赵梦莹
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教授 电子邮件： zhaomengying at sdu dot edu dot cn |
个人简介: 博士，教授，博士生导师。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，现任山东大学计算机科学与技术学院教授，齐鲁青年学者，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，高性能低功耗嵌入式系统设计以及非易失性存储。曾在国际重要学术会议（如HPCA、DAC、DATE、CODES+ISSS、RTSS等）和期刊（如TC、TCAD、TODAES、TECS等）上发表论文七十余篇。曾担任DAC 2019、DATE 2021、ASPDAC 2019等重要国际会议的程序委员会委员，和IEEE Transactions on Very Large Scale Integration (VLSI) System、IEEE Transactions on computer-aided design of Integrated Circuits and Systems（TCAD）、ACM Transactions on Embedded Computing Systems（TECS）、ACM Transactions on Cyber-Physical Systems (TCPS)等国际期刊审稿人，中国计算机协会体系结构专委会委员，容错专委委员。
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、嵌入式系统、大数据存储与处理、非易失存储
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，（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”，在研，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”，在研，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）
山东大学基本科研业务资助人才引进与培养类专项：“基于非易失存储器的数据保存技术研究”，已结题，主持（2016-2018）
代表性论文
全部发表论文可查阅 dblp和google scholar.
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, Pages 1-6. [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, Pages 1-6. [Full paper]
Shuo Xu, Huichuan Zheng, Hao Zhang, Mengying Zhao*, “RAB: Recomputation Aided Backup for Energy Efficient Non-volatile Processors”, 38th Annual ACM/SIGAPP Symposium on Applied Computing (SAC), March 2023, Pages 64-71. [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, Issue: 2, Feb. 2021, 12 pages. [Full paper]
Ruihao Li, Ke Liu, Xiaojun Cai*, Mengying Zhao, Lizy K. John, Zhiping Jia, “Improving CNN performance on FPGA clusters through topology exploration”, Proceedings of the 36th Annual ACM Symposium on Applied Computing (SAC '21), March 2021, Pages 126–134. [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), ol. 19, No. 4, Article 27 (July 2020), 22 pages. [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), 9-13 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), 22-26 Feb. 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 , Issue: 4 , April 1 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]
Lei Ju, Xiaojin Sui, Shiqing Li, Mengying Zhao*, Chun Jason Xue, Jingtong Hu, Zhiping Jia, “NVM-Based FPGA Block RAM With Adaptive SLC-MLC Conversion”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), Volume: 37 , Issue: 11 , Nov. 2018. [Full paper]
Mengying Zhao, Yuan Xue, Jingtong Hu, Chengmo Yang, Tiantian Liu, Zhiping Jia*, Chun Jason Xue, “State Asymmetry Driven State Remapping in Phase Change Memory”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), Volume: 36 , Issue: 1 , Jan. 2017. [Full paper]
Mengying Zhao, Chenchen Fu, Zewei Li, Qing'an Li, Mimi Xie, Yongpan Liu, Jingtong Hu, Zhiping Jia*, Chun Jason Xue, “Stack-Size Sensitive On-Chip Memory Backup for Self-Powered Nonvolatile Processors”. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), Volume: 36 , Issue: 11 , Nov. 2017. [Full paper]
Jing Li, Mengying Zhao*, Lei Ju, Chun Jason Xue, Zhiping Jia, “Maximizing Forward Progress with Cache-aware Backup for Self-powered Non-volatile Processors”, The 54th Annual Design Automation Conference 2017 (DAC), June 2017. [Full paper]
Ke Liu, Mengying Zhao*, Lei Ju, Zhiping Jia, Chun Jason Xue, Jingtong Hu, “Design Exploration for Multiple Level Cell Based Non-Volatile FPGAs”, 2017 IEEE International Conference on Computer Design (ICCD), 5-8 Nov. 2017. [Full paper]
Qian Lou, Mengying Zhao*, Lei Ju, Chun Jason Xue, Jingtong Hu, Zhiping Jia, “Runtime and reconfiguration dual-aware placement for SRAM-NVM hybrid FPGAs”, 2017 IEEE 6th Non-Volatile Memory Systems and Applications Symposium (NVMSA), 16-18 Aug. 2017. [Full paper]
Yang Zhou, Mengying Zhao*, Lei Ju, Chun Jason Xue, Xin Li, Zhiping Jia, “Energy-aware morphable cache management for self-powered non-volatile processors.”, 2017 IEEE 23rd International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), 16-18 Aug. 2017. [Full paper]
Mengying Zhao*, Keni Qiu, Yuan Xie, Jingtong Hu, Chun Jason Xue, “Redesigning software and systems for non-volatile processors on self-powered devices”, 2016 IFIP/IEEE International Conference on Very Large Scale Integration (VLSI-SoC), 26-28 Sept. 2016. [Full paper]
Mengying Zhao*, Lei Jiang, Liang Shi, Youtao Zhang, Chun Jason Xue, “Wear Relief for High-Density Phase Change Memory Through Cell Morphing Considering Process Variation.”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), Volume: 34 , Issue: 2 , Feb. 2015. [Full paper]
Mengying Zhao*, Alex Orailoglu, Chun Jason Xue, “Joint Profit and Process Variation Aware High Level Synthesis With Speed Binning.”, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Volume: 23 , Issue: 9 , Sept. 2015. [Full paper]
Mengying Zhao*, Yuan Xue, Chengmo Yang, Chun Jason Xue, “Minimizing MLC PCM write energy for free through profiling-based state remapping.”, The 20th Asia and South Pacific Design Automation Conference (ASP-DAC), 19-22 Jan. 2015. [Full paper]
Qing'an Li*, Mengying Zhao, Jingtong Hu, Yongpan Liu, Yanxiang He, Chun Jason Xue, “Compiler directed automatic stack trimming for efficient non-volatile processors.”, 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC), 8-12 June 2015. [Full paper]
Mimi Xie*, Mengying Zhao, Chen Pan, Jingtong Hu, Yongpan Liu, Chun Jason Xue, “Fixing the broken time machine: consistency-aware checkpointing for energy harvesting powered non-volatile processor.”, 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC), 8-12 June 2015. [Full paper]
Mengying Zhao*, Qing'an Li, Mimi Xie, Yongpan Liu, Jingtong Hu, Chun Jason Xue, “Software assisted non-volatile register reduction for energy harvesting based cyber-physical system.”, 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE), 9-13 March 2015. [Full paper]
Mengying Zhao*, Liang Shi, Chengmo Yang, Chun Jason Xue, “Leveling to the last mile: Near-zero-cost bit level wear leveling for PCM-based main memory.”, 2014 IEEE 32nd International Conference on Computer Design (ICCD), 19-22 Oct. 2014. [Full paper]
Mengying Zhao*, Hao Zhang, Xiang Chen, Yiran Chen, Chun Jason Xue, “Online OLED dynamic voltage scaling for video streaming applications on mobile devices.”, 2013 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), 29 Sept.-4 Oct. 2013. [Full paper]
Mengying Zhao*, Alex Orailoglu, Chun Jason Xue, “Profit maximization through process variation aware high level synthesis with speed binning.”, 2013 Design, Automation & Test in Europe Conference & Exhibition (DATE), 18-22 March 2013. [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: 02/24/2022