高博

基本信息

English Version

研究方向

       北京土著，四代铁路。先后于上海交通大学、弗吉尼亚理工大学/Virginia Tech (美国专排Top15/综排Top50)、中国科学院计算技术研究所、北京交通大学、兰卡斯特大学/Lancaster University (英国综排Top10) 从事科研相关工作，现于计算机与信息技术学院任副教授、博士生导师，于兰卡斯特大学学院任计算机学科执行负责人，并于轨道交通数字孪生智能应用创新基地任主任。致力于人工智能与移动/边缘计算、物联网、数字孪生等的深度融合，实现6G“虚实泛在智联”愿景：

    ·  群体智能，联邦机器学习，感通算一体化

    ·  分布智能，强化机器学习，多智能体博弈

    ·  端边智能，端侧机器学习，端边云一体化

    ·  虚实智能，虚实互动学习，虚实融合共生

       始终欢迎具有计算机、软件、通信、电子、自动化、数学等相关专业背景的诚信、自律、有志的本、硕、博小伙伴加入研究团队，来一起乘风破浪！团队成员多来自计算机学科领先的全国重点大学，毕业去向包括腾讯、百度、字节跳动、小米、中兴、联想、美团等科技企业、金融机构、企事业单位、海内外名校等。

教育背景

·   博士学位，计算机工程 @ 弗吉尼亚理工大学，美国  —  2014.09 

    博士导师：Jung-Min "Jerry" Park (Professor, IEEE Fellow), Yaling Yang (Professor)

·   硕士学位，通信与信息系统 @ 上海交通大学，上海  —  2009.03

    硕士导师：何   晨 (教授，博士生导师)

·   学士学位，信息与通信工程 @ 北京交通大学，北京  —  2006.07

    学士导师：裘正定 (教授，博士生导师)

·   高中学历，中国人民大学附属中学，北京  —  2002.07

工作经历

·   学科负责人 @ 北京交通大学，兰卡斯特大学学院，威海  —  2020.02−至今

·   副教授        @ 北京交通大学，计算机与信息技术学院，北京  —  2017.04−至今

·   访问研究员 @ 兰卡斯特大学，计算与通信学院，英国  —  2018.10−2019.07

·   助理研究员 @ 中国科学院计算技术研究所，网络技术研究中心，北京  —  2014.10−2017.03

·   研究助理    @ 弗吉尼亚理工大学，电子与计算机工程系，美国  —  2009.08−2014.09  

·   实习工程师 @ 思科系统中国研发中心，以太交换技术组，上海  —  2008.02−2008.12

·   研究助理    @ 上海交通大学，电子信息与电气工程学院，上海  —  2006.09−2009.03

科研项目

·   自然科学横向项目，数字孪生赋能智慧轨道交通，2023.05-2026.05，主持

·   国家铁路集团系统性重大项目，P2022S007，铁路信息系统全生命周期质量和风险管控关键技术研究，2022.11-2024.12，参加

·   中央高校基本科研业务费协同中心项目，2022JBXT001，轨道交通宽带移动信息通信，2022.05-2026.12，参加

·   中央高校基本科研业务费重点资助项目，2022JBZY021，面向高铁的5G智能组网和内生安全技术，2022.04-2025.03，参加

·   自然科学横向项目，基于AI的网络安全态势感知及持续信任评估模型研究，2021.11-2022.12，参加

·   自然科学横向项目，移动边缘计算环境下安全去中心自适应联邦学习理论与方法，2021.11-2022.11，参加

·   自然科学横向项目，智慧能源网联关键技术研究，2021.09-2024.09，参加

·   自然科学横向项目，车路协同自动驾驶关键技术的研究，2021.05-2023.05，参加

·   中央高校基本科研业务费基础研究项目，2021JBM008，无人小蜂窝网络中的联邦学习与资源分配，2021.04-2024.03，主持

·   自然科学横向项目，边缘计算在智能电网典型场景下的计算机仿真分析验证，2020.05-2022.05，参加

·   中央高校基本科研业务费前沿中心项目，2020JBZD010，轨道车辆结构健康服役与可靠性提升，2020.04-2023.03，参加

·   自然科学横向项目，基于互联网+技术的机场智能管网系统，2019.12-2022.12，主持

·   自然科学横向项目，面向电子商务应用的移动计算，2019.11-2022.11，参加

·   中央高校基本科研业务费基础研究项目，2019JBM401，基于信息年龄的射频能量采集物联网设计理论与方法，2019.04-2023.09，参加

·   自然科学横向项目，无人机任务系统与载荷模拟技术仿真验证环境，2019.03-2022.09，参加

·   国家自然科学基金面上项目，61872028，面向临时热点的无线接入网资源分配理论与技术研究，2019.01-2022.12，主持

·   自然科学横向项目，雾计算架构及安全模拟仿真研究，2018.10-2020.12，参加

·   自然科学横向项目，国家及地区安全指数评估系统，2018.08-2020.12，参加

·   自然科学横向项目，面向物联网的无线能量收集网络关键理论与方法，2018.06-2020.06，参加

·   北京市智能物流系统协同创新中心面上课题，BILSCIC-2018KF-10，面向智慧物流的无人系统网络协同，2018.06-2019.06，主持

·   自然科学横向项目，基于深度学习的轨道场景分类及语义分割技术研发，2018.03-2019.06，参加

·   国家自然科学基金重点项目，61732017，面向无人系统的网络协同理论与技术，2018.01-2022.12，参加

·   中央高校基本科研业务费人才基金项目，2017RC022，可移动小蜂窝网络的动态部署与资源分配研究，2017.07-2019.06，主持

·   国家自然科学基金青年项目，61502457，数据库驱动机会性频谱接入中的动态分区问题研究，2016.01-2018.12，主持

教学工作

       获得英国官方颁发的 PGCAP-International (Postgraduate Certificate in Academic Practice-International) 国际教学认证，拥有美、英两国六年海外学习与工作经历。致力于国际化人才培养，现于兰卡斯特大学学院任计算机学科执行负责人，还负责北京、威海两校区的涉外全英文专业课程，如"人工智能"、"嵌入式系统"、"移动计算"。欢迎访问个人B站频道！

• 本科生课程：

  ·   人工智能 (全英文)  —  2020−2023

  ·   嵌入式系统 (全英文)  —  2020−2023

  ·   模拟与数字通信系统 (全英文)  —  2022

  ·   计算思维综合训练  —  2018, 2023

• 研究生课程：

  ·   移动计算 (全英文，含外专业学生&外国留学生)  —  2018−2023

  ·   智能计算数学基础 博弈论  —  2020−2023

论文/期刊

• 期刊论文：
• Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Ke Xu, Wen Wang, Xuefeng Jiang, Bo Gao, and Jinda Lu. FedCache: A Knowledge Cache-Driven Federated Learning Architecture for Personalized Edge Intelligence[J]. IEEE Transactions on Mobile Computing, 2024, Early Access (CCF A类, JCR Q1区)
  
• Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Quyang Pan, Xuefeng Jiang, and Bo Gao. FedICT: Federated Multi-Task Distillation for Multi-Access Edge Computing[J]. IEEE Transactions on Parallel and Distributed Systems, 2023, Early Access (CCF A类, JCR Q1区)
  
• Chanyuan Meng, Ke Xiong, Wei Chen, Bo Gao, Pingyi Fan, and Khaled B. Letaief. Sum-Rate Maximization in STAR-RIS Assisted RSMA Networks: A PPO-Based Algorithm[J]. IEEE Internet of Things Journal, 2024, 11(4): 5667-5680 (CCF推荐, 中科院A1区, 影响因子10+)
• Han Li, Ke Xiong, Yang Lu, Bo Gao, Pingyi Fan, and Khaled B. Letaief. Energy-Efficient Coordinated Beamforming in Multi-Pair MISO Networks with CDI and Eavesdroppers[J]. IEEE Transactions on Mobile Computing, 2024, 23(1): 437-452 (CCF A类, JCR Q1区)
• Huimin Hu, Ke Xiong, Hong-Chuan Yang, Qiang Ni, Bo Gao, Pingyi Fan, and Khaled B. Letaief. AoI-Minimal Online Scheduling for Wireless Powered IoT: A Lyapunov Optimization-Based Approach[J]. IEEE Transactions on Green Communications and Networking, 2023, 7(4): 2081-2092 (中科院A2区)
  
• Xinlu Tan, Ke Xiong, Bo Gao, Pingyi Fan, and Khaled B. Letaief. Energy-Efficient Base Station Switching-Off with Guaranteed Cooperative Profit Gain of Mobile Network Operators[J]. IEEE Transactions on Green Communications and Networking, 2023, 7(3): 1250-1266 (中科院A2区)
  
• Yangbo Guo, Ke Xiong, Yang Lu, Bo Gao, Pingyi Fan, and Khaled B. Letaief. SLIPT-Enabled Multi-LED MU-MISO VLC Networks: Joint Beamforming and DC Bias Optimization[J]. IEEE Transactions on Green Communications and Networking, 2023, 7(3): 1104-1120 (中科院A2区)
• Bo Gao, Fan Yang, Nan Cui, Ke Xiong, Yang Lu, and Yuwei Wang. A Federated Learning Framework for Fingerprinting-Based Indoor Localization in Multibuilding and Multifloor Environments[J]. IEEE Internet of Things Journal, 2023, 10(3): 2615-2629 (CCF推荐, 中科院A1区, 影响因子10+)
• Han Li, Ke Xiong, Yang Lu, Bo Gao, Pingyi Fan, and Khaled B. Letaief. Distributed Design of Wireless Powered Fog Computing Networks with Binary Computation Offloading[J]. IEEE Transactions on Mobile Computing, 2023, 22(4): 2084-2099 (CCF A类, JCR Q1区)
  
• Yangbo Guo, Ke Xiong, Bo Gao, Pingyi Fan, and Khaled B. Letaief. Energy Efficiency in Secure VLC Networks with SLIPT[J]. IEEE Wireless Communications Letters, 2023, 12(5): 799-803 (CIC推荐, JCR Q1区)
• Guanglei Geng, Bo Gao, Ke Xiong, Pingyi Fan, Yang Lu, and Yuwei Wang. A Survey of Federated Learning for 6G Networks[J]. 物联网学报, 2023, 7(2): 50-66 (CIC T1类, CCF T2类)
  
• Ruichen Zhang, Ke Xiong, Yang Lu, Bo Gao, Pingyi Fan, and Khaled B. Letaief. Joint Coordinated Beamforming and Power Splitting Ratio Optimization in MU-MISO SWIPT-Enabled HetNets: A Multi-Agent DDQN-Based Approach[J]. IEEE Journal on Selected Areas in Communications, 2022, 40(2): 677-693 (CCF A类, 中科院A1区, 影响因子16+)
  
• Huimin Hu, Ke Xiong, Yang Lu, Bo Gao, Pingyi Fan, and Khaled B. Letaief. α-β AoI Penalty in Wireless-Powered Status Update Networks[J]. IEEE Internet of Things Journal, 2022, 9(1): 474-484 (CCF推荐, 中科院A1区, 影响因子10+)
  
• Ke Xiong, Yuan Liu, Litong Zhang, Bo Gao, Jie Cao, Pingyi Fan, and Khaled B. Letaief. Joint Optimization of Trajectory, Task Offloading, and CPU Control in UAV-Assisted Wireless Powered Fog Computing Networks[J]. IEEE Transactions on Green Communications and Networking, 2022, 6(3): 1833-1845 (中科院A2区)
• Yingyun Guo, Bo Gao, Zhifei Zhang, Yu Zhang, and Ke Xiong. An Incentive Mechanism with Bandwidth Allocation for Federated Learning[J]. 物联网学报, 2022, 6(4): 82-92 (CIC T1类, CCF T2类)
  
• Yang Lu, Ke Xiong, Bo Gao, Dian Fan, Gaofeng Pan, and Bo Ai. Energy-Efficient Beamforming Design for Simultaneous Lightwave Information and Power Transfer in VLC Systems[J]. 电子与信息学报, 2022, 44(8): 2611-2618 (CCF T2类)
  
• Xiao Pang, Min Liu, Zhongcheng Li, Bo Gao, and Xiaobing Guo. Geographic Position Based Hopless Opportunistic Routing for UAV Networks[J]. Ad Hoc Networks, 2021, 120: 102560 (CCF推荐, JCR Q2区)
• Bo Gao, Lingyun Lu, Ke Xiong, Jung-Min Park, Yaling Yang, and Yuwei Wang. Spectrum Sharing Among Rapidly Deployable Small Cells: A Hybrid Multi-Agent Approach[J]. IEEE Transactions on Wireless Communications, 2020, 19(1): 395-409 (CCF B类, 中科院A1区, 影响因子10+)
• Lingyun Lu, Tian Wang, Wei Ni, Kai Li, and Bo Gao. Fog Computing-Assisted Energy-Efficient Resource Allocation for High-Mobility MIMO-OFDMA Networks[J]. Wireless Communications and Mobile Computing, 2018, 2018: 5296406 (CCF推荐)
  
• Yanzhi Dou, Kexiong Zeng, He Li, Yaling Yang, Bo Gao, Chaowen Guan, and Shaoqian Li. P2-SAS: Privacy-Preserving Centralized Dynamic Spectrum Access System[J]. IEEE Journal on Selected Areas in Communications, 2017, 35(1): 173-187 (CCF A类, 中科院A1区, 影响因子16+)
• Sudeep Bhattarai, Jung-Min Park, Bo Gao, Kaigui Bian, and William Lehr. An Overview of Dynamic Spectrum Sharing: Ongoing Initiatives, Challenges, and a Roadmap for Future Research[J]. IEEE Transactions on Cognitive Communications and Networking, 2016, 2(2): 110-128 (中科院A1区, 高被引)
• Bo Gao, Jung-Min Park, and Yaling Yang. Uplink Soft Frequency Reuse for Self-Coexistence of Cognitive Radio Networks[J]. IEEE Transactions on Mobile Computing, 2014, 13(6): 1366-1378 (CCF A类, JCR Q1区)
• Bo Gao, Jung-Min Park, Yaling Yang, and Sumit Roy. A Taxonomy of Coexistence Mechanisms for Heterogeneous Cognitive Radio Networks Operating in TV White Spaces[J]. IEEE Wireless Communications, 2012, 19(4): 41-48 (CIC推荐, 中科院A1区, 影响因子12+)
• 
  
• 会议论文：
• Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Bo Gao, Quyang Pan, Tianliu He, and Xuefeng Jiang. Agglomerative Federated Learning: Empowering Larger Model Training via End-Edge-Cloud Collaboration[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM), 2024 (CCF A类, 录用率19.6%)
  
• Wei Sun, Bo Gao, Ke Xiong, Yang Lu, and Yuwei Wang. VagueGAN: A GAN-Based Data Poisoning Attack Against Federated Learning Systems[C]. In Proceedings of IEEE International Conference on Sensing, Communication, and Networking (SECON), 2023 (CCF B类, 录用率23.6%)
  
• Tong Wu, Han Li, Bo Gao, Ke Xiong, Pingyi Fan, and Khaled B. Letaief. NM-LUD: A NLOS Mitigation Method with Low-Cost UWB Devices for Indoor Positioning[C]. In Proceedings of IEEE International Conference on Computer and Communication Systems (ICCCS), 2023 (最佳论文奖)
  
• Xingcong Tian, Bo Gao, Ming Liu, Ke Xiong, Pingyi Fan, and Khaled B. Letaief. IRL-PM: An Inverse Reinforcement Learning-Based Power Minimization in Multi-User MISO Networks[C]. In Proceedings of IEEE International Conference on Computer and Communication Systems (ICCCS), 2023 (最佳报告奖)
  
• Qiaoli Wu, Bo Gao, and Ke Xiong. Adaptive Sensor Scheduling for Federated Learning over 6G In-X Subnetworks[C]. In Proceedings of IEEE International Conference on Smart Technologies and Systems for Next Generation Computing (ICSTSN), 2023
• Zihao Liu, Han Li, Bo Gao, Ke Xiong, and Pingyi Fan. DQ-WiAPDoM: A DQN-Based AP Deployment Optimization Method for Wi-Fi FTM Positioning[C]. In Proceedings of IEEE International Conference on Smart Technologies and Systems for Next Generation Computing (ICSTSN), 2023 (最佳论文奖)
  
• Han Bao, Ke Xiong, Bo Gao, and Pingyi Fan. Joint User Cooperation and Scheduling for Federated Learning in CFmMIMO Networks[C]. In Proceedings of IEEE International Conference on Smart Technologies and Systems for Next Generation Computing (ICSTSN), 2023
  
• Han Li, Ming Liu, Bo Gao, Ke Xiong, Pingyi Fan, and Khaled B. Letaief. Sum Computation Rate Maximization in Self-Sustainable RIS-Assisted MEC[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM) Wkshps, 2023 (CCF A类)
• Kexin Yao, Han Li, Ming Liu, Bo Gao, Ke Xiong, and Pingyi Fan. ARES-WiGR: An Attention-Enhanced ResNet Based Wi-Fi Gesture Recognition[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM) Wkshps, 2023 (CCF A类)
  
• Wei Guan, Bo Gao, Ke Xiong, and Yang Lu. Spectrum Sharing in UAV-Assisted HetNet Based on CMB-AM Multi-Agent Deep Reinforcement Learning[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM) Wkshps, 2022 (CCF A类)
  
• Yuan Liu, Ke Xiong, Bo Gao, Yu Zhang, Pingyi Fan, and Khaled B. Letaief. Multi-UAV Assisted Communication Networks: Towards Max-Min Secrecy Rate[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM) Wkshps, 2020 (CCF A类)
  
• Yanzhi Dou, He Li, Kexiong Zeng, Jinshan Liu, Yaling Yang, Bo Gao, and Kui Ren. Preserving Incumbent Users' Privacy in Exclusion-Zone-Based Spectrum Access Systems[C]. In Proceedings of IEEE International Conference on Distributed Computing Systems (ICDCS), 2017 (CCF B类)
  
• Sudeep Bhattarai, Jung-Min Park, William Lehr, and Bo Gao. TESSO: An Analytical Tool for Characterizing Aggregate Interference and Enabling Spatial Spectrum Sharing[C]. In Proceedings of IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2017 (领域旗舰会议)
  
• Bo Gao, Sudeep Bhattarai, Jung-Min Park, Yaling Yang, Min Liu, Kexiong Zeng, and Yanzhi Dou. Incentivizing Spectrum Sensing in Database-Driven Dynamic Spectrum Sharing[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM), 2016 (CCF A类, 录用率18.3%)
• Yanzhi Dou, Kexiong Zeng, He Li, Yaling Yang, Bo Gao, Chaowen Guan, and Shaoqian Li. P2-SAS: Preserving Users' Privacy in Centralized Dynamic Spectrum Access Systems[C]. In Proceedings of ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc), 2016 (CCF B类, 录用率18.7%)
• Yuwei Wang, Min Liu, Bo Gao, Chenchong Qin, and Cheng Ma. I/O Congestion-Aware Computing Resource Assignment and Scheduling in Virtualized Cloud Environments[C]. In Proceedings of IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA), 2016 (CCF推荐)
  
• Sudeep Bhattarai, Abid Ullah, Jung-Min Park, Jeffery Reed, David Gurney, and Bo Gao. Defining Incumbent Protection Zones on the Fly: Dynamic Boundaries for Spectrum Sharing[C]. In Proceedings of IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2015 (领域旗舰会议)
  
• Bo Gao, Yaling Yang, and Jung-Min Park. A Credit-Token-Based Spectrum Etiquette Framework for Coexistence of Heterogeneous Cognitive Radio Networks[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM), 2014 (CCF A类, 录用率19.4%)
• Bo Gao, Jung-Min Park, and Yaling Yang. Supporting Mobile Users in Database-Driven Opportunistic Spectrum Access[C]. In Proceedings of ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc), 2014 (CCF B类, 录用率18.9%)
  
• Bo Gao, Jung-Min Park, and Yaling Yang. Uplink Soft Frequency Reuse for Self-Coexistence of Cognitive Radio Networks Operating in White-Space Spectrum[C]. In Proceedings of IEEE International Conference on Computer Communications (INFOCOM), 2012 (CCF A类, 录用率18.0%)
• Bo Gao, Yaling Yang, and Jung-Min Park. Channel Aggregation in Cognitive Radio Networks with Practical Considerations[C]. In Proceedings of IEEE International Conference on Communications (ICC), 2011 (CCF推荐, 领域旗舰会议)
• Bo Gao, and Chen He. An Individual Beacon Order Adaptation Algorithm for IEEE 802.15.4 Networks[C]. In Proceedings of IEEE Singapore International Conference on Communication Systems (ICCS), 2008
• Bo Gao, Chen He, and Lingge Jiang. Modeling and Analysis of IEEE 802.15.4 CSMA/CA with Sleep Mode Enabled[C]. In Proceedings of IEEE Singapore International Conference on Communication Systems (ICCS), 2008

专著/译著

• Kaigui Bian, Jung-Min Park, and Bo Gao, Cognitive Radio Networks: Medium Access Control for Coexistence of Wireless Systems, Springer International Publishing, 2014

标准/专利

• 
  
• 行业标准, "面向边缘网络的端边云协同联邦学习技术要求", 2023 (第一牵头)
  
• 国际标准, "Technical Framework and Requirements for Device-Edge-Cloud Collaborative Federated Learning", 2023 (联合牵头)
  
• 行业标准, "联邦学习算法跨框架互操作的总体技术要求", 2022
• 团体标准, "智慧城市数字孪生应用场景设计要求", 2023
• 行业标准, "基于民用无人驾驶航空器的移动边缘计算技术要求", 2023, 已发布 (YD/T 4356-2023)
• 
  
• 发明专利, "一种针对联邦学习数据中毒攻击的防御方法及系统", 2023
  
• 发明专利, "一种基于联邦学习的数据分类方法及装置", 2022
• 发明专利, "一种基于联邦学习的建筑物楼层室内定位方法", 2023, 已授权 (ZL202111088881.3)
  

社会兼职

·   Members: IEEE, ACM, CCF

·   TPC Members: ECAI '23, IEEE DySPAN '18/'19/'21/'24, IEEE DSC '18/'19/'20/'21/'22/'23, IEEE ICCT '23, ICCCS '23, WCSP '23 

·   Reviewers: IEEE Transactions on Mobile Computing, IEEE/ACM Transactions on Networking, 

                      IEEE Transactions on Wireless Communications, IEEE Transactions on Communications, 

                      IEEE Transactions on Cloud Computing, IEEE Internet of Things Journal,  ...