科学研究
研究兴趣:主要面向后摩尔时代需求,研发忆阻器(Memristor)、阻变存储器(Resistive Random Access Memory, RRAM)等新兴半导体器件,研究其物理机制、性能调控及规模集成,开发其非易失性高性能存储(Nonvolatile Memory)、类脑神经形态计算(Brain-Inspired Neuromorphic Computing)、存算一体化/存内计算(In-memory computing)、机器学习加速引擎(ML Accelerator and AI Engine)、存内搜索(In-memory Search)、安全电子(secury primitives)等新兴功能及应用,发展存储与计算融合的非冯·诺依曼计算原理和硬件。
n 学生培养及工作理念:Diligence (勤勉)、Collaboration(合作)、Innovation(创新)
n 招收研究生:每年拟招收工学硕士及工程硕士各1-2名。热烈欢迎具有微电子、材料、物理相关背景的积极、乐观、进取的学生报考。
n 欢迎在以下任一专业方向具有良好基础的学生:半导体物理与器件、微电子器件工艺与表征、数字/模拟电路、机器学习与人工智能、线性代数、矩阵计算等。
n 欢迎能熟练使用Matlab,Python,C++,Spice, Multisim等各类数值计算、电路设计与仿真、编程软件的学生。
n 热烈欢迎学有余力的优秀本科生加入团队参与科研创新。
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[1] Sheng-Guang Ren, Run Ni, Xiao-Di Huang, Yi Li,* and Xiang-Shui Miao, Pt/Al2O3/TaOX/Ta Self-Rectifying Memristor with Record-Low Operation Current (<2 pA), Low Power (fJ), and High Scalability, IEEE Transactions on Electron Devices, 69(2), 838-842, 2022. DOI: 10.1109/TED.2021.3134137..
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[2] Houji Zhou, Yi Li,* and Xiangshui Miao, Low-time-complexity document clustering using memristive dot product engine, SCIENCE CHINA Information Sciences, 65(2), 122410, 2022. DOI:10.1007/s11432-021-3316-x..
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[3] Run Ni,† Ling Yang,† Xiao-Di Huang, Sheng-Guang Ren, Tian-Qing Wan, Yi Li,* and Xiang-Shui Miao, Controlled Majority-Inverter Graph Logic with High Nonlinear, Self-Rectifying Memristor, IEEE Transactions on Electron Devices, 68(10), 4897-4902, 2021. DOI: 10.1109/TED.2021.3106234..
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[4] Houji Zhou,† Jia Chen,† Yinan Wang,† Sen Liu, Yi Li,* Qingjiang Li,* Qi Liu, Yuhui He, Hui Xu, and Xiangshui Miao, Energy-efficient Memristive Euclidean Distance Engine for Brain-inspired Competitive Learning, Advanced Intelligent Systems, 3(11), 2100114, 2021. DOI: 10.1002/aisy.202100114..
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[5] Yue Zhou, Nuo Xu, Bin Gao, Fuwei Zhuge, Zijian Tang, Xinchen Deng, Yi Li, Yuhui He*, Xiangshui Miao*, Complementary Memtransistors based Multilayer Neural Networks for Online Supervised Learning through (anti-) Spike Timing Dependent Plasticity, IEEE Transactions on Neural Networks and Learning Systems, 2021. DOI: 10.1109/TNNLS.2021.3082911..
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[1]
Neuromorphic devices based on Chalcogenide Materials, In Neuromorphic Devices for Brain-inspired Computing: Artificial Intelligence, Perception and Robotics -
[2]
Nonvolatile memristive logic: a road to in-memory computing, In Mem-elements for Neuromorphic Circuits with Artificial Intelligence Applications -
[3]
Chalcogenide materials for optoelectronic memory and neuromorphic computing. In Photo-Electroactive Non-Volatile Memories for Data Storage and Neuromorphic Computing -
[4]
忆阻器导论