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个人简介

开设课程(本科生、研究生): 《嵌入式系统》 科研项目: (1)国家自然科学基金面上项目,61874124,“深度神经网络处理器高能效设计技术研究”,2019-2022 (2)国家自然科学基金(青年),61402146,“基于GPU的提高三维集成电路良率的数据优化方法研究”(已结题) (3)兵器工业集团的预研项目“机载制氧供氧功能模块综合测试平台”(已结题) 代表成果(著作、论文、专利等,限10项) 获奖荣誉 2015年中国研究生电子设计大赛“华东赛区优秀指导老师” 2016年“互联网+”大学生创新创业大赛安徽省优秀指导教师 2015年全国研究生移动终端应用设计创新大赛,指导学生获得全国一等奖; 2015年中国研究生电子设计大赛,指导学生获得全国二等奖。 2015年“互联网+”大学生创新创业大赛安徽省金奖

研究领域

近数据计算、神经网络处理器设计、智能硬件、嵌入式系统

近期论文

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[TC] Dawen Xu, Cheng Liu, Ying Wang, Kaijie Tu, Huawei Li, Bingsheng He, Lei Zhang,"Accelerating Generative Neural Networks on Unmodified Deep Learning Processors-A Software Approach,” to be appeared in IEEE Transactions on Computers, 2020. (CCF-A ) [ASAP20] Dawen Xu, Ziyang Zhu, Cheng Liu, Ying Wang, Huawei Li, Lei Zhang and Kwang-Ting Cheng, "Persistent Fault Analysis of Neural Networks on FPGA-based Acceleration System", to be appeared in IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2020. (CCF-C) [DATE20] Dawen Xu, Kexin Chu, Cheng Liu, Ying Wang, Huawei Li, “CNT-Cache: an Energy-efficient Carbon Nanotube Cache with Adaptive Encoding,” IEEE/ACM Proceedings of Design, Automation and Test in Europe conference (DATE), 2020.(CCF-B) [GLSVLSI20] Dawen Xu, Cheng Chu, Cheng Liu, Ying Wang, Xianzhong Zhou, Lei Zhang, Huawei Li, Huaguo Liang, “Multi-task Scheduling for PIM-based Heterogeneous Computing System,” to be appeared in ACM Great Lakes Symposium on VLSI (GLSVLSI), 2020. (CCF-C) [ASAP19] Dawen Xu, Kouzi Xing, Cheng Liu, Ying Wang, Yulin Dai, Long Cheng, Huawei Li, Lei Zhang, “Resilient neural network training for accelerators with computing errors,” in IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2019. (CCF-C) [ASPDAC19] Dawen Xu, Li Li, Ying Wang, Huawei Li, Xiaowei Li, “Exploring emerging CNFET for Efficient Last Level Cache Design,” in IEEE/ACM proceedings of Asia and South Pacific Design Automation Conference (ASPDAC), 2019.(CCF-C) Li Li, Dawen Xu, Kouzi Xing, etc., "Squeezing the last MHz for CNN acceleration on FPGAs", The 3rd IEEE International Test Conference In Asia, Tokyo, Japan, September 3-5, 2019. [ICCAD18] Dawen Xu, Kaijie Tu, Ying Wang, Cheng Liu, Bingsheng He, Huawei Li, “FCN-Engine: Accelerating Deconvolutional Layers in Classic CNN Processors,” in IEEE/ACM International Conference On Computer Aided Design, 2018.(CCF-B) [CF17] Dawen Xu, Liao Yi, Ying Wang ,Huawei Li, Xiaowei Li, “Selective off-loading to Memory: Task Partitioning and Mapping for PIM-enabled Heterogeneous Systems,” to appear in ACM International Conference on Computing Frontiers 2017 (short paper).(CCF-C) [TVLSI14] Dawen Xu, Huawei Li, Amirali Ghofrani, etc.,“Test-Quality Optimization for Variable n-Detections of Transition Faults”, IEEE Transactions on VLSI Systems (TVLSI), Vol.22, No.8, pp. 1738-1749, 2014. (CCF-B) 参与著作 Foundations of Computer Systems Research,2010, 高等教育出版社(第六章作者)

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