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个人简介

黄科杰博士于2003年和2006年在浙江大学信息与电子工程学院先后获得本科学位和硕士学位,2014年在新加坡国立大学电子与计算机工程系获得博士学位。从2006年开始从事集成电路设计,先后入职于三星半导体公司(Samsung Semiconductor),上海格科微电子(GalaxyCore),赛灵思新加坡分公司(Xilinx),新加坡新加坡科技研究局(A*STAR),新加坡科技设计大学(SUTD)。2016年10月以“百人计划”研究员的身份加入浙江大学信息与电子工程学院。黄科杰博士主要从事基于新型阻值存储器的低功耗电路与系统的开发,深度学习与硬件加速环境的开发,以及神经形态计算芯片设计与开发。他目前已经在本领域顶级期刊如IEEE TCAS-I, IEEE TCAS-II,IEEE TVLSI,Advanced Material, EDL, SMALL和著名国际会议如NANOARCH,IJCNN,NVMTS发表高水平学术论文30余篇,获得美国专利4项,美国专利申请3项。同时他是IEEE高级会员,并担任IEEE Access, TCAS,TVLSI,EDL等多个国际期刊的审稿人。

研究领域

神经形态芯片 深度学习加速器 非易失性逻辑电路 生物识别 计算机视觉

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Journal 2020 25. Sai Zhang, Kejie Huang*, Haibin Shen. 'A Robust 8-bit Non-Volatile Computing-In-Memory Core for Low-Power Parallel MAC Operations'. IEEE Trans. on Circuits and Systems I: Regular Paper (TCASI), 2020. 24. Zhongtian Yao, Kejie Huang*, Haibin Shen, and Zhaoyan Ming. 'Deep Neural Network Acceleration With Sparse Prediction Layers.' IEEE Access 8 (2020): 6839-6848. 2019 23. Ruizhen Wang, Kejie Huang*, Haibin Shen, Feng Xiao. 'Hybrid iris center localization method using cascaded regression, weighted averaging, and weighted snakuscule'. Optical Engineering, 2019. 22. Yifan Chu, Haibin Shen, Kejie Huang*. 'ECG Authentication Method Based on Parallel Multi-scale One-dimensional Residual Network with Center and Margin Loss'. IEEE Access, pp. 51598-51607, 23 April 2019. [DOI] 2018 21. Yishu Zhang; Wei He; Yujie Wu; Kejie Huang; Yangshu Shen; Jiasheng Su; Yaoyuan Wang; Ziyang Zhang; Xinglong Ji; Guoqi Li; Hongtao Zhang; Sen Song; Huanglong Li; Litao Sun; Rong Zhao; Luping Shi. 'Highly Compact Artificial Memristive Neuron with Low Energy Consumption'. Small. 14 (51), 1802188, 14 November 2018. [DOI] 20. Feng Xiao, Dandan Zheng, Kejie Huang, Yue Qiu, Haibin Shen. 'An Accurate Regression-based Gaze Tracking System with A Single Camera'. Journal of Eye Movement Research (JEMR), 11 (4), 2018. [PDF] 19. Feng Xiao, Kejie Huang*, Yue Qiu, Haibin Shen. 'Accurate Gaze Estimation based on Average Binary-Connected-Component-Centroid'. Electronics Letters (EL), vol. 54, no. 17, pp. 1026 - 1028, 8/23/2018. [DOI] 18. Yue Qiu, Kejie Huang*, Feng Xiao, Haibin Shen. 'A Segment-Wise Reconstruction Method Based on Bidirectional Long Short Term Memory for Power Line Interference Suppression'. Biocybeetics and Biomedical Engineering (BBE), vol. 38, no. 2, pp. 217-227, 2018. [PDF] 17. Feng Xiao, Kejie Huang*, Yue Qiu, Haibin Shen.'Accurate Iris Center Localization Method Using Facial Landmark, Snakuscule, Circle Fitting and Binary Connected Component'. Multimedia Tools and Applications (MTAP), Volume 77, Issue 19, pp. 25333–25353, October 2018 16. Kejie Huang, Rong Zhao, Yong Lian. 'Racetrack Memory based Low Power and High Density Non-volatile Look-Up Table (LUT)'. Elsevier Journal of Parallel and Distributed Computing(JPDC), Volumn 117 Pages 127–137, July 2018. 15. Xinglong Ji, Li Song, Wei He, Kejie Huang, Zhiyuan Yan, Shuai Zhong, Yishu Zhang and Rong Zhao*. 'A Super Nonlinear Electrodeposition-diffusion-controlled Thin Film Selector'. ACS Applied Materials & Interfaces (AMI). vol. 28, no. 10(12), pp. 10165-10172. 2018 Mar 15. [DOI] 14. Kejie Huang, Wei He, Rong Zhao. 'A Two-Step Sensing Circuit for the Hysteresis Loop Selector based Resistive Non-Volatile Memory Arrays'. IEEE Trans. on Circuits and Systems II: Express Briefs (TCASII), vol. 65, no. 1, pp. 101--105, Jan 2018. 2017 13. Wei He, Hongxin Yang, Li Song, Kejie Huang, Rong Zhao. 'A Novel Operation Scheme Enabling Easy Integration of Selector and Memory'. IEEE Electronics Device Letter (EDL). Vol. 38, no. 2, pp. 172 - 174, Feb. 2017. [PDF ] 12. Changhong Wang; Wei He; Yi Tong; Yishu Zhang; Kejie Huang; Li Song; Shuai Zhong; Rajasekaran Ganeshkumar. 'Memristive Devices with Highly Repeatable Analog States Boosted by Graphene Quantum Dots'. Small, 13(20), 15 March 2017. (DOI) 2016 11. Kejie Huang, Rong Zhao. 'Magnetic Domain-Wall Racetrack Memory based Non-volatile Logic for Low Power Computing and Fast Run-Time-Reconfiguration'. IEEE Trans. on VLSI systems (TVLSI), vol. 24, no. 9, pp. 2861-2872, 2016. [PDF ] 10. Kejie Huang, Rong Zhao, Wei He, Yong Lian. 'High Density and High Reliability Non-volatile Field Programmable Gate Array (FPGA) with Staked 1D2R RRAM Array'. IEEE Trans. Very Large Scale Integration (VLSI) Systems (TVLSI), vol. 24, no. 1, pp. 139-150, 2016. [PDF ] 9. Kejie Huang, Rong Zhao, Yong Lian. 'Racetrack Memory based Non-volatile Storage Elements for Multi-context FPGAs'. IEEE Trans. on VLSI systems (TVLSI), vol. 24, no. 5, pp. 1885-1984, 2016. [PDF ] 2015 8. Kejie Huang, Rong Zhao, Yong Lian. 'A Low Power and High Sensing Margin Non-volatile Full Adder Using Racetrack Memory'. IEEE Trans. on Circuits and Systems I: Regular Paper (TCASI), vol. 62, no. 4, pp.1109-1116, Apr. 2015. [PDF ] 7. Ning Ning, Guoqi Li, Wei He, Kejie Huang, Li Pan, Kiruthika Ramanathan, Rong Zhao, Luping Shi. 'Modeling Neuromorphic Persistent Firing Networks'. International Journal of Intelligence Science, vol. 5, pp. 89-101, 2015. [PDF ] 2014 6. Kejie Huang, Yajun Ha, Rong Zhao, Akash Kumar, Yong Lian. 'A Low Active Leakage and High Reliability Phase Change Memory (PCM) based Non-Volatile FPGA Storage Element'. IEEE Trans. Circuits and Systems I: Regular Paper (TCASI), vol.61, no.9, pp.2605-2613, Sep. 2014. [PDF] 5. Kejie Huang, Rong Zhao, Ning Ning, Yong Lian. 'A Low Power Localized 2T1R STT-MRAM Array with Pipelined Quad Phase Saving Scheme for Zero Sleep Power Systems'. IEEE Trans. Circuits and Systems I: Regular Paper (TCASI), vol.61, no.9, pp.2514-1623, Sep. 2014. [PDF ] 4. Kejie Huang, Ning Ning, Yong Lian. 'Optimization Scheme to Minimize Reference Resistance Distribution of Spin-transfer-torque MRAM'. IEEE Trans. Very Large Scale Integration (VLSI) Systems (TVLSI), vol.22, no.5, pp.1179-1182, May 2014. [PDF] 3. Wei He^, Kejie Huang^, et al. Enabling an Integrated Rate-temporal Learning Scheme on Memristor. Scientific Reports (SR) 4. ^Equal contribution. [PDF ] 2. Tae Hoon Lee, Desmond Loke, Kejie Huang, Wei-Jie Wang, Stephen R. Elliott. 'Tailoring Transient-amorphous States: Towards Fast and Power-efficient Phase-change Memories and Neuromorphic Computing'. Advanced Materials (AM), vol. 26, no. 44, pp. 7493-7498. [PDF] 2013 1. Kejie Huang, Yong Lian. 'A Low Power Low Vdd Non-volatile Flip-flop using STT-MRAM'. IEEE Trans. on Nanotechnology (TNANO), vol.12, no.6, pp.1094-1103, Nov. 2013. [PDF] Conference 2020 11. Lirong Wu, Kejie Huang*, Haibin Shen. 'A GAN-based Tunable Image Compression System'. IEEE Winter Conf. on Applications of Computer Vision, March 1-5, 2020. 10. Tao He, Lianli Gao, Jingkuan Song, Xin Wang, Kejie Huang, Yuan-Fang Li. 'SNEQ: Semi-supervised Attributed Network Embedding with Attention-based Quantisation'. In 34th AAAI Conference on Artificial Intelligence, 2020. 2019 9. Sai Zhang, Zongdong Dai, Rui Xiao, Haibin Shen, Kejie Huang*. 'The Impact of Non-linear NVM Devices on In-Memory Computing'. In 3rd IEEE International workshop on future computing (IWOFC), 2019. 8. Kejie Huang, Chuyun Qin, 'eNVM Based In-memory Computing for Intelligent and Secure Computing Systems', In 32th International System-On-Chip Conference (SOCC), 3-6 Sep, 2019. 7. Kejie Huang, 'A Two-Step Sensing Circuit for the Hysteresis Loop Selector based Resistive Non-Volatile Memory Arrays', In 52th International Symposium on Circuits and Systems (ISCAS), 26-29 May, 2019. 2017 6. Kejie Huang, Rong Zhao. 'Domain-Wall Racetrack Memory for In-Memory Computing'. In 50th International Symposium on Circuits and Systems (ISCAS), 28-31 May, 2017. 5. Yue Qiu, Kejie Huang*, Feng Xiao, Haibin Shen. 'Power-Line Interference Suppression in Electrocardiogram using Recurrent Neural Networks'. In 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), 14-16 Oct, 2017. 2014 4. Kejie Huang, Rong Zhao. 'Low Power Computing Using Resistive Non-volatile Memories'. In 14th Non-volatile Memory Technology Symposium (NVMTS), 27-29 October, 2014. [PDF] 3. Kejie Huang, Rong Zhao, Yong Lian. 'STT-MRAM based Low Power Synchronous non-volatile Logic with Timing Demultiplexing'. In 10th ACM/IEEE International Symposium on Nanoscale Architectures (NANOARCH), 8-10 July, 2014. [PDF ] 2012 2. Ning Ning, Kejie Huang, Luping Shi. 'Articial Neuron with Somatic and Axonal Computation Units: Axon as a Slow Leaky Integrator Complementry to the fast somatic integration'. In 2012 International Joint Conference on Neural Networks (IJCNN), 10-15 June, 2012. [PDF] 2011 1. Ning Ning, Yi Kaijun, Huang Kejie, Shi Luping. 'Axonal Slow Integration Induced Persistent Firing Neuron Model and Spiking Network'. In Neural Information Processing. Springer Berlin Heidelberg, 2011. [PDF ] Book Chapter 2011 1. Kejie Huang, Yin Zhou, Xiaobo Wu, Wentai Liu and Zhi Yang. 'Design and Optimization of Inductive Power Link for Biomedical Applications'. Applied Biomedical Engineering, ISBN: 978-953-307-256-2, 2011. [PDF]

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