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个人简介

教育背景 2007/9-2011/7,工学学士(软件工程),四川大学 2011/9-2017/7,工学博士(计算机科学与技术),清华大学 工作经历 2022/9-至今,重庆大学,大数据与软件学院,副教授 2017/8 - 2022/8,重庆大学,大数据与软件学院,讲师 2015/1 - 2015/4,挪威科技大学,访问交流 研究课题 [8] 重庆市技术创新与应用发展面上项目,CSTB2022TIAD-GPX0017,面向智能制造供应链数据安全隐私保护机制研究与应用,2022.10-2024.9(课题负责人) [7] 重庆市自然科学基金面上项目,CSTB2022NSCQ-MSX1104,基于网络感知的服务功能链资源优化分配,2022.8-2025.7(主持) [6] 国家自然科学基金青年项目,62102053,SDN/NFV架构下服务功能链的在线智能部署机制研究,2022.1-2024.12(主持) [5] 国家自然科学基金面上项目,62176028,基于域自适应与多任务序列关系感知的谣言应对研究,2022.1-2025.12(主研) [4] 国家自然科学基金面上项目,62072060,移动群智感知环境下可信共享和异构数据融合的服务推荐研究,2021.1-2024.12 (主研) [3] 重庆大学中央高校基金科研项目,2018CDXYRJ0030 , 面向多媒体网络的自适应资源管理方法研究,2018.6-2020.5(主持) [2] 重庆市自然基金项目(面上),cstc2019jcyj-msxmX0589,异构移动网络中边缘协作缓存的优化研究,2019.7-2022.7(主研) [1] 重庆市基础研究与前沿探索项目,cstc2018jcyjAX0340,深度融合地理位置与社交网络大数据的影响力最大化问题研究,2018.7-2021.6(主研) 课程教学 本科生课程:《人工智能导论》(非限),《计算机系统》(专业基础课)

研究领域

联邦学习 边缘计算 深度学习 服务功能链部署 网络资源分配 内容缓存 任务卸载 虚拟网络嵌入 多智能体强化学习 蒙特卡洛树搜索 迁移学习 自动语音识别 车联网服务放置 区块链应用 异常检测 休眠小区检测

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

近年来期刊论文 [28] Fei Wang, Qilin Fan*, Tianfu Wang, Xu Zhang, Xiuhua Li, Hao Yin. IKENGA: Infeasibility Knowledge-Enhanced Genetic Algorithm for Virtual Network Embedding. Accepted by IEEE Transactions on Green Communications and Networking (TGCN), 2025. (JCR-Q1) [27] Qifeng Liu, Qilin Fan*, Xu Zhang, Xiuhua Li, Kai Wang, Qingyu Xiong. DRL-Based Time-Varying Workload Scheduling with Priority and Resource Awareness. Accepted by IEEE Transactions on Network and Service Management (TNSM), 2025. (JCR-Q1) [26] Hui Li, Xiuhua Li*, Qilin Fan, Qiang He, Xiaofei Wang, and Victor C. M. Leung. Distributed DNN Inference with Fine-grained Model Partitioning in Mobile Edge Computing Networks. IEEE Transactions on Mobile Computing (TMC), 2024, 23(10): 9060-9074. (CCF-A) [25] 范琪琳,牛岳,尹浩,王天富,李秀华*,郝金隆. GAT-IL:一种基于图注意力网络与模仿学习的服务功能链部署方法. 电子学报, 2024, 52(8): 2811-2823. (CCF-A中文) [24] Hui Li, Xiuhua Li*, Chuan Sun, Fang Fang, Qilin Fan, Xiaofei Wang, and Victor C. M. Leung. Intelligent Content Caching and User Association in Mobile Edge Computing Networks for Smart Cities. IEEE Transactions on Network Science and Engineering (TNSE), 2024, 11(1): 994-1007. (JCR-Q1) [23] Tianfu Wang, Li Shen, Qilin Fan, Tong Xu, Tongliang Liu, Hui Xiong, Joint Admission Control and Resource Allocation of Virtual Network Embedding Via Hierarchical Deep Reinforcement Learning. IEEE Transactions on Services Computing (TSC), 2024, 17(3): 1001-1015. (CCF-A) [22] Ruohan Shi, Qilin Fan*, Shu Fu, Xu Zhang, Xiuhua Li, and Meng Chen, COCAM: a cooperative video edge caching and multicasting approach based on multi-agent deep reinforcement learning in multi-clouds environment, Journal of Cloud Computing (JCC), 2023, 12(1): 123. (JCR-Q2) [21] Hui Li, Xiuhua Li*, Qilin Fan, Qingyu Xiong, Xiaofei Wang, and Victor C. M. Leung,Transfer Learning for Real-Time Surface Defect Detection with Multi-Access Edge-Cloud Computing Networks, IEEE Transactions on Network and Service Management (TNSM), 2024, 21(1):310-323. (JCR-Q1) [20] Shuaiyi Lyu(Lu), Kai Wang*, Yuliang Wei, Hongri Liu, Qilin Fan, and Bailing Wang. GNN-based Advanced Feature Integration for ICS Anomaly Detection. Accepted by ACM Transactions on Intelligent Systems and Technology, 2023, 14(6): 1-32. (JCR-Q2) [19] 范琪琳,熊庆宇,文俊浩,蔡斌,易华玲,“一驱动、三阶段、六环节、四促进”的计算机系统课程教学改革探索,计算机教育,2023(10): 102-106. (CCF-T2) [18] Junnan Li, Zhengyi Yang*, Kai Chen, Zhao Ming, Xiuhua Li, Qilin Fan, Jinlong Hao, and Luxi Cheng, Dependency-aware task offloading based on deep reinforcement learning in mobile edge computing networks, Wireless Networks (WINE), 2023, 30: 5519-5531. (JCR-Q2) [17] Shuting Qiu, Qilin Fan*, Xiuhua Li, Xu Zhang, Geyong Min, Yongqiang Lyu, OA-Cache: Oracle Approximation-Based Cache Replacement at the Network Edge. IEEE Transactions on Network and Service Management (TNSM), 2023, 20(3):3177-3189. (JCR-Q1) [16] Qilin Fan, Pan Pan, Xiuhua Li, Sen Wang*, Jian Li, Junhao Wen, DRL-D: Revenue-Aware Online Service Function Chain Deployment via Deep Reinforcement Learning. IEEE Transactions on Network and Service Management (TNSM), 2022, 19(4), 4531-4545. (JCR-Q1) [15] Xiuhua Li, Zhenghui Xu, Fang Fang, Qilin Fan*, Xiaofei Wang, Victor C. M. Leung, Task Offloading for Deep Learning Empowered Automatic Speech Analysis in Mobile Edge-Cloud Computing Networks. Accepted by IEEE Transactions on Cloud Computing, 2022, 11(2):1985-1998. (JCR-Q1) [14] Zhao Ming, Xiuhua Li*, Chuan Sun, Qilin Fan, Xiaofei Wang, Victor C. M. Leung, Sleeping Cell Detection for Resiliency Enhancements in 5G/B5G Mobile Edge-Cloud Computing Networks. ACM Transactions on Sensor Networks, 2022, 18(3)(42): 1-30. (JCR-Q1) [13] Xu Zhang, Zhengnan Qi, Geyong Min, Wang Miao, Qilin Fan, Zhan Ma, Cooperative Edge Caching Based on Temporal Convolutional Networks. IEEE Transactions on Parallel and Distributed Systems (TPDS), 2022, 33(9): 2093-2105. (CCF-A) [12] Qing Lyu, Yonghang Zhou, Qilin Fan*, Yongqiang Lyu, Xi Zheng, Guangquan Xu, Jun Li, JOSP: Joint Optimization of Flow Path Scheduling and Virtual Network Function Placement for Delay-Sensitive Applications. Mobile Networks and Applications, 2021, 27(4): 1642-1658. (JCR-Q2) [11] Xu Zhang, Geyong Min, Qilin Fan, Hao Yin, Dapeng Oliver Wu, Zhan Ma, A Light-Weight Statistical Latency Measurement Platform at Scale. IEEE Transactions on Industrial Informatics (TII), 2022, 18(2): 1186-1196. (JCR-Q1) [10] Meng Zhang, Shu Fu, Qilin Fan, Joint 3D Deployment and Power Allocation for UAV-BS: A Deep Reinforcement Learning Approach. IEEE Wireless Communications Letters, 2021, 10(10): 2309-2312. (JCR-Q1) [9] Biao Zhang, Qilin Fan*, Xu Zhang, Zhihan Fu, Sen Wang, Jian Li, Qingyu Xiong, A Survey of VNF Forwarding Graph Embedding in B5G/6G Networks. Accepted by Wireless Networks, 2021. (JCR-Q2) [8] Chuan Sun, Xiongwei Wu, Xiuhua Li*, Qilin Fan, Junhao Wen, and Victor C. M. Leung, Cooperative Computation Offloading for Multi-Access Edge Computing in 6G Mobile Networks via Soft Actor Critic. IEEE Transactions on Network Science and Engineering (TNSE), 2021, DOI: 10.1109/TNSE.2021.3076795. (Early Access) (JCR-Q1) [7] Qilin Fan*, Hao Yin, Libo Jiao, Yongqiang Lyv, Haojun Huang, Xu Zhang, Towards Optimal Request Mapping and Response Routing for Content Delivery Networks. IEEE Transactions on Services Computing (TSC), 2021, 14(2): 606-613. (CCF-A) [6] Qilin Fan, Xiuhua Li, Jian Li, Qiang He, Kai Wang, Junhao Wen, PA-Cache: Evolving Learning-Based Popularity-Aware Content Caching in Edge Networks. IEEE Transactions on Network and Service Management (TNSM), 2021, 18(2): 1746-1757. (JCR-Q1) [5] Shu Fu*, Qilin Fan*, Yujie Tang, Haijun Zhang, Xin Jian, Xiaoping Zeng, Cooperative Computing in Integrated Blockchain Based Internet of Things. IEEE Internet of Things Journal (IOTJ), 2020, 7(3): 1603-1612. (JCR-Q1) [4] Sen Wang*, Jun Bi, Jianping Wu, Athanasios V. Vasilakos, Qilin Fan, VNE-TD: A Virtual Network Embedding Algorithm Based on Temporal-Difference Learning. Computer Networks, 2019, 161(9): 251-263. (CCF-B) [3] 范琪琳,尹浩,林闯,董加卿,宋伟,互联网自治域商业关系推测算法,计算机学报,37(04): 950-962, 2014. (CCF-T1) [2] Haojun Huang, Junbao Zhang, Xu Zhang, Benshun Yi, Qilin Fan, Feng Li, EMGR: Energy-efficient multicast geographic routing in wireless sensor networks, Computer Networks, 2017, 129(1): 51-63, 2017. (CCF-B) [1] Haojun Huang, Hao Yin, Yan Luo, Xu Zhang, Geyong Min, Qilin Fan, Three- Dimensional Geographic Routing in Wireless Mobile Ad Hoc and Sensor Networks, IEEE Network, 2015, 30(2): 82-90. (SCI, JCR-Q2) 近年来会议论文 [14] Shuting Qiu, Fang Dong, Siyu Tan, Dian Shen, Ruiting Zhou, Qilin Fan. CoCaR: Enabling Efficient Dynamic DNN-based Model Caching and Request Routing in MEC. Accepted by IEEE International Conference on Computer Communications (INFOCOM), 2025. (CCF-A) [13] Tianfu Wang, Qilin Fan, Chao Wang, Long Yang, Leilei Ding, Nicholas Jing Yuan, and Hui Xiong. FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation. Accepted by Joint Conference on Artificial Intelligence (IJCAI), 2024. (CCF-A) [12] Guozheng Xu, Xiuhua Li*, Hui Li, Qilin Fan, Xiaofei Wang, and Victor C. M. Leung, Energy-Efficient Dynamic Asynchronous Federated Learning in Mobile Edge Computing Networks, Accepted by IEEE International Conference on Communications (ICC), 2023. (CCF-C) [11] Zhiying Xiong, Qilin Fan*, Kai Wang, Xiuhua Li, Xu Zhang and Qingyu Xiong, IEEE Conference on Ubiquitous Intelligence and Computing (UIC), 2022. (CCF-C) [10] Rongqi Zhang, Xu Zhang, Peiyao Guo, Qilin Fan, Hao Yin, Zhan Ma, QoE Models for Online Video Streaming. Accepted by International Conference on Ubiquitous Computing and Communications (IUCC), 2021. [9] Zhao Ming, Xiuhua Li*, Chuan Sun, Qilin Fan, Xiaofei Wang, and Victor C. M. Leung, Dependency-Aware Hybrid Task Offloading in Mobile Edge Computing Networks. Accepted by IEEE International Conference on Parallel and Distributed Systems (ICPADS), 2021. (CCF-C) [8] Zhihan Fu, Qilin Fan, Xu Zhang, Xiuhua Li, Sen Wang*, Yueyang Wang, Policy Network Assisted Monte Carlo Tree Search for Intelligent Service Function Chain Deployment. Accepted by IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2021. (CCF-C) [7] Fanfan Wu, Xiuhua Li*, Hui Li, Qilin Fan, Linquan Zhu, Xiaofei Wang, and Victor C. M. Leung, Energy-Time Efficient Task Offloading for Mobile Edge Computing in Hot-Spot Scenarios. IEEE International Conference on Communications (ICC), 2021: 1-6. (CCF-C) [6] Tianfu Wang, Qilin Fan*, Xiuhua Li, Xu Zhang, Qingyu Xiong, Shu Fu, Min Gao, DRL-SFCP: Adaptive Service Function Chains Placement with Deep Reinforcement Learning. IEEE International Conference on Communications (ICC), 2020:1-6. (CCF-C) [5] Pan Pan, Qilin Fan*, Sen Wang, Xiuhua Li, Jian Li, Wenxiang Shi, GCN-TD: A Learning-based Approach for Service Function Chain Deployment on the Fly. IEEE Global Communications Conference (Globecom), 2020: 1-6. (CCF-C) [4] Zhao Ming, Chuan Sun, Xiuhua Li*, Qilin Fan, Xiaofei Wang, Victor C. M. Leung, Ensemble Learning Based Sleeping Cell Detection in Cloud Radio Access Networks. IEEE Symposium on Computers and Communications (ISCC) 2020: 1-6. (CCF-C) [3] Shitong Cheng, Zhenghui Xu, Xiuhua Li*, Xiongwei Wu, Qilin Fan, Xiaofei Wang and Victor C. M. Leung, Task Offloading for Automatic Speech Recognition in Edge-Cloud Computing Based Mobile Networks. IEEE Symposium on Computers and Communications (ISCC) 2020: 1-6. (CCF-C) [2] Qilin Fan, Hao Yin, Qiang He, Yuming Jiang, Sen Wang, Yongqiang Lyu, Xu Zhang, Neural Adaptive Caching Approach for Content Delivery Networks. International Conference on Service-Oriented Computing (ICSOC), 2019, LNCS 11895: 569-570. (CCF-B) [1] Qilin Fan, Hao Yin, Geyong Min, Sen Wang, Yongqiang Lyu, Xu Zhang, Content and Network Aware Replication and Scheduling Mechanism for User Generated Content Videos. IEEE Conference on Ubiquitous Intelligence and Computing (UIC), 2019: 739-746. (CCF-C)

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