博导，国家高层次青年人才，青年副研究员
科研/教育经历：
2022.10-至今复旦大学，芯片与系统前沿技术研究院/集成电路与微纳电子创新学院，青年副研究员
2020.07-2022.09复旦大学，芯片与系统前沿技术研究院/微电子学院，博士后
2018.09-2019.10美国马萨诸塞大学，访学博士
2015.09-2020.06中国科学院微电子研究所，微电子学与固体电子学，博士
主持项目：
国家重点研发计划课题
国家自然科学基金委面上项目
上海市关键技术研发计划
上海市科技创新行动启明星
荣誉称号/获奖情况：
1. 2025年，国家级青年人才计划
2. 2024年，上海市启明星
3. 2022年，复旦大学卓学人才
4. 2020年，上海脑中心求索杰出青年
5. 2020年，中国科学院“院长特别奖”
6. 2020年，“王守武”奖学金优秀奖
7. 2020年，中国科学院大学“优秀毕业生”
8. 2020年，“北京市优秀毕业生”
9. 2018年，博士研究生国家奖学金
代表论著：
2. Yifei Pei#, Biao Yang#, Xumeng Zhang#, Hui He, Yong Sun, Jianhui Zhao, Pei Chen, Zhanfeng Wang, Niefeng Sun, Shixiong Liang, Guodong Gu, Qi Liu, Shushen Li, and Xiaobing Yan, “Ultra robust negative differential resistance memristor for hardware neuron circuit implementation”, Nature Communications, 16(48), 2025.
3. Fangduo Zhu, Jingyi Chen, Jingsong Zhang, Xumeng Zhang*, Siyuan Ouyang, Chenyang Li, Hao Jiang, Xiaonan Yang*, Qi Liu*, SDISC: A Spike-Driven Human-Machine Interface with In-Situ Computing for Real-Time Low-Power Interaction, ACM/IEEE Design Automation Conference (DAC), 2025. doi: 10.1109/DAC63849.2025.11133172.
4. Chao Li, Jie Yu, Xumeng Zhang*, Zhaohao Zhang, Fangduo Zhu, Siyuan Ouyang, Pei Chen, Lingli Cheng, Gaobo Xu, Qingzhu Zhang, Huaxiang Yin, Qi Liu, Ming Liu, “Experimental Demonstration of A CT-FeFET Array with Intrinsic Long-Short-Term Plasticity for Low-Cost Trajectory Prediction”, 2024 IEEE International Electron Devices Meeting (IEDM), San Francisco, CA, USA, 2024, pp. 1-4.
5. Yue Yang, Xumeng Zhang*, Pei Chen, Lingli Cheng, Yanting Ding, Chao Li, Jie Yu, and Qi Liu, “Fully Integrated Memristive Hodgkin-Huxley Neurons With Homeostatic Plasticity”, IEEE Electron Device Letters, vol. 45, no. 11, pp. 2225-2228, Nov. 2024.
6. Yue Yang#, Fangduo Zhu#, Xumeng Zhang*, Pei Chen, Yongzhou Wang, Jiaxue Zhu, Yanting Ding, Lingli Cheng, Chao Li, Hao Jiang, Zhongrui Wang, Peng Lin, Tuo Shi, Ming Wang, Qi Liu*, Ningsheng Xu, Ming Liu, “Firing feature-driven neural circuits with scalable memristive neurons for robotic obstacle avoidance”, Nature Communications, 15(4318), 2024.
7. Yue Zhang#, Woyu Zhang#, Shaocong Wang, Ning Lin, Yifei Yu, Yangu He, Bo Wang, Hao Jiang, Peng Lin, Xiaoxin Xu, Xiaojuan Qi, Zhongrui Wang*, Xumeng Zhang*, Dashan Shang*, Qi Liu, Kwang-Ting Cheng, Ming Liu, Semantic memory–based dynamic neural network using memristive ternary CIM and CAM for 2D and 3D vision”, Science Advances, 10,eado1058, 2024.
8. Chao Li, Fangduo Zhu, Xumeng Zhang*, Pei Chen, Yajun Zhang, Yue Yang, Lingli Cheng, Yanting Ding, Ming Wang, Zhe Yuan, and Qi Liu, “Anticipative Objective Tracking With Short-Term Memristive Synapses”, IEEE Electron Device Letters, vol. 45, no. 2, pp. 284-287, Feb. 2024.
9. Guangjian Wu#, Xumeng Zhang#, Guangdi Feng#, Jingli Wang, Keji Zhou, Jinhua Zeng, Danian Dong, Fangduo Zhu, Chenkai Yang, Xiaoming Zhao, Danni Gong, Mengru Zhang, Bobo Tian, Chungang Duan, Qi Liu, Jianlu Wang, Junhao Chu, Ming Liu, “Ferroelectric-defined reconfigurable homojunctions for in-memory sensing and computing”, Nature Materials, 22(6862), 1499–1506, 2023. (ESI高被引论文)
10. Yanting Ding, Yu Li, Shujing Jia, Pei Chen, Xumeng Zhang*, Wei Wang, Yang Li, Yunxia Hao, Jinshun Bi, Tiancheng Gong, Hao Jiang, Ming Wang, Qi Liu*, Ningsheng Xu, Ming Liu, “Fatigue of NbOx-Based Locally Active Memristors—Part I: Experimental Characteristics”, IEEE Transactions on Electron Devices, 70 (12), 6600 – 6605, 2023.
11. Yu Li, Yanting Ding, Xumeng Zhang*, Shujing Jia, Wei Wang, Yang Li, Ming Wang, Hao Jiang*, Qi Liu*, Ningsheng Xu, Ming Liu, “Fatigue of NbOx-Based Locally Active Memristors—Part II: Mechanisms and Modeling”, IEEE Transactions on Electron Devices, 70 (12), 6606 – 6612, 2023.
12. Rongrong Cao#, Xumeng Zhang#, Sen Liu#, Jikai Lu, Yongzhou Wang, Hao Jiang, Yang Yang, Yize Sun, Wei Wei, Jianlu Wang, Hui Xu, Qingjiang Li*, Qi Liu*, “Compact artificial neuron based on anti-ferroelectric transistor”, Nature Communications, 13, 7018 (2022). (ESI高被引论文，ESI热点论文)
13. Zhongfang Zhang, Xiaolong Zhao*, Xumeng Zhang*, Xiaohu Hou, Xiaolan Ma, Shuangzhu Tang, Ying Zhang, Guangwei Xu, Qi Liu, and Shibing Long*, “In-sensor reservoir computing system for latent fingerprint recognition with deep ultraviolet photo-synapses and memristor array”, Nature Communications, 13, 6590 (2022). (ESI高被引论文)
14. Jiaxue Zhu, Xumeng Zhang*, Rui Wang, Ming Wang, Pei Chen, Lingli Cheng, Zuheng Wu, Yongzhou Wang, Qi Liu*, Ming Liu, “A Heterogeneously Integrated Spiking Neuron Array for Multimode-Fused Perception and Object Classification”, Advanced Materials, 2200481, 2022.
15. Xumeng Zhang#, Jian Lu#, Zhongrui Wang, Rui Wang, Jinsong Wei, Tuo Shi, Chunmeng Dou, Zuheng Wu, Jiaxue Zhu, Dashan Shang, Guozhong Xing, Mansun Chan, Qi Liu*, and Ming Liu, “Hybrid Memristor-CMOS Neurons for In-situ Learning in Fully Hardware Memristive Spiking Neural Networks”, Science Bulletin, Aug. 2021, 66(16): 1624-1633.
16. Yanting Ding, Yu Li, Shujing Jia, Pei Chen, Xumeng Zhang*, Wei Wang, Yang Li, Yunxia Hao, Jinshun Bi, Tiancheng Gong, Hao Jiang, Ming Wang, Qi Liu*, Ningsheng Xu, Ming Liu, “Fatigue of NbOx-Based Locally Active Memristors—Part I: Experimental Characteristics”, IEEE Transactions on Electron Devices, 70 (12), 6600 – 6605, 2023.
17. Yu Li, Yanting Ding, Xumeng Zhang*, Shujing Jia, Wei Wang, Yang Li, Ming Wang, Hao Jiang*, Qi Liu*, Ningsheng Xu, Ming Liu, “Fatigue of NbOx-Based Locally Active Memristors—Part II: Mechanisms and Modeling”, IEEE Transactions on Electron Devices, 70 (12), 6606 – 6612, 2023.
18. Chao Li, Fangduo Zhu, Xumeng Zhang*, Pei Chen, Yajun Zhang, Yue Yang, Lingli Cheng, Yanting Ding, Ming Wang, Zhe Yuan, and Qi Liu, “Anticipative Objective Tracking with Short-Term Memristive Synapses”, IEEE Electron Device Letters, 45(2), 2024.
19. Chao Li, Xumeng Zhang*, Pei Chen, Keji Zhou, Jie Yu, Guangjian Wu, Du Xiang*, Hao Jiang, Ming Wang, Qi Liu*, “Short-term synaptic plasticity in emerging devices for neuromorphic computing”, iScience, 26(4), 2023.
20. Pei Chen, Xumeng Zhang*, Zuheng Wu, Yongzhou Wang, Jiaxue Zhu, Yunxia Hao, Guan Feng, Yize Sun, Tuo Shi, Ming Wang, Qi Liu*, “High-Yield and Uniform NbOₓ-Based Threshold Switching Devices for Neuron Applications”, IEEE Transactions on Electron Devices, 69 (5), 2391 – 2397, 2022.
21. Xumeng Zhang, Ye Zhuo, Qing Luo, Zuheng Wu, Rivu Midya, Zhongrui Wang, Wenhao Song, Rui Wang, Navnidhi K. Upadhyay, Yilin Fang, Fatemeh Kiani, Mingyi Rao, Yang Yang, Qingfei Xia, Qi Liu*, Ming Liu*, and J. Joshua Yang*, “An Artificial Spiking Afferent Nerve Based on Mott Memristors for Neuro-robotics”, Nature Communications, Jan. 2020, 11(20): 3372. (ESI高被引论文)
22. Xumeng Zhang#, Jian Lu#, Zhongrui Wang, Rui Wang, Jinsong Wei, Tuo Shi, Chunmeng Dou, Zuheng Wu, Jiaxue Zhu, Dashan Shang, Guozhong Xing, Mansun Chan, Qi Liu*, and Ming Liu, “Hybrid Memristor-CMOS Neurons for In-situ Learning in Fully Hardware Memristive Spiking Neural Networks”, Science Bulletin, Aug. 2021, 66(16): 1624-1633.
23. Xumeng Zhang#, Wei Wang#, Qi Liu*, Xiaolong Zhao, Jingsong Wei, Rongrong Cao, Zhihong Yao, Xiaoli Zhu, Feng Zhang, Hangbing Lv, Shibing Long, and Ming Liu, “An Artificial Neuron Based on a Threshold Switching Memristor”, IEEE Electron Device Letters, Feb. 2018, 39(2): 308-311. (ESI高被引论文)
申请/授权专利情况（部分）
1. 刘琦，张续猛，刘明，吕杭炳，龙世兵，赵晓龙，基于易失性阈值转变器件的神经元电路（授权，公告号：CN107909146B）
2. 刘琦，张续猛，刘明，吕杭炳，龙世兵，一种神经元电路以及神经网络电路（授权，公告号：CN109102071B）
3. 刘琦，张续猛，刘明，吕杭炳，龙世兵，吴祖恒，一种传入神经元电路及机械感受系统（授权，公告号：CN112819146B）
4. 刘琦，张续猛，曹荣荣，刘明，吴祖恒，一种神经元电路、基于神经网络的集成电路和电子设备（授权，公告号：CN111598229B）
5. Qi Liu，Xumeng Zhang，Ming Liu，Hangbing Lv，Shibing Long，Zuheng Wu，Afferent Neuron Circuit and Mechanoreceptive System（美国专利，授权，公告号：US12406177B2）
6. 张续猛，刘琦，刘明，黄张成，一种动态唤醒神经元电路及事件驱动神经网络系统（申请号：202111488369.8）
7. 张续猛，欧阳思远，周可基，刘琦，刘明，一种用于神经形态芯片的异步可扩展地址事件编码电路（申请号：CN202411669595.X）
8. 张续猛，梁晋豪，刘琦，刘明，基于动态忆阻器的权重资格迹更新方法和神经网络芯片（申请号：CN202410336045.X）
9. 张续猛，李超，刘琦，刘明，一种多时间尺度的神经突触器件及其制备方法（申请号：CN202310285328.1）
10. 张续猛，陈沛，刘琦，刘明，一种动态感知传感器、制备方法及阵列（申请号：CN202310083462.3）
版权信息: 复旦大学芯片与系统前沿技术研究院
