研究方向:大模型高效推理、云边协同推理、云计算、无服务器计算、调度优化
邮箱:zjq8860@gdut.edu.cn
主页:https://www.scholat.com/zhangjinquan
个人简介
张金泉,工学博士,广东工业大学“青年百人计划”B类人才,讲师。主要研究方向涉及大模型高效推理、云边协同推理、云计算、无服务器计算、调度优化。在 IEEE Transactions on Parallel and Distributed Systems (TPDS)、IEEE Transactions on Services Computing (TSC)、Future Generation Computer Systems (FGCS)、Computing等国际知名学术期刊和会议上发表学术论文十余篇。获得华为第103期火花奖。参与国家重点研发计划项目、国家自然科学基金项目、企业合作项目等多项课题研究。专利和软件著作权各一项。
教育背景
2019.03 – 2024.09 东南大学 博士
2017.09 – 2019.03 东南大学 硕士
2013.09 – 2017.06 南京航空航天大学 本科
主要论文
[1] Zhang Jinquan (张金泉), 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 (张金泉), 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 (张金泉), 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 (张金泉, 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 (张金泉), 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 (张金泉), 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 (张金泉), Zhang Xiaodong. Scheduling Ensemble Workflows on Hybrid Resources in IaaS Clouds. Computing, 2025.
[8] Rajput Kamran Yaseen, Li Xiaoping*, Lakhan Abdullah, Zhang Jinquan (张金泉), 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 (张金泉), 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 (张金泉), 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.
科研项目
[1] 国家重点研发计划,专业科技资源及服务集成技术,2017- 2020,参与
[2] 国家自然科学基金,带数据安全等级约束的云服务工作流调度,2019-2022,参与
[3] 江苏省基础研究计划,基于频繁子图挖掘的函数工作流快速调度方法,2021-2024,参与
荣誉奖励
华为火花奖:考虑价值因素的服务调用网资源配置与在离线业务混部调度,2024。提出面向非确定流量的服务调用网资源预测及跨数据中心在离线混部调度方案,将数据中心资源利用率从20%提升至50%,峰值利用率从40%提升至70%。
学术任职
审稿人:Journal of Supercomputing