刘佩妮

副教授

联系邮箱： liupeini@mail.sysu.edu.cn

联系地址： 超算中心416B

教师简介: 

刘佩妮，副教授、博士生导师、逸仙优秀学者、国家级高层次青年人才。2023年博士毕业于加泰罗尼亚理工大学，2019年3月-2026年8月在巴塞罗那超算中心工作，并在挪威奥斯陆大学、比利时根特大学-校际微电子中心等进行访问研究。主持/参与欧盟、西班牙、加泰罗尼亚地区等各级项目总金额1400余万元。

 

研究领域：

  1. 高性能计算与算力网：超智融合计算系统，算力网统一环境、存算网调度管理与协同计算
  2. 绿色计算与算电协同：计算设备和AI工作负载的功耗特性、能效建模及节能控制，能源感知算力资源管理，智能算力与新型电力系统协同
  3. 自主计算：自主感知决策优化，自主资源管理与智能编排

欢迎对上述方向感兴趣的同学加入团队。

招生对象：2027 年 9 月入学硕士生（2名）、博士生（1名）

支持与资源：优秀学生可推荐至 UPC, BSC, UiO, UGent, Imec, IBM, 腾讯，华为，电网等高校/企业访学或实习；团队提供充足计算资源和实验平台。

 

教育经历：

2019.3-2023.7 加泰罗尼亚理工/巴塞罗那超算中心 博士

2016.9-2018.12 国防科技大学 硕士

2012.9-2016.6 中南大学 学士

 

工作经历：

2019.3-2026.8 巴塞罗那超算中心 博士研究员/长聘副研究员

2025.2-2025.3 根特大学/校际微电子中心 访问学者

2022.10-2022.11，2023.5，2023.8-2023.12 奥斯陆大学 访问学者

 

代表性论著：

[1] Peini Liu, José Santos, Filip De Turck, and Jordi Guitart. “GreenWise: intelligent application migration for containerized machine learning services in the computing continuum”, 18th IEEE/ACM International Conference on Utility and Cloud Computing(UCC), Nantes, France, Dec 2025, pp. 1-11, DOI: 10.1145/3773274.3774275.

[2] Peini Liu, Joan Oliveras Torra, Marc Palacín, Michail Dalgitsis, Maria A Serrano, Eftychia Datsika, Angelos Antonopoulos, Javier Santaella Sánchez, Jordi Guitart, Josep Ll Berral, Ramon Nou. “Mobility usecase: intelligent service migration in cloud-edge continuum”, IEEE 33rd International Conference on Network Protocols (ICNP), Seoul, Republic of Korea, Sep 2025, DOI:10.1109/ICNP65844.2025.11192452.

[3] Peini Liu, Jordi Guitart. “Dynamic In-node Group-Aware Scheduling for Multi-Tenant Machine Learning Services on Kubernetes”, 2025 IEEE 18th International Conference on Cloud Computing (CLOUD), Helsinki, Finland, July 2025, pp. 65-74, DOI: 10.1109/CLOUD67622.2025.00017. [BEST PAPER AWARD]

[4] Peini Liu, Joan Oliveras Torra, Marc Palacín, Josep Ll Berral, Jordi Guitart, Ramon Nou, “Data-connector: An agent-based framework for autonomous ML-based smart management in cloud-edge continuum'', IEEE 32nd International Conference on Network Protocols(ICNP), Charleroi, Oct 2024, DOI: 10.1109/ICNP61940.2024.10858515.

[5] Peini Liu, Jordi Guitart and Amir Taherkordi, “Performance Characterization of Multi-container Deployment Schemes for Online Machine Learning Inference on Kubernetes Clusters'', 2023 IEEE 16th International Conference on Cloud Computing (CLOUD), Chicago, USA, July 2023, pp. 330-340, DOI: 10.1109/CLOUD60044.2023.00046.

[6] Peini Liu, Jordi Guitart. “Performance characterization of containerization for HPC workloads on InfiniBand clusters: an empirical study”. Cluster Computing, 2022, 25(2): 847-868. DOI: 10.1007/s10586-021-03460-8.

[7] Peini Liu and Jordi Guitart. “Fine-Grained Scheduling for Containerized HPC Workloads in Kubernetes Clusters,” The 2022 High Performance Computing and Communications (HPCC), Chengdu, China, Dec 2022, pp.275-284, DOI: 10.1109/HPCC-DSS-SmartCity-DependSys57074.2022.00068.

[8] Peini Liu, Gusseppe Bravo-Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, and Miroslav Hodak. “Scanflow-K8s: Agent-based Framework for Autonomic Management and Supervision of ML Workflows in Kubernetes Clusters,” 2022 IEEE/ACM 21st International Symposium on Cluster, Cloud and Internet Computing (CCGrid), Taormina, Italy, May 2022, DOI: CCGrid54584.2022.00047.

[9] Peini Liu, Jordi Guitart. “Performance comparison of multi-container deployment schemes for HPC workloads: an empirical study,” The Journal of Supercomputing, 2021, 77(6): 6273-6312. DOI: 10.1007/s11227-020-03518-1.

[10] Peini Liu, Gusseppe Bravo-Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, and Miroslav Hodak. “Scanflow: an end-to-end agent-based autonomic ML workflow manager for clusters,” In Proceedings of the 22nd International Middleware Conference: Demos and Posters(Middleware). 2021: 1-2. Dec 2021, DOI: 10.1145/3491086.3492468.

[11] Peini Liu, Xinjun Mao, Fu Hou, Shuai Zhang. “Generalized Nash Equilibrium Model of the Service Provisioning Problem in Multi-cloud Competitions,” The 15th IEEE International Conference on Ubiquitous Intelligence and Computing(UIC), Guangzhou, China, Oct 2018, pages 1485-1490. DOI: 10.1109/SmartWorld.2018.00257.

[12] Peini Liu, Xinjun Mao, Shuai Zhang, Fu Hou. “Towards reference architecture for a multi-layer controlled self-adaptive microservice system,” The 30th International Conference on Software Engineering and Knowledge Engineering(SEKE), San Francisco, CA, USA, Jul 2018, pages 236-241, DOI: 10.18293/SEKE2018-086.