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 WCNC和IEEE 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
- 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
- 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
- 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
- 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
- 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。
- 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。
- 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。
- 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。
- 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。
- 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。
- 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
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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
- 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
- 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
- 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
- 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
- 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
- 2023年度宝钢优秀学生奖(研究生) (全校3人)
- 2024吉林大学十佳博士研究生 (研究生最高荣誉,全校10人)
- 2023年吉林省普通高校省级优秀大学生
- 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)
- INFOCOM 2021 Student conference award (全球70人)
- 首届一汽”红旗“奖学金(研究生) (奖金5万元)
- 王湘浩奖学金 (全院1人)
- 吉林大学优秀博士学位论文
- 吉林省、吉林大学优秀硕士学位论文
- 国家奖学金 (2020年度、2022年度、2023年度)
- 吉林大学学术业绩奖学金 (2021年度、2022年度、2023年度)
- 研究生优秀奖学金一等 (2020年度、2022年度、2023年度)
- 优秀研究生 (2020年度、2022年度、2023年度)
- 优秀毕业生 (2021年、2024年)
- 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
- 中国通信学会会员
- Guest Editor, Electronics, Special Issue on “Empowering IoT With AI: AIoT for Smart and Autonomous Systems”
- WiOpt 2023 volunteer
- IEEE WCNC 2024 TPC member
- ICA3PP 2024 PC member
- PIMRC 24 PC member
- 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
- 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)