研究方向:大模型高效推理、雲邊協同推理、雲計算、無服務器計算、調度優化
郵箱:zjq8860@gdut.edu.cn
主頁:https://www.scholat.com/zhangjinquan
個人簡介
張金泉,工學博士,太阳成集团tyc234cc“青年百人計劃”B類人才,講師。主要研究方向涉及大模型高效推理、雲邊協同推理、雲計算、無服務器計算、調度優化。在 IEEE Transactions on Parallel and Distributed Systems (TPDS)、IEEE Transactions on Services Computing (TSC)、Future Generation Computer Systems (FGCS)、Computing等國際知名學術期刊和會議上發表學術論文十餘篇。獲得華為第103期火花獎。參與國家重點研發計劃項目、國家自然科學基金項目、企業合作項目等多項課題研究。專利和軟件著作權各一項。
教育背景
2019.03 – 2024.09 東南大學 博士
2017.09 – 2019.03 東南大學 碩士
2013.09 – 2017.06 南京航空航天大學 本科
主要論文
[1] Zhang Jinquan (張金泉), Li Xiaoping*, Chen Long, Ruiz Rubén. Scheduling Workflows With Limited Budget to Cloud Server and Serverless Resources. IEEE Transactions on Services Computing, 2024.
[2] Zhang Jinquan (張金泉), Li Xiaoping*, Rajput Kamran Yaseen, Chen Long. Reinforcement Learning Based Memory Configuration for Linear Dynamic Function Chains. 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD), 2024.
[3] Zhang Jinquan (張金泉), Wang Shuang*. Scheduling Workflow Instances to Servers and Serverless Functions in Cloud/Edge Data Centers. International Conference on Service Science, 2023.
[4] Cao Han, Zhang Jinquan (張金泉, 共一), Chen, Long*, Li, Siyuan, Shi, Guang. ServlessSimPro: A comprehensive serverless simulation platform. Future Generation Computer Systems, 2025.
[5] Wang Shuang, Li Xiaoping*, Sheng Quan Z., Ruiz Rubén, Zhang Jinquan (張金泉), Beheshti, Amin. Multi-Queue Request Scheduling for Profit Maximization in IaaS Clouds. IEEE Transactions on Parallel and Distributed Systems, 2021.
[6] Rajput Kamran Yaseen, Li Xiaoping*, Zhang Jinquan (張金泉), Lakhan Abdullah. A Novel Scheduling Approach for Spark Workflow Tasks with Deadline and Uncertain Performance in Multi-Cloud Networks. IEEE Transactions on Cloud Computing, 2024.
[7] Chen Long, Liu Guangrui, Zhang Jinquan (張金泉), Zhang Xiaodong. Scheduling Ensemble Workflows on Hybrid Resources in IaaS Clouds. Computing, 2025.
[8] Rajput Kamran Yaseen, Li Xiaoping*, Lakhan Abdullah, Zhang Jinquan (張金泉), Mahesar Abdul Rasheed, Kumar Sajnani Dileep. Task Scheduling in Multi-Cloud Environments for Spark Workflow under Performance Uncertainty. 2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD), 2024.
[9] Chen Chuanzhi, Sang Hongyan, Zhang Jinquan (張金泉), Liu Hongqing, Chi Hao. Efficient Serverless Resource Allocation for Mapreduce Job Based on A* Algorithm. International Conference on New Trends in Computational Intelligence, 2024.
[10] Cao Han, Chen Long*, Zhang Jinquan (張金泉), Wang Shuang. An Energy-Aware IoT Functions Offloading Strategy in Solar-powered Edge Environment for Smart Agriculture. CCF Conference on Computer Supported Cooperative Work and Social Computing, 2024.
科研項目
[1] 國家重點研發計劃,專業科技資源及服務集成技術,2017- 2020,參與
[2] 國家自然科學基金,帶數據安全等級約束的雲服務工作流調度,2019-2022,參與
[3] 江蘇省基礎研究計劃,基于頻繁子圖挖掘的函數工作流快速調度方法,2021-2024,參與
榮譽獎勵
華為火花獎:考慮價值因素的服務調用網資源配置與在離線業務混部調度,2024。提出面向非确定流量的服務調用網資源預測及跨數據中心在離線混部調度方案,将數據中心資源利用率從20%提升至50%,峰值利用率從40%提升至70%。
學術任職
審稿人:Journal of Supercomputing