3D PNN Accelerator Featuring Adaptive Partition, Multi-Skipping, and Block-Wise Aggregation, IEEE International Solid-State Circuits Conference (ISSCC) Digest of Technical Papers, February 2025.

15. Shaochuan Chen#*, Zhen Yang#, Heinrich Hartmann, Astrid Besmehn, Yuchao Yang*, and Ilia Valov, Electrochemical ohmic memristors for continual learning. Nature Communications, 16, 2348, 2025.

16. Teng Zhang, Stanislaw Wozniak, Ghazi Sarwat Syed, Piergiulio Mannocci, Matteo Farronato, Daniele Ielmini*, Abu Sebastian* and Yuchao Yang*, Emerging materials and computing paradigms for temporal signal analysis. Advanced Materials, 2408566, 2025.

17. Wenshuo Yue, Kai Wu, Zhiyuan Li, Juchen Zhou, Zeyu Wang, Teng Zhang, Yuxiang Yang, Lintao Ye, Yongqin Wu, Weihai Bu, Shaozhi Wang, Xiaodong He, Xiaobing Yan*, Yaoyu Tao, Bonan Yan*, Ru Huang and Yuchao Yang*, Physical Unclonable In-Memory Computing for Simultaneous Protecting Private Data and Deep Learning Models. Nature Communications, 16, 1031, 2025.

18. Jinxuan Bai, Dawei He, Bingjie Dang, Keqin Liu, Zhen Yang, Jiarong Wang, Xiaoxian Zhang*, Yongsheng Wang*, Yaoyu Tao*, and Yuchao Yang*, Full van der Waals ambipolarferroelectric configurable optical heterosynapses for in-sensor computing. Advanced Materials, 2401060, 2024.

19. Yongxiang Li, Shiqing Wang, Ke Yang, Yuchao Yang, and Zhong Sun*, An emergent attractor network in a passive resistive switching circuit. Nature Communications, 15, 7683, 2024.

20. Bingjie Dang, Teng Zhang, Xulei Wu, Keqin Liu, Ru Huang, and Yuchao Yang*, Reconfigurable in-sensor processing based on a multi-phototransistor–one-memristor array. Nature Electronics, 7, 991-1003, 2024.

21. Wenshuo Yue#, Teng Zhang#, Zhaokun Jing, Kai Wu, Yuxiang Yang, Zhen Yang, Yibo Lin, Yaoyu Tao, Bonan Yan*, Ru Huang, and Yuchao Yang*, A Scalable Universal Ising Machine Based on Interaction-centric Storage and Compute-in-memory. Nature Electronics, 7, 904-913, 2024.

22. Xulei Wu#, Bingjie Dang#, Teng Zhang, Xiulong Wu*, and Yuchao Yang*, Spatiotemporal Audio Feature Extraction with Dynamic Memristor-Based Time-Surface Neurons. Science Advances, 10, eadl2767, 2024.

23. Ke Yang#, Yanghao Wang#, Pek Jun Tiw, Chaoming Wang, Xiaolong Zou, Rui Yuan, Chang Liu, Ge Li, Chen Ge, Si Wu, Teng Zhang*, Ru Huang and Yuchao Yang*, High-order sensory processing nanocircuit based on coupled VO2oscillators. Nature Communications, 15, 1693, 2024. Editor’s Highlight.

24. Chang Liu, Pek Jun Tiw, Teng Zhang, Yanghao Wang, Lei Cai, Rui Yuan, Zelun Pan, Wenshuo Yue, Yaoyu Tao*and Yuchao Yang*, VO2memristor-based frequency converter with in-situ synthesize and mix for wireless internet-of-things. Nature Communications, 15, 1523, 2024. Editor’s Highlight.

25. Fernando Aguirre, Jianhua Yang, Wei Lu, Abu Sebastian, Manuel Le Gallo, Meng-Fan Chang, Daniele Ielmini, Yuchao Yang, Adnan Mehonic, Anthony Kenyon, Marco Villena, Juan Roldan, Wenhao Song, Tong Wang, Yuting Wu, Hung-Hsi Hsu, Nagarajan Raghavan, Jordi Suñé, Enrique Miranda, Ahmed Eltawil, Gianluca Setti, Kamilya Smagulova, Khaled Nabil Salama, Olga Krestinskaya, Osamah Alharbi, Sebastian Pazos, Kah-Wee Ang, Sifan Li, Samarth Jain, and Xiao Bing Yan and Mario Lanza*, Hardware implementation of memristor-based artificial neural networks. Nature Communications, 15, 1974, 2024.

26. Rui Yuan#, Pek Jun Tiw#, Cai Lei, Zhiyu Yang, Chang Liu, Teng Zhang, Chen Ge, Ru Huang and Yuchao Yang*, A neuromorphic physiological signal processing system based on VO2memristor for next-generation human-machine interface. Nature Communications, 14, 3695, 2023. Editor’s Highlight.

27. Shaochuan Chen, Teng Zhang, Stefan Tappertzhofen*, Yuchao Yang*, and Ilia Valov*, Electrochemical memristor-based artificial neurons and synapses – fundamentals, applications, and challenges. Advanced Materials, 35, 2301924, 2023.

28. Yingming Lu and Yuchao Yang*, Memory augmented factorization for holographic representation. Nature Nanotechnology, 18, 442, 2023.

29. Keqin Liu, Teng Zhang, Bingjie Dang, Lin Bao, Liying Xu, Caidie Cheng, Zhen Yang, Ru Huang*, and Yuchao Yang*, An optoelectronic synapse based on α-In2Se3with controllable temporal dynamics for multimode and multiscale reservoir computing. Nature Electronics, 5(11), 761-773, 2022. Highlighted by Tech Xplore. ESIhot cited paper.

30. Bingjie Dang, Keqin Liu, Xulei Wu, Zhen Yang, Liying Xu, Yuchao Yang*, and Ru Huang*, One-phototransistor-one-memristor Array with High-linearity Light-tunable Weight for Optic Neuromorphic Computing. Advanced Materials, 34, 2204844, 2022.

31. Liying Xu, Jiadi Zhu, Bing Chen, Zhen Yang, Keqin Liu, Bingjie Dang, Teng Zhang, Yuchao Yang*, and Ru Huang*, A Distributed Nanocluster Based Multi-Agent Evolutionary Network System. Nature Communications, 13, 4698, 2022.  Editor’s Highlight.Featured in open Collection on Neuromorphic Hardware and Computing at Nature Communications.

32. Rui Yuan, Qingxi Duan, Pek Jun Tiw, Ge Li, Zhuojian Xiao, Zhaokun Jing, Ke Yang, Chang Liu, Chen Ge, Ru Huang*, and Yuchao Yang*, A Calibratable Sensory Neuron Based on Epitaxial VO2for Spike-based Neuromorphic Multisensory System. Nature Communications, 13, 3973, 2022. Featured in open Collection on Neuromorphic Hardware and Computing at Nature Communications.

33. KeqinLiu, Bingjie Dang, Teng Zhang, Zhen Yang, Lin Bao, Liying Xu, Caidie Cheng, Ru Huang*, and Yuchao Yang*, Multilayer Reservoir Computing Based on Ferroelectric α-In2Se3for Hierarchical Information Processing. Advanced Materials, 34, 2108826, 2022. Highlighted as Frontispiece.

34. Suhas Kumar*,  Xinxin Wang,  John Paul Strachan, Yuchao Yang*, andWei D. Lu*, Dynamical Memristors for Higher-Complexity Neuromorphic Computing. Nature Reviews Materials, 7, 575–591, 2022.

35. 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, 34, 2107811, 2022.

36. 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 Ge2Sb2Te5PCM Chip. IEDM Tech. Dig. 605-608, 2021.

37. 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.

38. 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. Editors’ Highlight at https://www.nature.com/collections/hjhbgijcei.

39. Ilia Valov*and Yuchao Yang*, Memristors with alloyed electrodes. Nature Nanotechnology, 15, 510-511, 2020.

40. Yuchao Yang*and Ru Huang, Probing memristive switching in nanoionic devices. Nature Electronics, 1, 274–287 (2018).

41. Jiadi Zhu, Yuchao Yang*, Rundong Jia, Zhongxin Liang, Wen Zhu, Zia Ur Rehman, Lin Bao, Xiaoxian Zhang, Yimao Cai, Li Song & Ru Huang, Ion Gated Synaptic Transistors Based on 2Dvan der Waals Crystals with Tunable Diffusive Dynamics. Advanced Materials, 30, 1800195, 2018.

42. Yuchao Yang#,*, Xiaoxian Zhang#, Liang Qin, Qibin Zeng, Xiaohui Qiu*, Ru Huang*, Probing Nanoscale Oxygen Ion Motion in Memristive Systems. Nature Communications8, 15173 (2017).