黄霖宇

副教授 硕士研究生导师

专业：信息与通信工程（信号与信息处理）

研究方向：无线通信与嵌入式领域

Email：lyhuang@scu.edu.cn

地址：成都市一环路南一段24号四川大学yl23411永利(集团)有限公司官网 610065

学习和工作经历

2008年在电子科技大学获电子信息工程专业学士学位；2014年在香港城市大学获博士学位，主要研究方向为无线通信。其间，于2011年前往韩国延世大学访学。2014年至今在四川大学yl23411永利(集团)有限公司官网从事教学和科研工作，现为副教授，硕士研究生导师。长期从事无线通信及嵌入式领域研究工作，主要包括移动边缘计算、语义通信，定位导航授时（PNT），人工智能以及嵌入式信号处理等方向的理论研究和应用开发。担任四川省电子学会嵌入式人工智能专委会委员，成都市自动化研究会理事。

科研项目

近年来，主持和参与科研项目30余项。其中作为项目负责人主持项目10余项，含国家自然科学青年基金1项。所参与项目中，包括国家重点研发计划项目2项，国家自然科学基金联合基金1项，国家自然科学基金面上项目2项。

人才培养

长期从事电子信息与通信领域课程教学。现在或曾经担任《可编程逻辑器件设计及应用》、《现代通信理论与技术》等研究生课程，以及《数字电路设计应用》、《EDA技术》、《嵌入式系统》、《物联网技术及应用》以及《虚拟现实技术》等本科课程的教学工作。

围绕通信与信息工程领域的通信、计算与智能交叉融合方向，长期开展研究生与本科生协同培养工作，依托语义通信、移动边缘计算（MEC）、数字孪生网络及PNT等研究方向，注重理论分析、算法设计以及系统验证全链条科研训练。指导学生掌握底层建模、算法设计、平台仿真，并在单片机和FPGA等嵌入式平台开展硬件设计、PCB绘制以及系统验证，系统提升学生在复杂系统建模、算法设计与工程实现等方面的综合能力。同时，重视高水平学术成果产出与规范化科研训练，系统指导学生开展论文选题、实验设计与学术写作，相关成果发表于领域高水平国际期刊，培养了学生开展科研工作能力。

在本科生培养方面，注重科研反哺教学，积极指导本科毕业设计与创新实践。2017-2025年间所指导的八届本科毕业论文中，曾七届获评校级优秀毕业论文（设计）；同时长期指导学生参加全国大学生光电设计竞赛、研究生电子设计竞赛、“大创”、“互联网+”、全国大学生集成电路创新创业大赛等多类高水平赛事，其中包括指导国家级大创1项。所指导竞赛中获得国家级奖项4项，省市地区及校级奖8项，有效提升了学生的实践能力与创新意识。

近三年发表部分论文（2023-2026）

[1] Wen M, Huang L, Ning Q. Cross-layer joint optimization for semantic communication-driven MEC systems via deep reinforcement learning[J]. Ad Hoc Networks, 2026: 104159.

[2] Shi X, Huang L. Semantic communication-driven offloading for MEC-integrated D2D networks: A security and energy perspective[J]. Ad Hoc Networks, 2026: 104046.

[3] Tian Z, Li B, Huang L, et al. Enhanced 3D shoeprint classification via multi-scale PointNet plus plus with attention mechanisms[J]. Visual Computer, 2026, 42(1).

[4] Li B, Tian Z, Huang L, et al. ShoeMatch3D: Attention-Enhanced deep learning framework for high-precision 3D shoeprint comparison[J]. Journal of Visual Communication and Image Representation, 2026: 104730.

[5] Zhang C, Huang L, Ning Q. Resource allocation in wireless semantic communications: A comprehensive survey[J]. IEEE Communications Surveys & Tutorials, 2025.

[6] Li Y, Huang L, Ning Q, et al. Mobility-Aware Semantic Offloading With NOMA in Edge-Enabled IoT Networks[J]. IEEE Internet of Things Journal, 2025, 12(22):  48735-48750.

[7] Yang B, Huang L, Guo Y. A multi-scale attention Siamese point cloud network for 3D similarity matching of firing pin impressions[J]. Information Sciences, 2025: 122619.

[8] Li Y, Huang L, Yu Q, et al. Optimization of Synchronization Frequencies and Offloading Strategies in MEC-Assisted Digital Twin Networks[J]. IEEE Internet of Things Journal, 2025, 12(15):29203 - 29216.

[9] Chen C, Huang L. A survey of semantic extraction for speech semantic communications: Metrics, approaches, perspectives and challenges[J]. Engineering Applications of Artificial Intelligence, 2025, 158: 111439.

[10] Shi X, Huang L. Energy-saving and security-enhanced task offloading strategies in D2D-integrated MEC networks[J]. Ad Hoc Networks, 2025, 176: 103890.

[11] Chen K, Huang L, Ning Q, et al. A measurement anomaly detection method on metal cartridge cases based on PointNet++[J]. Digital Signal Processing, 2025, 161: 105120.

[12] Gan Y, Huang L, Ning Q, et al. Enhanced detection of measurement anomalies in cartridge cases using 3D gray-level co-occurrence matrix[J]. Forensic science international, 2025, 367: 112366.

[13] Huang L, Xue Z, Ning Q, et al. A guidance and alignment transformer model for visible-infrared person re-identification: L. Huang et al[J]. Multimedia Systems, 2025, 31(3): 174.

[14] Tang X, Yang Z, Liu C K, et al. Design of closed Brayton cycle power generation system for megawatt-scale space nuclear reactor[J]. Energy, 2025: 137978.

[15] Xue Z, Huang L, Ning Q. ASTTN: An adaptive spatial–temporal transformer network for traffic flow prediction[J]. Engineering Applications of Artificial Intelligence, 2025, 148: 110263.

[16] Xie X, Deng X, Huang L, et al. A multi-output hybrid prediction model for key indicators of wastewater treatment processes[J]. Chemometrics and Intelligent Laboratory Systems, 2025, 258: 105316.

[17] Xu Y, Tang X, Huang L, et al. Multi-objective optimization for resource allocation in space–air–ground network with diverse IoT devices[J]. Sensors, 2025, 25(1): 274.

[18] Deng X, Xie X, Huang L, et al. Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions[J]. International Journal of Machine Learning and Cybernetics, 2025, 16(10): 8295-8309.

[19] Hua W, Liu P, Huang L. Energy-efficient resource allocation for heterogeneous edge–cloud computing[J]. IEEE Internet of Things Journal, 2024, 11(2): 2808-2818.

[20] Lai S, Huang L, Ning Q, et al. Mobility-aware task offloading in MEC with task migration and result caching[J]. Ad Hoc Networks, 2024, 156: 103411. 

[21] Huang L, Yu Q. Mobility-aware and energy-efficient offloading for mobile edge computing in cellular networks[J]. Ad Hoc Networks, 2024, 158: 103472.

[22] Tang X, Xu Y, Huang L, et al. A multiarea on-demand classification constellation design for satellite IoT[J]. IEEE Internet of Things Journal, 2024, 11(13): 23889-23905.

[23] Luo Y, Ning Q, Chen B, et al. STAGNN: a spatial-temporal attention graph neural network for network traffic prediction[J]. International Journal of Communication Networks and Distributed Systems, 2024, 30(4): 413-432.

[24] Hua W, Zhou Z, Huang L. Location privacy-aware offloading for MEC-enabled IoT: Optimality and heuristics[J]. IEEE Internet of Things Journal, 2023, 10(21): 19270-19281.

[25] Ning Q, Yang M, Tang C, et al. Optimizing network performance through joint caching and recommendation policy for continuous user request behavior[J]. IEEE Transactions on Network and Service Management, 2023, 21(2): 1490-1502.

[26] Luo H, Hu X, Huang L. A hybrid model for vehicle acceleration prediction[J]. Sensors, 2023, 23(16): 7253.

[27] Xie X, Huang L, Tang C, et al. Multi‐objective routing algorithms for low‐earth orbit satellite network[J]. International Journal of Satellite Communications and Networking, 2023, 41(5): 427-440.

[28] Luo Y, Ning Q, Chen B, et al. Software defined network‐based multipath state‐aware routing with traffic prediction in satellite network[J]. Transactions on Emerging Telecommunications Technologies, 2023, 34(9): e4819.

[29] Lu Y, Ning Q, Huang L, et al. A network traffic prediction model based on reinforced staged feature interaction and fusion[J]. Computer Networks, 2023, 227: 109719.