个人简介
刘磊,北京航空航天大学计算机学院教授、博导。刘磊分别于大连理工大学、中国科学技术大学、中国科学院大学(中科院计算所)获得计算机科学与技术工学学士学位、软件系统设计硕士学位和计算机体系结构工学博士学位。刘磊于2014/07-2022/03在中科院计算所,计算机体系结构国家重点实验室工作,历任助理研究员、副研究员、研究生导师、课题组PI等;兼任国家超算中心(深圳)总工程师(2020/11/01-2021/11/30,中组部报备挂职干部);美国罗彻斯特大学访问学者(2017/05-2018/04)。
刘磊的研究涉及“云原生”的一系列关键领域,包括现代操作系统、新型内存系统、新计算机系统结构(量子计算机)、系统性能评测、优化及可扩展性等多个方面。自2011年起,刘磊带领其课题组研发了面向主流多核、多通道服务器,及异构内存体系的新内存资源管理系统原型;探索了新OS的智能化;探索了量子计算机体系结构、系统软件栈及支撑环境。相关研究成果以第一作者、通讯作者发表于ISCA, HPCA, PACT, IEEE TC, TPDS, ACM TACO, ICCD等领域内权威学术会议和刊物,并在业内产生了影响力;近十年,刘磊主持多项国家级项目(包括自然科学基金、重点研发计划、省重点研发等),及多项企业级项目(华为、OPPO等),成果应用广泛。
刘磊学术任职广泛,两次担任国际权威学术会议主席,是第32届国际超级计算大会ACM ICS-2018(超算领域顶级学术会议)的大会主席、国际工作集特征研讨会IEEE ISWC-2020的大会主席;近年来40余次任职于领域内权威学术会议/刊物,担任程序委员会委员、外评委员、组委会成员、编委、审稿人等(包括15个顶级学术会议ISCA、MICRO、ASPLOS、HPCA、PACT、SC、ICS、PPoPP等;10余种ACM/IEEE权威学术刊物ACM TACO、ACM JETC、ACM TECS、ACM TRTS、IEEE TPDS等)。
刘磊曾获得“中国科学院院长优秀奖”、“计算所优秀科研人员”、“计算所学术百星”、“国科大优秀毕业生”等荣誉;培养的研究生获得北京市优秀毕业生、国科大(计算所)优秀毕业生、优秀毕业论文及各类奖学金。
研究领域
刘磊的研究涉及“云原生”的一系列关键领域,包括现代操作系统、新型内存系统、新计算机系统结构(量子计算机)、系统性能评测、优化及可扩展性等多个方面
近期论文
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Intelligent Resource Scheduling for Co-located Latency-critical Services: A Multi-Model Collaborative Learning Approach [Slides (pptx)] Lei Liu*, Xinglei Dou, Yuetao Chen. The 21st USENIX Conference on File and Storage Technologies (FAST):2023
QuCloud+: A Holistic Qubit Mapping Scheme for Single/Multi-programming on 2D/3D NISQ Quantum Computers Lei Liu*, Xinglei Dou. ACM Transactions on Architecture and Code Optimization (TACO):2023
EBIO: An Efficient Block I/O Stack for NVMe SSDs with Mixed Workloads J. Zhu, L. Wang, L. Xiao, L. Liu, G. Qin. IEEE Trans. on Computer-Aided Design of Integrated Circuits and Systems (TCAD):2023
CFIO: A conflict-free I/O mechanism to fully exploit internal parallelism for Open-Channel SSDs J. Zhu, L. Wang, L. Xiao, L. Liu, G. Qin. Journal of Systems Architecture (JSA):2023
Smart Scheduler: an Adaptive NVM-Aware Thread Scheduling Approach on NUMA Systems Y. Chen, K. Qiu, L. Chen, H. Jia, Y. Zhang, L. Xiao, L. Liu*. CCF Transactions on High Performance Computing (THPC):2022
QuCloud: A New Qubit Mapping Mechanism for Multi-programming Quantum Computing in Cloud Environment [Slides (pptx)] Lei Liu*, Xinglei Dou. The 27th IEEE International Symposium on High-Performance Computer Architecture (HPCA):2021
The Evolution of Memory Partitioning Technologies: A Case Study through Page Coloring Jiefan Qiu, Zonghan Hua, Jing Fan, Lei Liu*. Journal of Software in Chinese (软件学报):2021
An Investigation into Quantum Program Mapping on Superconducting Quantum Computers Xinglei Dou, Lei Liu*, Yuetao Chen. Journal of Computer Research and Development in Chinese (计算机研究与发展):2021 - Special Issue on Quantum Computing in J. of Computer R&D
Quantum Computing Simulations and Optimizations: A Survey Zhichao Yu, Yangzhong Li, Lei Liu* and Shengzhong Feng. J. of Computer Engineering in Chinese (计算机工程):2021 - Invited Article in J. of Computer Engineering
IEEE Proceedings of the IEEE International Symposium on Workload Characterization, Virtual. October 27-29, 2020
General co-Chair. IEEE 16th International Symposium on Workload Characterization (IISWC):2020
A New Qubits Mapping Mechanism for Multi-programming Quantum Computing [Slides (pptx)] Xinglei Dou, Lei Liu*. The 29th ACM/IEEE Intl. Conf. on Par. Architectures and Compilation Tech. (PACT):2020 (Poster)
QoS-Aware Resources Scheduling for Microservices: A Multi-Model Collaborative Learning-based Approach Sys-Inventor Technical Report (PI: Lei Liu):2020
An Analysis for Evolution of Memory Partitioning Technologies: Perspective, Opportunities and Methods Sys-Inventor Technical Report (PI: Lei Liu):2020
Monitoring Memory Behaviors and Mitigating NUMA Drawbacks on Tiered NVM Systems [Slides (pptx)] S. Yang, X. Li, X. Dou, X. Gong, H. Liu, L. Chen, L. Liu*. The 17th IFIP Intl. Conf. on Network and Par. Computing (NPC):2020
Hierarchical Hybrid Memory Management in OS for Tiered Memory Systems Lei Liu*, Shengjie Yang, Lu Peng, Xinyu Li. IEEE Transactions on Parallel and Distributed Systems (TPDS):2019
Architectural Support for NVRAM Persistence in GPUs Sui Chen, Lei Liu, Weihua Zhang, Lu Peng. IEEE Transactions on Parallel and Distributed Systems (TPDS):2019
Efficient GPU NVRAM Persistence with Helper Warps Sui Chen, Faen Zhang, Lei Liu and Lu Peng. The 56th ACM/ESDA/IEEE Design Automation Conference (DAC):2019
Thinking about A New Mechanism for Huge Page Management [Slides (pptx)] Xinyu Li, Lei Liu*, Shengjie Yang, Lu Peng, Jiefan Qiu. The 10th ACM SIGOPS Asia-Pacific Workshop on Systems (APSys):2019
ACM Proceedings of the 2018 International Conference on Supercomputing, Beijing, China. June 12-15, 2018 General co-Chair. ACM 32nd International Conference on Supercomputing (ICS):2018
Tackling Diversity and Heterogeneity by Vertical Memory Management Lei Liu. arXiv:1704.01198:2017 (Short Version for the ISCA-2014 Paper) Memos: Revisiting Hybrid Memory Management in Modern Operating System Lei Liu*, Mengyao Xie and Hao Yang. arXiv:1703.07725:2017
SysMon: Monitoring Memory Behaviors via OS Approach Mengyao Xie, Lei Liu*, Hao Yang, Chenggang Wu, Hongna Geng. The 12th Intl. Symp. on Adv. Par. Processing Tech. (APPT):2017
Memos: A Full Hierarchy Hybrid Memory Management Framework (Position Paper) Lei Liu*, Hao Yang, Mengyao Xie, Lian Li, Chenggang Wu. The 34th International Conf. on Computer Design (ICCD):2016
Rethinking Memory Management in Modern Operating System: Horizontal, Vertical or Random? [Slides (pptx)] Lei Liu*, Chen Ding, Hao Yang, Chengyong Wu. IEEE Transactions on Computers (TC):2016 - Trans. Version of the ISCA-2014 paper. This article was a featured article candidate in IEEE TC.
Going Vertical in Memory Management Lei Liu*, et al. ACM SIGARCH Computer Architecture News:October, 2014
Going Vertical in Memory Management: Handling Multiplicity by Multi-policy [Slides (pptx)] Lei Liu*, et al. The 41st ACM/IEEE International Symposium on Computer Architecture (ISCA):2014 - The 9th ISCA paper in mainland China history since y2k.
BPM/BPM+: Software-based Dynamic Memory Partitioning Mechanisms for Mitigating DRAM Bank-/Channel-level Interferences in Multicore Systems Lei Liu*, et al. ACM Transactions on Architecture and Code Optimization (TACO):2014
A Software Memory Partition Approach for Eliminating Bank-level Interference in Multicore Systems [Slides (pptx)] Lei Liu*, et al. The 21st ACM/IEEE International Conference on Parallel Architectures and Compilation Techniques (PACT):2012 - Influential Article in Semantic Scholar. Cited Greater than 200 Citations.
WiseThrottling: A New Asynchronous Task Scheduler for Mitigating I/O Bottleneck in Large-Scale Datacenter Servers Fang Lv*, Lei Liu, Huimin Cui, Lei Wang, Ying Liu, Xiaobing Feng, P.C. Yew (UMN). J. of Supercomputing:2015
Dynamic I/O-Aware Scheduling for Batch-Mode Applications on Chip Multiprocessor Systems of Cluster Platforms Fang Lv*, Huimin Cui, Lei Wang, Lei Liu, Cheng-Gang Wu, Xiao-Bing Feng, and Pen-Chung Yew (UMN). JCST:2014
Google Citation, * corresponding author