李家辉, 吉林大学计算机科学与技术学院

李家辉,吉林大学“鼎新学者”支持计划博士后,入选国家资助博士后研究人员计划 (C档)。此前,于吉林大学计算机科学与技术学院获得工学博士学位,博士生导师为孙庚教授,2022年10月,受国家留学基金委资助赴新加坡科技设计大学(Singapore University of Technology and Design)公派留学,合作导师为Lingjie Duan教授,并于吉林大学计算机科学与技术学院获得工学硕士学位,硕士生导师为康辉教授。曾获中国商业联合会科学技术奖二等奖宝钢优秀学生奖(研究生)吉林大学十佳博士研究生中国一汽“红旗”奖学金INFOCOM 2021 Student Conference Award国家奖学金王湘浩奖学金吉林省普通高校省级优秀大学生吉林大学优秀博士学位论文吉林省优秀硕士学位论文优秀研究生优秀毕业生等多项奖励和荣誉称号。

近5年,以第一作者、导师外一作和通信作者身份共计发表高水平学术论文30余篇,其中中国计算机学会推荐A类、B类期刊和会议及中科院1区近20篇,包括IEEE/ACM ToN、IEEE JSAC、IEEE TMC、IEEE TWC、IEEE TCOM、IEEE IoT-J、IEEE WCM、IEEE TIV、IEEE INFOCOM、IEEE GLOBECOM、IEEE WCNCIEEE ICC等高水平期刊和学术会议;获得授权发明专利5项;担任多个顶级期刊审稿人与重要学术会议的TPC member。主持国家资助博士后研究人员计划项目中国博士后科学基金面上项目以及吉林省教育厅科学研究项目等,并参加多项国家重点研发计划项目和国家自然科学基金面上项目等

主要研究方向为:空天地一体化网络、异构协作通信、多目标优化、深度强化学习与演化学习。如果您愿意提供指导与合作,烦请您随时通过邮件(lijiahui0803@foxmail.com)或微信(ljh1009501336)与我联系,期待您的见解与帮助。

News

[11/2024] Our paper “Multi-objective Aerial Collaborative Secure Communication Optimization via Generative Diffusion Model-enabled Deep Reinforcement Learning” has been accepted by IEEE Transactions on Mobile Computing (通信作者,CCF-A)! [10/2024] Our paper “Secure and Energy-efficient UAV-assisted Maritime Communication under Multiple Eavesdroppers with Imperfect CSI and Collusion” has been accepted by Chinese Journal of Aeronautics (通信作者,中科院1区)!
[08/2024] Our paper “Single-objective and Multi-objective Mixed-variable Grey Wolf Optimizer for Joint Feature Selection and Classifier Parameter Tuning” has been accepted by Applied Soft Computing (通信作者,中科院1区)!
[08/2024] Our paper “Collaborative Ground-Space Communications via Evolutionary Multi-objective Deep Reinforcement Learning” has been accepted by IEEE Journal on Selected Areas in Communications (第一作者,CCF-A)!
[07/2024] We will organize a Special Issue “Empowering IoT With AI: AIoT for Smart and Autonomous Systems” in Electronics, welcome to submit papers!
[07/2024] Our paper “IRS-enabled Wireless Power Transfer and Data Collection in UAV-assisted IoT” has been accepted by IEEE GLOBECOM 2024 (通信作者, CCF-C)!
[07/2024] Our paper “Task Execution Latency Minimization for Energy-sensitive IoTs in Wireless Powered Mobile Edge Computing: A DRL-based Method” has been accepted by Computer Networks (通信作者,CCF-B)!
[06/2024] Our paper “UAV-enabled Collaborative Beamforming via Multi-Agent Deep Reinforcement Learning” has been accepted by IEEE Transactions on Mobile Computing (通信作者,CCF-A)!
[05/2024] Our paper “Reliable and Energy-efficient Communications via Collaborative Beamforming for UAV Networks” has been accepted by IEEE Transactions on Wireless Communications (通信作者,中科院1区)!
[03/2024] Our paper “Efficient Traffic-based IoT Device Identification Using a Feature Selection Approach with Lévy Flight-based Sine Chaotic Sub-swarm Binary Honey Badger Algorithm” has been accepted by Applied Soft Computing (通信作者,中科院1区)!
[02/2024] I will serve as a PC member of ICA3PP 2024!
[01/2024] Our paper “Enabling Urban MmWave Communications with UAV-Carried IRS via Deep Reinforcement Learning” has been accepted by IEEE ICC 2024 (通信作者,CCF-C)!
[01/2024] Our paper “Physical Layer Encrypted Maritime Communications Utilizing UAV-enabled Virtual Antenna Array” has been accepted by IEEE ICC 2024 (通信作者,CCF-C)!
[12/2023] Our paper “Aerial Data Transmission under Disasters: Multi-hop Network Exploiting UAV-enabled Virtual Antenna Arrays” has been accepted by IEEE WCNC 2024 (通信作者,CCF-C)!
[12/2023] Our paper “Two-Way Aerial Secure Communications via Distributed Collaborative Beamforming under Eavesdropper Collusion” has been accepted by IEEE INFOCOM 2024 (第一作者,CCF-A)!

教育经历

(1) 2021-9至2024-6,吉林大学,软件工程,博士,导师:孙庚教授
(2) 2022-10至2023-10,新加坡科技设计大学,工程系统设计,联合培养博士,导师:Prof. Lingjie Duan
(3) 2018-9至2021-6,吉林大学,计算机应用技术,硕士,导师:康辉教授
(4) 2014-9至2018-6,吉林大学,软件工程,学士,导师:康辉教授

科研项目

项目负责人

  1. 国家资助博士后研究人员计划 (C类),基于分布式异构终端波束成形的地星上行通信优化方法研究,GZC20240592,2024/07-2026/07,24万元,在研,主持
  2. 中国博士后基金面上项目,低空终端上行协作波束成形通信的生成式优化方法研究,2025/01-2026/12,8万,在研,主持
  3. 吉林省教育厅科学研究项目一般项目,基于无人机协作波束成形的空天上行通信优化方法研究,2025/01-2026/12,2.5万元,在研,主持
  4. 吉林大学研究生创新研究项目,蜂群无人机协作波束成形通信关键技术研究,2022028,2022/07-2023/05,0.6万元,已结题,主持

参与人

  1. 国家重点研发计划项目,视听触多通道融合的高沉浸式自然人机交互系统,2022YFB4500600,参与课题名称:多模态动作与意图协同感知与呈现技术,2022/10-2025/09,在研,参与。
  2. 国家重点研发计划项目,智能司法公开关键技术研究,2018YFC0831706,参与课题名称:司法公开评查技术研究及司法公开综合管理平台原型构建,2018/12-2021/12,已结题,参与。
  3. 国家自然科学基金面上项目,卫星物联网地发天收协作波束成形通信理论与优化方法研究,62471200,2025/01-2028/12,在研,参与。
  4. 国家自然科学基金面上项目,面向无人机网络协作安全通信的群体智能优化方法研究,62272194,2023/01-2026/12,在研,参与。
  5. 吉林省科技发展计划(重点研发)项目,分布式卫星协作波束成形高效数据传输关键技术研究,20230201087GX,2023/01-2025/12,在研,参与。
  6. 吉林省科技发展计划项目,20200201166JC,基于云边协同的物联网微服务的研究, 2020/01-2022/12,已结题,参与。
  7. 中央引导地方科技发展资金自由探索类基础研究项目,2021Szvup047,未来网络中的信息数据处理成本最小化研究,2021/07-2023/06,已结题,参与

代表性学术成果

  1. Jiahui Li, Geng Sun*, Qingqing Wu*, Dusit Niyato, Jiawen Kang, Abbas Jamalipour, Victor C.M. Leung. Collaborative Ground-Space Communications via Evolutionary Multi-objective Deep Reinforcement Learning, IEEE Journal on Selected Areas in Communications, 2024. (IF=13.8) (SCI, 中科院1区,CCF A类期刊)
  2. Jiahui Li, Geng Sun*, Qingqing Wu, Shuang Liang*, Pengfei Wang, Dusit Niyato, Two-Way Aerial Secure Communications via Distributed Collaborative Beamforming under Eavesdropper Collusion, IEEE International Conference on Computer Communications (IEEE INFOCOM 2024). (CCF A类会议)
  3. Jiahui Li, Geng Sun*, Lingjie Duan, Qingqing Wu. Multi-Objective Optimization for UAV Swarm-Assisted IoT with Virtual Antenna Arrays, IEEE Transactions on Mobile Computing, 2023. (IF=6.075) (SCI, CCF A类期刊)
  4. Jiahui Li, Geng Sun*, Hui Kang, Aimin Wang, Shuang Liang, Yanheng Liu, Ying Zhang. Multi-Objective Optimization Approaches for Physical Layer Secure Communications Based on Collaborative Beamforming in UAV Networks, IEEE/ACM Transactions on Networking, 2023. (IF=3.796) (SCI, CCF A类期刊)
  5. Jiahui Li, Hui Kang, Geng Sun*, Shuang Liang, Yanheng Liu, Ying Zhang, Physical Layer Secure Communications Based on Collaborative Beamforming for UAV Networks: A Multi-objective Optimization Approach, IEEE International Conference on Computer Communications (IEEE INFOCOM 2021). (CCF A类会议)
  6. Geng Sun, Jiahui Li, Yanheng Liu, Shuang Liang*, Hui Kang*. Time and Energy Minimization Communications Based on Collaborative Beamforming for UAV Networks: A Multi-objective Optimization Method, IEEE Journal on Selected Areas in Communications, 39(11): 3555 - 3572, 2021. (IF=11.42) (SCI, 中科院1区, CCF A类期刊)
  7. Chuang Zhuang, Geng Sun*, Jiahui Li*, Qingqing Wu, Jiacheng Wang, Dusit Niyato, Yuanwei Liu. Multi-objective Aerial Collaborative Secure Communication Optimization via Generative Diffusion Model-enabled Deep Reinforcement Learning, IEEE Transactions on Mobile Computing, 2024. (IF=7.9) (SCI, CCF A类期刊)
  8. Saichao Liu, Geng Sun*, Jiahui Li*, Shuang Liang, Qingqing Wu, Pengfei Wang, Dusit Niyato. UAV-enabled Collaborative Beamforming via Multi-Agent Deep Reinforcement Learning, IEEE Transactions on Mobile Computing, 2024. (IF=7.9) (SCI, CCF A类期刊)
  9. Geng Sun, Jiahui Li, Aimin Wang*, Qingqing Wu*, Zemin Sun, Yanheng Liu. Secure and Energy-Efficient UAV Relay Communications Exploiting Collaborative Beamforming, IEEE Transactions on Communications, 70(8), 5401-5416, 2022. (IF=6.166) (SCI, CCF B类期刊)
  10. Geng Sun, Jiahui Li, Aimin Wang*, Qingqing Wu, Zemin Sun, Yanheng Liu, Shuang Liang. Collaborative Beamforming for UAV Networks Exploiting Swarm Intelligence, IEEE Wireless Communications, 29(4): 10-17, 2022. (IF=11.39) (SCI, 中科院1区)
  11. Jiahui Li, Geng Sun*, Aiming Wang, Xiaoya Zheng, Zhaoyu Chen, Shuang Liang, Yanheng Liu. Multi-objective Sparse Synthesis Optimization of Concentric Circular Antenna Array via Hybrid Evolutionary Computation Approach, Expert Systems With Applications, 2023. (IF=8.665) (SCI, 中科院1区)
  12. Jiahui Li, Geng Sun*, Aiming Wang, Ming Lei, Shuang Liang, Hui Kang, Yanheng Liu. A Many-objective Optimization Charging Scheme for Wireless Rechargeable Sensor Networks via Mobile Charging Vehicles, Computer Networks, 215, 109196, 2022. (IF=4.474) (SCI, CCF B类期刊)
  13. Jiahui Li, Geng Sun*, Shuang Liang, Yuxin Wang, Aimin Wang. Multi-Objective Uplink Data Transmission Optimization for Edge Computing in UAV-Assistant Mobile Wireless Sensor Networks, Journal of Systems Architecture, 132, 102744, 2022. (IF=5.836) (SCI, CCF B类期刊)
  14. Xiaoya Zheng, Geng Sun*, Jiahui Li, Shuang Liang, Qingqing Wu, Minghao Yin, Dusit Niyato, Victor C. M. Leung. Reliable and Energy-efficient Communications via Collaborative Beamforming for UAV Networks, IEEE Transactions on Wireless Communications, 2024. (IF=10.400) (SCI, 中科院1区)
  15. Shuang Liang, Minghao Yin, Geng Sun*, Jiahui Li*. Multi-objective Optimization Approach for Reducing Hovering and Motion Energy Consumptions in UAV-assisted Collaborative Beamforming, IEEE Internet of Things Journal, 2023. (IF=10.600) (SCI, 中科院1区)
  16. Hongjuan Li, Hui Kang, Jiahui Li*, Yanyun Pang, Geng Sun*, Shuang Liang. Single-objective and Multi-objective Mixed-variable Grey Wolf Optimizer for Joint Feature Selection and Classifier Parameter Tuning, Applied Soft Computing, 2024. (IF=8.700) (SCI, 中科院1区)
  17. Boxiong Wang, Hui Kang, Geng Sun*, Jiahui Li*, Efficient Traffic-based IoT Device Identification Using a Feature Selection Approach with Lévy Flight-based Sine Chaotic Sub-swarm Binary Honey Badger Algorithm, Applied Soft Computing, 2024. (IF=8.700) (SCI, 中科院1区)
  18. Shuang Liang, Minghao Yin, Geng Sun*, Jiahui Li*, Hongjuan Li, Jiacheng Wang, Dusit Niyato, Victor C.M. Leung. Cooperative Communication via Automated Guided Vehicle and Unmanned Aerial Vehicle: A Distributed Collaborate Beamforming Method, IEEE Transactions on Intelligent Vehicles, 2024. (IF=14.00) (SCI, 中科院1区)
  19. Fang Mei, Yuqing Liu, Shuo Gao, Jiahui Li*, Hui Kang*, Sujin Hou, Geng Sun. Secure and Energy-efficient UAV-assisted Maritime Communication under Multiple Eavesdroppers with Imperfect CSI and Collusion, Chinese Journal of Aeronautics, 2024. (IF=5.3) (SCI, 中科院1区)
  20. Long Li, Gaochao Xu, Ziqi Liu, Jiaqi Ge, Wenchao Jiang*, Jiahui Li*, Task execution latency minimization for energy-sensitive IoTs in wireless powered mobile edge computing: A DRL-based method, Computer Network, 251, 110633, 2024. (CCF B类期刊)
  21. Wenwen Xie, Geng Sun*, Jiahui Li*, Xue Wang, Jiacheng Wang, Hongyang Du, Dusit Niyato, IRS-enabled Wireless Power Transfer and Data Collection in UAV-assisted IoT, IEEE Global Communications Conference (IEEE GLOBECOM 2024). (CCF C类会议)
  22. Boxiong Wang, Hui Kang, Geng Sun*, Jiahui Li*, IoT Device Identification via A Bio-Inspired Feature Selection Approach, IEEE International Conference on Communications (IEEE ICC 2023). (CCF C类会议)
  23. Chuang Zhang, Geng Sun*, Jiahui Li*, Xiaoya Zheng, Bi-objective Optimization for UAV Swarm-enabled Relay Communications via Collaborative Beamforming, 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2023). (CCF C类会议)
  24. Jiawei Huang, Aimin Wang, Geng Sun*, Jiahui Li*, Xiaoya Zheng, Jamming-aided Maritime Physical Layer Encrypted Dual-UAVs Communications Exploiting Collaborative Beamforming, 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2023). (CCF C类会议)
  25. Zeqian Wei, Hui Kang, Hongjuan Li, Geng Sun*, Jiahui Li*, Xinyu Bao, Bo Zhu, Joint Feature Selection and Classifier Parameter Optimization: A Bio-inspired Approach, The 16th International Conference on Knowledge Science, Engineering and Management (KSEM 2023). (CCF C类会议)
  26. Bingtian Li, Hui Kang, Geng Sun*, Jiahui Li*, Xinyu Bao, Bo Zhu, Aerial Data Transmission under Disasters: Multi-hop Network Exploiting UAV-enabled Virtual Antenna Arrays, IEEE Wireless Communications and Networking Conference (IEEE WCNC 2024). (CCF C类会议)
  27. Geng Sun, Bei Liu, Jiahui Li*, Shuang Liang, Hongyang Pan, Xiaoya Zheng, Enabling Urban MmWave Communications with UAV-Carried IRS via Deep Reinforcement Learning, IEEE International Conference on Communications (IEEE ICC 2024). (CCF C类会议)
  28. Jiawei Huang, Aimin Wang, Geng Sun*, Jiahui Li*, Xiaoya Zheng, Physical Layer Encrypted Maritime Communications Utilizing UAV-enabled Virtual Antenna Array, IEEE International Conference on Communications (IEEE ICC 2024). (CCF C类会议)

发明专利

  1. 一种基于虚拟阵列天线协作波束成形的无人机中继通信方法,专利号:ZL 202111147066.X,李家辉、孙庚、郑晓雅、刘衍珩、梁爽、王爱民
  2. 一种无人机蜂群安全通信方法,专利号:ZL202210003107.6,孙庚、郑晓雅、李家辉、王爱民、梁爽、刘昭、孙泽敏、刘衍珩
  3. 一种无人机辅助的无线传感器网络节点充电选择方法,专利号:ZL 202111008945.4,潘弘洋、孙庚、刘衍珩、李家辉、梁爽、王爱民、郑晓雅、樊俊松
  4. 一种车雾辅助无人机灾后救援任务卸载方法,专利号:ZL202210788909.2,孙庚、何龙、孙泽敏、梁爽、李家辉、郑晓雅、张嘉赟
  5. 一种提升地面用户通信性能的空中基站部署方法,专利号:ZL 202111209135.5,刘玲玲、王爱民、孙庚、吴静、李家辉、梁爽、郑婷婷、李琛泽

获奖情况

  1. 2023年度宝钢优秀学生奖(研究生) (全校3人)
  2. 2024吉林大学十佳博士研究生 (研究生最高荣誉,全校10人)
  3. 2023年吉林省普通高校省级优秀大学生
  4. 中国商业联合会科学技术奖二等奖 (2023年):分布式协作波束成形动态多目标优化方法及应用 (9/12)
  5. INFOCOM 2021 Student conference award (全球70人)
  6. 首届一汽”红旗“奖学金(研究生) (奖金5万元)
  7. 王湘浩奖学金 (全院1人)
  8. 吉林大学优秀博士学位论文
  9. 吉林省、吉林大学优秀硕士学位论文
  10. 国家奖学金 (2020年度、2022年度、2023年度)
  11. 吉林大学学术业绩奖学金 (2021年度、2022年度、2023年度)
  12. 研究生优秀奖学金一等 (2020年度、2022年度、2023年度)
  13. 优秀研究生 (2020年度、2022年度、2023年度)
  14. 优秀毕业生 (2021年、2024年)
  15. 吉林大学第十五届博士生国际学术论坛交通分论坛墙报优秀奖

学术兼职

  1. 中国通信学会会员
  2. Guest Editor, Electronics, Special Issue on “Empowering IoT With AI: AIoT for Smart and Autonomous Systems
  3. WiOpt 2023 volunteer
  4. IEEE WCNC 2024 TPC member
  5. ICA3PP 2024 PC member
  6. PIMRC 24 PC member
  7. 多个顶级期刊与学术会议审稿人
    • IEEE Journal on Selected Areas in Communications
    • IEEE Transactions on Intelligent Transportation Systems
    • IEEE Transactions on Mobile Computing
    • IEEE Transactions on Knowledge and Data Engineering
    • ACM Transactions on Sensor Networks
    • IEEE Internet of Things Journal
    • IEEE Open Journal of the Communications Society
    • SN Computer Science
    • Big Data Research
    • Electronics Letters
    • Computers, Materials & Continua
    • IEEE ICC 2022
    • IEEE SMC 2022, 2023
  8. 吉林大学计算机科学与技术学院“研学论道”主讲人 (2021年度、2022年度、2023年度、2024年度)