郭坤

2013年08月-2019年06月      西安电子科技大学      通信与信息系统专业             博士生

2008年08月-2012年07月      西安电子科技大学      空间信息与数字技术专业      本科生

2021年06月-                      华东师范大学                                  研究员

2019年11月-2021年05月   新加坡科技与设计大学（SUTD）   博士后

郭坤，博士生导师，分别于2012年和2019年在西安电子科技大学获得工学学士和博士学位。于2019年到2021年期间在新加坡科技与设计大学从事博士后研究。现工作于华东师范大学通信与电子工程学院，研究员。致力于无线边缘计算和智能研究。在国内外重要期刊和会议上发表学术论文40余篇，获得授权国家发明专利7项。入选2021年度上海市浦江人才计划。

担任国际会议IEEE GLOBECOM/VTC/ICCC等的TPC member；

担任国际期刊IEEE JSAC/TMC/TWC/TCOM等的审稿人；

DARWIN(达尔文)科研团队：Data-driven And Resilient Wireless INtelligence Group

在读研究生：

        博士生：诚招有浓厚学术兴趣，且有通信或计算机背景、扎实数学功底和英语读写能力的博士生。

        硕士生：（2023级）施君宇、杨悦、王乐瑶

                       （2022级）李雪飞、周广康、赵广路

研究方向1：智能无线通信

        探索机器学习算法，包括强化学习，深度学习等，在无线通信领域的应用。主要考虑边缘计算系统在动态无线网络环境中的计算卸载、通信和计算资源协同等问题。

1. Kun Guo, Howard H. Yang, Peng Yang, Wei Feng, and Tony Q. S. Quek, "Matching while Learning: Wireless Scheduling for Age of Information Optimization at the Edge", China Commun., to appear. 

2. Peng Wei, Kun Guo, Ye Li, Jue Wang, Wei Feng, Shi Jin, Ning Ge, Ying-Chang Liang, "Reinforcement Learning-Empowered Mobile Edge Computing for 6G Edge Intelligence", IEEE Access, vol. 10, pp. 65156-65192, Jun. 2022. 

3. Peng Yang, Xing Xi, Kun Guo, Tony Q. S. Quek, Jingxuan Chen, and Xianbin Cao, “Proactive UAV Network Slicing for URLLC and Mobile Broadband Service Multiplexing,” IEEE J. Sel. Areas Commun., vol. 39, no. 10, pp. 3225-3244, Oct. 2021.

4. Kun Guo, Ruifeng Gao, Wenchao Xia, and Tony Q. S. Quek, “Online Learning based Computation Offloading in MEC Systems with Communication and Computation Dynamics,” IEEE Trans. Commun., vol. 69, no. 2, pp. 1147-1162, Feb. 2021.

研究方向2：无线边缘智能

        无线边缘智能指在网络边缘进行机器学习（如联邦、分割学习等），其赋予网络边缘智能决策的能力，为工业物联网、车联网等垂直产业带来突破性发展。主要研究动态的无线通信系统对机器学习性能的影响。

1. Chaoqun You, Kun Guo, Howard H. Yang, and Tony Q. S. Quek, “Hierarchical Personalized Federated Learning over Mobile Edge Networks,” IEEE Trans. Wireless Commun., to appear.  

2. Chaoqun You, Daquan Feng, Kun Guo, Howard H. Yang, and Tony Q. S. Quek, “Semi-Synchronous Personalized Federated Learning over Mobile Edge Networks,” IEEE Trans. Wireless Commun., to appear.  

3. Kun Guo, Zihan Chen, Howard H. Yang, and Tony Q. S. Quek, “Dynamic Scheduling for Heterogeneous Federated Learning in Private 5G Edge Networks,” IEEE J. Select. Topics Signal Processing, vol. 16, no. 1, pp. 26-40, Jan. 2022.

4. Wenchao Xia, Tony Q. S. Quek, Kun Guo, Wanli Wen, Howard H. Yang, and Hongbo Zhu, “Multi-Armed Bandit Based Client Scheduling for Federated Learning,” IEEE Trans. Wireless Commun., vol. 19, no. 11, pp. 7108-7123, Nov. 2020.

本科生课程

• 通信专业综合实验，2021-2022学年2学期

主持项目

• 国自然青年基金，在研

• 重庆市面上项目，在研

• 上海市科委项目，在研

期刊论文（*表示通讯作者）：

23. Chaoqun You, Kun Guo*, Gang Feng, Peng Yang, and Tony Q. S. Quek, "Automated Federated Learning in Mobile Edge Networks — Fast Adaptation and Convergence," IEEE Internet of Things J., to appear.  

22. Chaoqun You, Kun Guo*, Howard H. Yang, and Tony Q. S. Quek, "Hierarchical Personalized Federated Learning over Mobile Edge Networks," IEEE Trans. Wireless Commun., to appear. 

21. Chaoqun You, Daquan Feng, Kun Guo, Howard H. Yang, and Tony Q. S. Quek, "Semi-Synchronous Personalized Federated Learning over Mobile Edge Networks," IEEE Trans. Wireless Commun., to appear. 

20. Kun Guo, Howard H. Yang, Peng Yang, Wei Feng, and Tony Q. S. Quek, "Matching while Learning: Wireless Scheduling for Age of Information Optimization at the Edge," China Commun., to appear. 

19. Peng Wei, Kun Guo, Ye Li, Jue Wang, Wei Feng, Shi Jin, Ning Ge, Ying-Chang Liang, "Reinforcement Learning-Empowered Mobile Edge Computing for 6G Edge Intelligence," IEEE Access, vol. 10, pp. 65156-65192, Jun. 2022. 

18. Yanli Yuan, De Wen Soh, Xiao Yang, Kun Guo*, and Tony Q. S. Quek, "GRACGE: Graph Signal Clustering and Multiple Graph Estimation," IEEE Trans. Signal Process., vol. 70, pp. 2015-2030, Apr. 2022. 

17. Lijun He, Kun Guo*, Hongping Gan, and Li Wang, "Collaborative Data Offloading for Earth Observation Satellite Networks," IEEE Commun. Letters, vol. 26, no. 5, pp. 1116-1120, May 2022. 

16. Kun Guo, Zihan Chen, Howard H. Yang, and Tony Q. S. Quek, "Dynamic Scheduling for Heterogeneous Federated Learning in Private 5G Edge Networks, " IEEE J. Select. Topics Signal Processing, vol. 16, no. 1, pp. 26-40, Jan. 2022.

15. Peng Yang, Kun Guo, Xing Xi, Tony Q. S. Quek, Xianbin Cao, and Chenxi Liu, "Fresh, Fair and Energy-Efficient Content Provision in a Private and Cache-Enabled UAV Network," IEEE J. Select. Topics Signal Processing, vol. 16, no. 1, pp. 97-112, Jan. 2022.

14. Peng Yang, Xing Xi, Kun Guo, Tony Q. S. Quek, Jingxuan Chen, and Xianbin Cao, “Proactive UAV Network Slicing for URLLC and Mobile Broadband Service Multiplexing,” IEEE J. Select. Areas Commun., vol. 39, no. 10, pp. 3225-3244, Oct. 2021.

13. Jinghong Tan, Tsung-Hui Chang, Kun Guo*, and Tony Q. S. Quek, “Robust Computation Offloading in Fog Radio Access Network with Fronthaul Compression,” IEEE Trans. Wireless Commun., vol. 20, no. 10, pp. 6506-6521, Oct. 2021. 

12. Wei Teng, Min Sheng, Xiaoli Chu, Kun Guo, Juan Wen, and Zhiliang Qiu, “Joint Optimization of Base Station Activation and User Association in Ultra Dense Networks Under Traffic Uncertainty,” IEEE Trans. Commun., vol. 69, no. 9, pp. 6079-6092, Sep. 2021.

11. Min Sheng, Wei Teng, Xiaoli Chu, Jiandong Li, Kun Guo, and Zhiliang Qiu, “Cooperative Content Replacement and Recommendation in Small Cell Networks,” IEEE Trans. Wireless Commun., vol. 20, no. 3, pp. 2049-2063, Mar. 2021.

10. Kun Guo, Ruifeng Gao, Wenchao Xia, and Tony Q. S. Quek, “Online Learning based Computation Offloading in MEC Systems with Communication and Computation Dynamics,” IEEE Trans. Commun., vol. 69, no.2, pp. 1147-1162, Feb. 2021.

9. Kun Guo and Tony Q. S. Quek, “On the Asynchrony of Computation Offloading in Multi-User MEC Systems,” IEEE Trans. Commun., vol. 68, no. 12, pp.7746-7761, Dec. 2020.

8. Wenchao Xia, Tony Q. S. Quek, Kun Guo, Wanli Wen, Howard H. Yang, and Hongbo Zhu, “Multi-Armed Bandit Based Client Scheduling for Federated Learning,” IEEE Trans. Wireless Commun., vol. 19, no. 11, pp. 7108-7123, Nov. 2020.

7. Kun Guo, Min Sheng, Jianhua Tang, Tony Q. S. Quek, and Zhiliang Qiu, “Hierarchical Offloading for Delay-Constrained Applications in Fog RAN,” IEEE Trans. Veh. Technol., vol. 69, no. 4, pp. 4257–4270, Apr. 2020.

6. Kun Guo, Min Sheng, Tony Q. S. Quek, and Zhiliang Qiu, “Computation Offloading in Fog RAN: A Parallel Communication and Computation Perspective,” IEEE Wireless Commun. Letters, vol. 9, no. 2, pp. 215–218, Feb. 2020.

5. Wei Teng, Min Sheng, Kun Guo, and Zhiliang Qiu, “Content Placement and User Association for Delay Minimization in Small Cell Networks”, IEEE Trans. Veh. Technol., vol. 68, no. 10, pp. 10201-10215, Oct. 2019.

4. Yanting Wang, Yan Zhang, Min Sheng, and Kun Guo, “On the Interaction of Video Caching and Retrieving in Multi-Server Mobile-Edge Computing Systems”, IEEE Wireless Commun. Letters, vol. 8, no. 5, pp. 1444-1447, Oct. 2019.

3. Lijun He, Jiandong Li, Min Sheng, Runzi Liu, Kun Guo, and Di Zhou, “Dynamic Scheduling of Hybrid Tasks with Time Windows in Data Relay Satellite Networks,” IEEE Trans. Veh. Technol., vol. 68, no. 5, pp. 4989-5004, May 2019.

2. Kun Guo, Min Sheng, Jianhua Tang, Tony Q. S. Quek, and Zhiliang Qiu, “On the Interplay between Communication and Computation in Green C-RAN with Limited Fronthaul and Computation Capacity,” IEEE Trans. Commun., vol. 66, no. 7, pp. 3201-3216, Jul. 2018.

1. Kun Guo, Min Sheng, Jianhua Tang, Tony Q. S. Quek, and Zhiliang Qiu, “Exploiting Hybrid Clustering and Computation Provisioning for Green C-RAN,” IEEE J. Select. Areas Commun., vol. 34, no. 12, pp. 4063-4076, Dec. 2016.

会议论文：

12. Marie Siew, Kun Guo*, Desmond Cai, Lingxiang Li, and Tony Q. S. Quek, “Let’s Share VMs: Optimal Placement and Pricing across Base Stations in MEC Systems,” in Proc. IEEE INFOCOM, Vancouver, Canada, May 2021, pp. 1-10.

11. Chong-Hao Zhong, Kun Guo, and Mingxiong Zhao, “Online Sparse Beamforming in C-RAN: A Deep Reinforcement Learning Approach,” in Proc. IEEE WCNC, Nanjing, China, Mar. 2021, pp.1-6.

10. Kun Guo and Tony Q. S. Quek, “Dynamic Computation Offloading in Multi-Server MEC Systems: An Online Learning Approach,” in Proc. IEEE Globecom, Taipei, Dec. 2020, pp. 1-6.

9. Kun Guo, Min Sheng, Lijun He, Tony Q. S. Quek, and Zhiliang Qiu, “Task Offloading and Scheduling in C-RAN: A Sequence Computation Model,” in Proc. IEEE Globecom, Waikoloa, HI, USA, Dec. 2019, pp. 1-6.

8. Wei Teng, Min Sheng, Kun Guo, and Zhiliang Qiu, “Distributed Content Replacement in Small Cell Networks Using Continuous-Time Markov Chain”, in Proc. IEEE ICC, Shanghai, China, May 2019, pp. 1-6.

7. Wei Teng, Min Sheng, Jiandong Li, Kun Guo, and Zhiliang Qiu, “Exploring Content Clustering for User Association in Small Cell Networks,” in Proc. IEEE ICC, Kansas, USA, May 2018, pp. 1-6.

6. Lijun He, Jiandong Li, Min Sheng, Runzi Liu, Kun Guo, and Jianping Liu, “Joint Allocation of Transmission and Computation Resources for Space Networks”, in Proc. IEEE WCNC, Barcelona, Spain, Apr. 2018, pp. 1-6.

5. Ziye Jia, Min Sheng, Jiandong Li, Runzi Liu, Kun Guo, and Yu Wang, “Joint Optimization of VNF Deployment and Routing in Software Defined Satellite Networks,” in Proc. IEEE VTC-Fall, Chicago, USA, Apr. 2018, pp. 1-5.

4. Kun Guo, Min Sheng, Jianhua Tang, Tony Q. S. Quek, and Zhiliang Qiu, “Joint Optimization of Transmit Beamforming and Processor Sleeping for Green C-RAN,” in Proc. IEEE ICC, Paris, France, May 2017, pp. 1-6.

3. Kun Guo, Min Sheng, Jianhua Tang, Tony Q. S. Quek, Xijun Wang, and Zhiliang Qiu, “Cooperative Transmission Meets Computation Provisioning in Downlink C-RAN,” in Proc. IEEE ICC, Kuala Lumpur, Malaysia, May 2016, pp. 3709-3714.

2. Zecai Shao, Kun Guo, Min Sheng, Sen Bian, Yan Zhang, Jinwei He, Yuzhou Li, and Chih-Lin I, “Standards-Compliant Energy-Saving Schemes for Downlink LTE/LTE-Advanced Networks,” in Proc. IEEE PIMRC, Washington DC, America, Jul. 2014, pp. 86-90.

1. Chungang Yang, Kun Guo, Min Sheng, Jiandong Li, Jian Yue, “Energy-Efficient Capacity Offload to Smallcells with Interference Compensation,” in Proc. IEEE WCNC, Istanbul, Turkey, Apr. 2014, pp. 1745-1749.

2021年 入选上海市浦江人才计划