课题组隶属辽宁省智能互联网理论与应用重点实验室，实验室拥有完备的科研平台，与国内外顶级团队及国内顶级企业建立了良好而且深入的合作关系，能够有力提升研究生的学术能力与软硬件编码能力。当前主要研究领域包括：

1、跨模态智能语义传输技术

2、基于小样本学习的目标检测技术

3、基于模型微调的图像分类技术

4、网络大模型与流量识别技术

5、小样本学习与强化学习技术

6、智能反射面辅助的无线通信技术

代表性论著情况：

[1].    "Online Service Placement, Task Scheduling, and Resource Allocation in Hierarchical Collaborative MEC Systems," in IEEE Transactions on Services Computing, doi: 10.1109/TSC.2025.3536307. 

[2].    "Online Queue-Aware Service Migration and Resource Allocation in Mobile Edge Computing," in IEEE Transactions on Vehicular Technology, doi: 10.1109/TVT.2024.3524747.

[3].     QRMP-DQN Empowered Task Offloading and Resource Allocation for the STAR-RIS Assisted MEC Systems," in IEEE Transactions on Vehicular Technology, vol. 74, no. 1, pp. 1252-1266, Jan. 2025, doi: 10.1109/TVT.2024.3453904. 

[4].     "Secure Beamforming and Radar Association in CoMP-NOMA Empowered Integrated Sensing and Communication Systems," in IEEE Transactions on Information Forensics and Security, vol. 19, pp. 10246-10257, 2024, doi: 10.1109/TIFS.2024.3484950.

[5].      "Delay-Aware Resource Allocation for RIS assisted Semi-Grant-Free NOMA Systems," in IEEE Transactions on Communications, doi: 10.1109/TCOMM.2024.3439443.

[6].      "RIS-Aided Secure A2G Communications With Coordinated Multi-UAVs: A Hybrid DRL Approach," in IEEE Transactions on Network Science and Engineering, vol. 11, no. 5, pp. 4536-4550, Sept.-Oct. 2024, doi: 10.1109/TNSE.2024.3396136.

[7].      "Cooperative Beamforming for Double-RIS Assisted CoMP Systems," in IEEE Transactions on Green Communications and Networking, vol. 8, no. 4, pp. 1917-1929, Dec. 2024, doi: 10.1109/TGCN.2024.3393554.

[8].      "CoMP and RIS-Assisted Multicast Transmission in a Multi-UAV Communication System," in IEEE Transactions on Communications, vol. 72, no. 6, pp. 3602-3617, June 2024, doi: 10.1109/TCOMM.2024.3357428.

[9].      "Secure Communication Optimization in NOMA Systems With UAV-Mounted STAR-RIS," in IEEE Transactions on Information Forensics and Security, vol. 19, pp. 2300-2314, 2024, doi: 10.1109/TIFS.2023.3348242. 

[10].   "Cooperative Caching, Rendering, and Beamforming for RIS-Assisted Wireless Virtual Reality Networks," in IEEE Transactions on Vehicular Technology, vol. 73, no. 5, pp. 6845-6860, May 2024, doi: 10.1109/TVT.2023.3345354. 

[11].  "RACH Success Probability Analysis and Optimization in NB-IoT Networks," in IEEE Transactions on Network Science and Engineering, vol. 9, no. 6, pp. 4297-4309, 1 Nov.-Dec. 2022, doi: 10.1109/TNSE.2022.3197888.

[12]. "Energy Efficient Resource Allocation for IRS Assisted CoMP Systems," in IEEE Transactions on Wireless Communications, vol. 21, no. 7, pp. 5688-5702, July 2022, doi: 10.1109/TWC.2022.3142784.

[13]. "Resource Allocation for IRS Assisted SGF NOMA Transmission: A MADRL Approach," in IEEE Journal on Selected Areas in Communications, vol. 40, no. 4, pp. 1302-1316, April 2022, doi: 10.1109/JSAC.2022.3144726. 

[14]. "Energy Efficient Resource Allocation for MSCA Enabled CoMP in HetNets," in IEEE Transactions on Vehicular Technology, vol. 71, no. 3, pp. 2965-2978, March 2022, doi: 10.1109/TVT.2022.3142075. 

[15]. "Joint Optimization on Power Allocation and Splitting for WSNs With SWIPT-Based Relay," in IEEE Sensors Journal, vol. 22, no. 3, pp. 2877-2888, 1 Feb.1, 2022, doi: 10.1109/JSEN.2021.3135449.

[16]. "Indoor Localization Fusing WiFi With Smartphone Inertial Sensors Using LSTM Networks," in IEEE Internet of Things Journal, vol. 8, no. 17, pp. 13608-13623, 1 Sept.1, 2021, doi: 10.1109/JIOT.2021.3067515.

[17]. "Cross-Layer QoE Optimization for D2D Communication in CR-Enabled Heterogeneous Cellular Networks," in IEEE Transactions on Cognitive Communications and Networking, vol. 4, no. 4, pp. 719-734, Dec. 2018, doi: 10.1109/TCCN.2018.2868371.

[18]. "Achieving High Availability in Heterogeneous Cellular Networks via Spectrum Aggregation," in IEEE Transactions on Vehicular Technology, vol. 66, no. 11, pp. 10156-10169, Nov. 2017, doi: 10.1109/TVT.2017.2755504. 

[19]. "Availability Analysis and Optimization in CoMP and CA-enabled HetNets," in IEEE Transactions on Communications, vol. 65, no. 6, pp. 2438-2450, June 2017, doi: 10.1109/TCOMM.2017.2679747.

[20]. Reliability analysis and ABC based optimization for CoMP-enabled systems over Nakagami-m fading, Applied Soft Computing, vol. 117, 2022, 108399

[21]. Secure Resource Allocation and Trajectory Design for RIS and NOMA Assisted Multi-UAV Systems, IEEE IoTJ, 2025

[22]. Hybrid Reinforcement Learning for Joint Beamforming in STAR-RIS-Assisted CoMP Systems, IEEE TWC, 2025

[23]. Joint Secure and Covert Communications for Active STAR-RIS Assisted ISAC Systems, IEEE TWC, 2025

[24].Cramér–Rao Bound Minimization for a Passive Sensing Multi-ISAC System,IEEE TVT, 2025

[25].Cooperative ISAC: A Mutual Information-Based Approach for the Two-Base Stations Case,IEEE TVT, 2025

主要承担项目情况：

[1].       国家自然科学基金委员会，面上项目，62572109，工业互联网中通感一体化驱动的网络感知与传输优化技术，主持

[2].       国家自然科学基金委员会，重点项目，62132004，时延敏感的端到端传输理论和算法研究，课题主持

[3].       国家自然科学基金委员会，面上项目，61972079，5G网络中QoE驱动的流媒体传输与资源分配技术研究，主持

[4].       科技部，国家重点研发计划，2018YFC0830601，多源异构数据的案件特征与业务态势分析，课题主持

[5].       **专项，**领域重点项目，231******，2023.6至2024.10，主持

[6].       **专项，**领域项目，2021.6至2025.12，主持

[7].       GF装备发展部，重大项目子课题，2019*****Z01，主持

[7].       国家自然科学基金委员会，青年基金，61402096，主持

[8].       发改委重大专项，软件开发工具集及过程管理和改善工具集构建，No.发改【2010】1896号，主持

获奖情况：

[1].     面向行业应用的智能云网管控技术及平台，辽宁省人民政府，辽宁省技术发明奖，一等奖，2022

[2].        面向规模化服务定制的工业互联网关键技术及平台，中国计算机学会，科技进步一等奖，2022

[3].        全周期云数据安全管控体系及应用支撑平台，中华人民共和国教育部，教育部科学技术进步奖，一等奖，2017

[4].        面向互联网的节能路由技术及应用，中华人民共和国教育部，教育部技术发明奖，二等奖，2019

[5].        面向智能移动终端的室内精准定位系统，辽宁省人民政府，辽宁省科学技术进步奖，二等奖，2014.

[6].        面向行业解决方案的传感器网络中间件系统及应用，沈阳市人民政府，沈阳市科技进步奖，2016.

[7].        面向大规模行业解决方案的物联网关键技术攻关与产业化应用，辽宁省人民政府，辽宁省科学技术进步奖，二等奖，2017.

[8].       沈阳市拔尖人才，沈阳市人力资源和社会保障局，2018.

[9].       第十三届沈阳市优秀科技工作者，沈阳市科学技术协会，2018.

[10].   辽宁省优秀通信科技工作者，辽宁省通信学会，2017.

[11].     辽宁省学术头雁，2023

典型系统展示：

图1 基于智能反射面的一体化传输系统

 图2 基于USRP的语义聚合通信系统

 图3 实验室自建5G原型系统