赵梦莹
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教授 电子邮件： zhaomengying at email dot sdu dot edu dot cn |
个人简介: 赵梦莹，博士，教授，博士生导师，山东大学齐鲁青年学者。分别于2011年和2015年在山东大学和香港城市大学获得学士和博士学位，2015年加入山东大学，任体系结构和嵌入式系统研究中心团队负责人。
主要研究方向为计算机体系结构、新型非易失性存储、异构计算。在国际重要学术会议（如HPCA、DAC、RTSS、DATE、CODES+ISSS等）和期刊（如TC、TCAD、TODAES、TECS等）上发表论文九十余篇，获ICESS best paper award （2016）、DAC国际硬件比赛（FPGA组）第三名（2017）、DAC 国际系统设计大赛（GPU组）第三名（2018）、ASPDAC SRF Best Poster Award（2021）、ACM青岛新星奖（2021）、山东电子学会科学技术青年奖（2022），入选山东省青年科技人才托举工程（2024）。主持国家自然科学基金2项、国家重点研发计划子课题2项、山东省自然科学基金2项。
担任国际会议MSC 2022 Program Chair、国际会议SAC 2023 CPS Track chair、 CCF B类国际期刊TECS Guest Editor (2022-2023)、TODAES Guest Editor (2023-2024)、IEEE Embedded Systems Letters Associate Editor（2022-2024），CCF 体系结构专委、信息存储专委、嵌入式系统专委委员。
担任《计算机组成与设计》课程负责人，入选2023-2024年度高校计算机专业优秀教师奖励计划，主持教育部产学研合作项目、山东大学课程思政示范项目，获山东省高校青年教师教学比赛二等奖、山东省教学成果奖（第2位）、山东大学青年教师教学比赛一等奖、“同屏在线、共振育人”在线直播教学比赛一等奖、山东大学青岛校区十佳书院导师、山东大学第十届“青年教学能手”称号。
博士生和硕士生招募ING，欢迎有计算机系统基础、学习主动性强、热爱生活的同学加入我们的团队！
研究方向
计算机体系结构、新型非易失性存储、异构计算
承担项目
国家自然科学基金面上项目：“面向异构存内计算的指令系统关键技术研究”，在研，主持（2024.01-2027.12）
国家重点研发计划：“适配国产异构软硬件平台的云原生生态”，在研，子课题负责人（2023.03-2026.02）
山东省联合基金：“基于FPGA的物联网边缘节点目标检测关键技术研究”，已结题，主持（2021.01-2022.12）
国家重点研发计划：“高置信城市信-物融合系统关键技术研发与应用”，已结题，子课题负责人（2019.12-2022.11）
国家自然科学基金青年基金：“面向自供能嵌入式系统非易失处理器的关键技术研究”，已结题，主持（2017.1-2019.12）
山东省青年基金：“基于嵌入式程序分析的栈空间优化技术研究”，已结题，主持（2016.11-2019.6）
近五年代表性论文
全部发表论文可查阅 dblp和google scholar.
Hao Zhang, Jian Zuo, Huichuan Zheng, Sijia Liu, Meihan Luo, Mengying Zhao*, “Implementing Neural Networks on Nonvolatile FPGAs With Reprogramming ”, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. (TCAD), Volume: 43, November 2024. [Full paper]
Liang Shi, Jingtong Shi, Hussam Amrouch, Kuan-Hsun Chen, Mengying Zhao, Weichen Liu, “Introduction to Special Issue on In/Near Memory and Storage Computing for Embedded Systems”, ACM Trans. Embedded Comput. Syst. (TECS), Volume: 23, September 2024. [Full paper]
Ganapati Bhat, Biresh Kumar Joardar, Mengying Zhao, “Introduction to the special issue on embedded system software/tools”, ACM ACM Trans. Des. Autom. Electron. Syst. (TODAES), Volume: 29, September 2024. [Full paper]
Mengying Zhao, Yuqing Xiong, Hao Zhang, Huichuan Zheng, Dongxiao Yu, Zhaoyan Shen*, “CoaCAD: Correlation-Assisted Computer-Aided Design for Nonvolatile FPGAs”, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. (TCAD), June 2024. [Full paper]
Shuo Xu, Wei Zhang, Mengying Zhao, Zimeng Zhou, Lei Ju*, “Cache-aware Task Decomposition for Efficient Intermittent Computing Systems”, 61th Annual Design Automation Conference 2024 (DAC), November 2024. [Full paper]
Xiaojun Cai, Nanxiang Yu, Mengying Zhao*, Mei Cao, Tingting Zhang, Jianbo Lu, “Decentralized Federated Learning in Partially Connected Networks with Non-IID Data”, Design, Automation and Test in Europe Conference 2024 (DATE), March 2024. [Full paper]
Huichuan Zheng, Mengying Zhao*, Hao Zhang, Yuqing Xiong, Xiaojun Cai, Zhiping Jia “Towards Efficient Reconfiguration through Lightweight Input Inversion for MLC NVFPGAs;, Design, Automation and Test in Europe Conference 2024 (DATE), March 2024. [Full paper]
Hao Zhang, Mengying Zhao*, Huichuan Zheng, Yuqing Xiong, Yuhao Zhang, Zhaoyan Shen, “Towards High-Throughput Neural Network Inference with Computational BRAM on Nonvolatile FPGAs”, Design, Automation and Test in Europe Conference 2024 (DATE), March 2024. [Full paper]
Qian Wei, Yi Li, Zhiping Jia, Mengying Zhao, Zhaoyan Shen*, Bingzhe Li, “Reinforcement Learning-Assisted Management for Convertible SSDs”, 60th Annual Design Automation Conference 2023 (DAC), July 2023. [Full paper]
Mengying Zhao, Fanjin Xu, Huichuan Zheng, Hao Zhang, Yuqing Xiong, Zhiping Jia, Xiaojun Cai*, “Correlation-guided Placement for Nonvolatile FPGAs”, 60th Annual Design Automation Conference 2023 (DAC), July 2023. [Full paper]
Hao Zhang, Huichuan Zheng, Shuangliang Li, Yuhao Zhang, Mengying Zhao*, Xiaojun Cai, “Lifetime improvement through adaptive reconfiguration for nonvolatile FPGAs”, J. Syst. Archit. (JSA), Volume: 128, July 2022. [Full paper]
Weifan Sun, Wei Fan, Mengying Zhao*, Weining Song, Xiaojun Cai, Tiantian Liu, Zhiping Jia, “A Deep Reinforcement-Learning-Guided Backup for Energy Harvesting Powered Systems”, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. (TCAD), Volume: 413, February 2022. [Full paper]
Weining Song, Xiaojun Cai, Mengying Zhao*, Zhaoyan Shen, Zhiping Jia, “A lightweight online backup manager for energy harvesting powered nonvolatile processor systems”, J. Syst. Archit. (JSA), Volume: 113, February 2021. [Full paper]
Zezhong Ma, Mengying Zhao*, Xiaojun Cai, Zhiping Jia, “Fast-convergent federated learning with class-weighted aggregation”, J. Syst. Archit. (JSA), Volume: 117, August 2021. [Full paper]
Hao Zhang, Ke Liu, Mengying Zhao*, Zhaoyan Shen, Xiaojun Cai, Zhiping Jia, “Pearl: Performance-Aware Wear Leveling for Nonvolatile FPGAs”, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. (TCAD), Volume: 40, February 2021. [Full paper]
Ke Liu, Mengying Zhao*, Lei Ju, Zhiping Jia, Jingtong Hu, Chun Jason Xue, “Applying Multiple Level Cell to Non-volatile FPGAs”, ACM Trans. Embedded Comput. Syst. (TECS), Volume: 19, July 2020. [Full paper]
Wei Fan, Yujie Zhang, Weining Song, Mengying Zhao*, Zhaoyan Shen, Zhiping Jia, “Q-learning Based Backup for Energy Harvesting Powered Embedded Systems”, 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), March 2020. [Full paper]
Keni Qiu*, Nicholas Jao, Mengying Zhao, Cyan Subhra Mishra, Gulsum Gudukbay, Sethu Jose, Jack Sampson, Mahmut Taylan Kandemir, Vijaykrishnan Narayanan, “ResiRCA: A Resilient Energy Harvesting ReRAM Crossbar-Based Accelerator for Intelligent Embedded Processors”, 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA), February 2020. [Full paper]
Weining Song, Yang Zhou, Mengying Zhao*, Lei Ju, Chun Jason Xue, Zhiping Jia, “EMC: Energy-Aware Morphable Cache Design for Non-Volatile Processors”, IEEE Transactions on Computers (TC), Volume: 68, April 2019. [Full paper]
Shuo Huai, Weining Song, Mengying Zhao*, Xiaojun Cai, Zhiping Jia, “Performance-aware Wear Leveling for Block RAM in Nonvolatile FPGAs”, 56th Annual Design Automation Conference 2019 (DAC), June 2019. [Full paper]
讲授课程
计算机组成与设计，计算机系统原理，嵌入式系统设计
Last update: 11/27/2024