个人简介
李秀华是智能软件与服务计算研究所所长,IEEE/ACM/CCF/CAAI会员。目前任职于重庆大学大数据与软件学院。于加拿大不列颠哥伦比亚大学(University of British Columbia, UBC)获电子与计算机工程系博士学位,师从Victor C.M. Leung教授(IEEE Fellow,加拿大皇家科学院院士,加拿大工程院院士,加拿大工程研究院院士),于哈尔滨工业大学(哈工大)获得本科硕士学位。目前总共发表70多篇论著,其中,IEEE/ACM国际期刊与会议论文约50篇。国际学会发表演讲10余次,同时是50余个国际会议/期刊的审稿人,也是20余个国际会议的TPC成员。
我们的智能软件与服务计算研究所由CPS-DSC教育部重点实验室和大数据与软件学院联合建立,目前团队(包含10余名教授/副教授,4名讲师)正在招教师、博士后、博士生、硕士生和本科实习生,鼓励出国交流与深造,并创造相关条件与平台。欢迎感兴趣的博士或学生发邮件或者来办公室(虎溪校区大数据与软件学院213室)咨询。
教育经历
2014/01-2019/02,加拿大不列颠哥伦比亚大学 (UBC),电子与计算机工程, 博士,导师:Victor C.M. Leung教授
2011/09-2013/07,哈尔滨工业大学(哈工大),信息与通信工程,硕士,导师:谭学治教授
2007/09-2011/07,哈尔滨工业大学(哈工大),通信工程,学士,导师:谭学治教授
科研与学术工作经历
2019/10-至今,重庆大学,智能软件与服务计算研究所,所长
2019/01-至今,重庆大学,百人计划,大数据与软件学院,研究员,博导
2019/02-2019/06, Internship, Dept. ECE, Houston University, Houston, TX, USA
个人兴趣
Work hard and enjoy life!唯运动与美食不可辜负也!烹饪专业,会不同国家或者地区菜式,烘焙,调酒;善于15种以上运动,尤其热爱户外运动(爬山,宿营,攀岩,滑雪,跳伞等),有国外滑雪教练证;摄影,等等。
科研项目(节选):
[10] 中央高校基本科研业务费“基础研究与前沿交叉学科方向”重点项目:移动边缘缓存机制与优化研究,2020/01--2021/12, 15万元,项目负责人
[9] 重庆市留学人员回国创新支持计划项目(优秀资助):移动边缘计算网络中终端与基站协作缓存机制与优化研究,2019/11-,8万元,项目负责人
[8] 国家自然基金项目(青年):移动边缘计算网络中终端与基站协作缓存机制与优化研究,2020/01-2022/12,28万元,项目负责人
[7] 重庆市自然基金项目(面上):异构移动网络中边缘协作缓存的优化研究,2019/07-2022/07,10万元,项目负责人
[6] 国家重点研发计划“物联网与智慧城市关键技术及示范”重点专项:物联网智能感知终端平台系统与应用验证,2019/05-2022/05,1754万元,主研
[5] 加拿大自然科学与工程研究理事会(NSERC)Discovery项目:SIRAN-基于深度学习的软件自定义的智能5G移动网络服务项目, 2018/10-2022/10, 600,000$,主研(协助申请)
[4] 加拿大自然科学与工程研究理事会(NSERC)Discovery项目:SIRAS-基于软件自定义的智能5G移动网络构架项目, 2014/03-2018/03, 525,000$,结题,主研(协助申请)
[3] 加拿大华为与UBC合作项目:智能5G移动网络构架技术项目,2014/01-2017/01,500,000$,结题,主研
[2] 哈工大与中电集团合作项目:SC-FDE系统中自适应传输策略研究,2010/05-2013/05, 30万元,结题,主研
[1] 国家自然基金项目(面上):认知无线电中频谱分配算法研究,2010/01-2012/12, 45万元,结题,主研
实验室学生
- PhD Student:孙川(联合,2019/09--),程路熙(2019/09--)
- Master Student:徐峥辉(2019/09--),明钊(2019/09--),李辉(联合,2019/09--),乐雯娇(2019/09--),袁传奇(2019/09--),吴凡凡(2020/09--),韩苏宁(2020/09--)
- Undergraduate Student:程诗桐(2017/09--),何紫田(2018/09--),郭晨曦(2018/09--)
专著章节
[3] Kai Peng, Yiwen Zhang, Xiaofei Wang, Xiaolong Xu,Xiuhua Li*, and Victor C.M. Leung, ``Computation Offloading in Mobile Edge Computing'', Encyclopedia of Wireless Networks, Springer, 2019.
[2] Xiuhua Li, Xiaofei Wang and Victor C.M. Leung, ``Mobile Edge Caching in HetNets'', Encyclopedia of Wireless Networks, Springer, March 2018.
[1] Xiuhua Li*, and Victor C.M. Leung, ``Optimizing Power Allocation in Wireless Networks: Are the Implicit Constraints Really Redundant?'', Ch. 12 in Ad Hoc Networks, Y. Zhou and T. Kunz, ed., LNICST, vol. 184, pp. 143-154, December 2016.
中国专利
[10] 李秀华,李辉,孙川,文俊浩,熊庆宇,范琪琳,王悦阳,毛玉星,李剑. 一种端-边-云协同计算的任务卸载优化方法. 中国发明专利,专利申请号:201911402857.5
[9] 李秀华,徐峥辉,袁传奇,程诗桐,毛玉星,李剑,范琪琳,王悦阳,唐永川. 一种基于边缘计算加速自动语音识别任务的卸载方法. 中国发明专利,专利申请号:201911408237.2
[8] 范琪琳,李秀华,付智瀚,陈勇,王悦阳,唐永川,王森. 自适应内容缓存方法. 中国发明专利,专利申请号:201911409148.X
[7] 李秀华,明钊,孙川,乐雯娇,吴凡凡,范琪琳,王悦阳,毛玉星,李剑. 移动通信网络中基于异常检测和核密度估计( KDE )的指标突变小区检测方法. 中国发明专利,专利申请号:201911402828.9
[6] 李秀华,明钊,孙川,袁传奇,范琪琳,王悦阳,唐永川,毛玉星,李剑. 移动通信网络中基于异常检测和集成学习的休眠小区检测方法. 中国发明专利,专利申请号:201911408236.8
[5] 马琳,李秀华,谭学治,王孝,孙鹏飞,魏守明,李夏.单载波系统中基于导频的信道岭估计方法.中国专利,授权号:ZL 201210068625.2,2014.
[4] 马琳,李夏,谭学治,魏守明,王孝,孙鹏飞,李秀华.一种实时在线的数据通信误码率的获得方法.中国专利,授权号:ZL 201210063484.5,2014.
[3] 谭学治,李夏,马琳,李秀华,杨小龙,盛飞.认知无线电系统中循环谱的自适应快速感知方法.中国专利,授权号:ZL 201210180859.6,2014.
[2] 谭学治,于洋,迟永钢,马琳,叶亮,贾敏,李秀华.一种基于SC-FDE系统的AMC方法.中国专利,授权号:ZL 201210341252.1,2015.
[1] 谭学治,李秀华,马琳,魏守明,王孝,孙鹏飞,张琪,李夏.认知无线系统中基于加性高斯白噪声信道数据辅助通信信号的信噪比误差矢量幅值估计方法.中国专利,授理号:201110318829.2,2013.
会议组织经历
3rd EAI International Conference on 6G for Future Wireless Networks (6GN) 2020, Publicity Chair
第二届中国智博会“智慧物联与产业赋能高峰论坛”,2019,发起人与组织者
第十三届中国物联网学术会议 (CWSN),2019,分论坛主席 (Session Chair)
IEEE QShine Workshop 2015, Publicity Chair
Invited Talks
2."移动边缘计算", 中国电信重庆公司科技节,2019-11-24
1."Content-Centric Edge Caching for 5G Mobile Internet and Beyond", 西部高校智能计算青年学者论坛,2019-04-27
Technical Programme Committee (TPC) Membership
IEEE QShine Workshop 2015, IEEE GLOBECOM Workshop 2017, IEEE VTC 2017, WICON 2017, DICC4SD 2017, ICDT 2017 2018 2019, IEEE ICCE 2019, IEEE ICC 2019 2020, IEEE ICC Workshop on AMEFC5G 2019, IEEE ICC Workshop on ML4COM 2019, IEEE INFOCOM Workshop on IECCO 2019, 5GWN 2019, IEEE ICWS 2019, ICEA 2019,IEEE MENACOMM 2019,3ICT 2019, Services 2019 2020, BICT 2020etc.
Reviewer Experience
Journals: IEEE T Wireless, IEEE Wireless Communications, IEEE Communications Magzine,IEEE TCOM, IEEE TPDS, IEEE JSAC, IEEE TVT, IEEE TCC, IEEE TII, IEEE TGCN, ISUSC,IEEE Systems Journal, IEEE Access, IEEE WCL, ETRI Journal, Wireless Networks, Ad Hoc Networks, DSP, Computer Communications, Physical Communications, Frontiers of Information Technology & Electronic Engineering, The Computer Journal, EURASIP Journal on WCN, TIIS, AJSE, China Communications, WCMC, MONET, ZUSC, Mobile Networks and Applications, IJWSR, Internation Journal of Control, IJWIN etc.
Conferences: ACM MSWiM, IEEE Infocom, IEEE ICC, IEEE Globecom, IEEE WCNC, IEEE PIMRC, IEEE VTC, IEEE Cloudcom, ChinaCom, ICCC, CCECE, WF-IoT, WCSP, 5GWN, IEEE ISCT, ISPA,etc.
近期论文
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期刊论文 (*通讯作者,#共同第一作者)
[26] Xiaofei Wang, Chenyang Wang, Xiuhua Li*, Victor C. M. Leung, and Tarik Taleb, “Federated Deep Reinforcement Learning for Internet of Things with Decentralized Cooperative Edge Caching”, IEEE Internet of Things Journal (IoT J), 2020, DOI: 10.1109/JIOT.2020.2986803. (JCR-1, IF=9.515)
[25] Xiaofei Wang, Xiuhua Li*, Sangheon Pack, Zhu Han, and Victor C.M. Leung, “STCS: Spatial-Tempor al Collaborative Sampling in Flow-aware Software Defined Networks”, IEEE Journal on Selected Areas in Communications (JSAC), 2020, 38(6): 999-1013. (JCR-1, CCF-A, IF=9.302)
[24] Xiongwei Wu, Qiang Li, Xiuhua Li, Victor C.M. Leung, and P. C. Ching, “Joint Long-Term Cache Updating and Short-Term Content Delivery in Cloud-Based Small Cell Networks”, IEEE Transactions on Communications (TCOM), 2020, 68(5): 3173-3186. (JCR-1, CCF-B, IF=5.69)
[23] Chun Sun, Hui Li, Xiuhua Li*, Junhao Wen, Qingyu Xiong, and Wei Zhou, “Convergence of Recommender Systems and Edge Computing: A Comprehensive Survey”, IEEE Access, 2020, 8(1): 47118-47132.(JCR-1, IF=4.098)
[22] Feng Li, kwokyan Lam, Xiuhua Li*, Zhengguo Sheng, and Li Wang, “Advances and Emerging Challenges in Cognitive Internet of Things”, IEEE Transactions on Industrial Informatics (TII), 2020, 16(8): 5489-5496. (JCR-1, IF=5.43)
[21] Feng Li, Kwok-Yan Lam, Min Jia, Kanglian Zhao, Xiuhua Li, and Li Wang, “Spectrum Optimization for Satellite Communication Systems with Heterogeneous User Preferences”, IEEE Systems Journal, 2020, 14(2): 2187-2191. (JCR-1, IF=4.463)
[22] Huan Zhou*, Hui Wang, Ning Wang, Dawei Li, Yue Cao, Xiuhua Li*, and Jie Wu, “Exploiting Mobile Social Networks from Temporal Perspective: A Survey”, IEEE Access, 2019, 7(1): 180818-180834. (JCR-1, IF=4.098)
[19] Qilin Fan,Xiuhua Li, Sen Wang, Shu Fu, and Yueyang Wang, “NA-Caching: An Adaptive Content Management Approach Based on Deep Reinforcement Learning”, IEEE Access, 2019, 7(1): 152014-152022. (JCR-1, IF=4.098)
[18] Xiuhua Li, Xiaofei Wang, Peng-Jun Wan, Zhu Han, and Victor C.M. Leung, “Hierarchical Edge Caching in Device-to-Device Aided Mobile Networks: Modeling, Optimization, and Design”, IEEE Journal on Selected Areas in Communications (JSAC), 2018, 36(8): 1768-1785. (JCR-1, CCF-A, IF=8.085)
[17] Huan Zhou, Hui Wang,Xiuhua Li*, and Victor C.M. Leung, “A Survey of Mobile Data Offloading Techniques”, IEEE Access, 2018, 6: 5101-5111. (JCR-1, IF=3.244,ESI高被引)
[16] Huan Zhou, Hui Wang, Xin Chen,Xiuhua Li*, and Shouzhi Xu, “Data Offloading Techniques through Vehicular Ad Hoc Networks: A Survey”, IEEE Access, 2018, 6: 65250-65259. (JCR-1, IF=3.244,ESI高被引)
[15] Xiuhua Li, Xiaofei Wang, Zhengguo Sheng, Huan Zhou, and Victor C.M. Leung, “Resource Allocation for Cache-enabled Cloud-based Small Cell Networks”, Computer Communications (ComCom), 2018, 127: 20-29. (JCR-2, CCF-C, IF=3.338)
[14] Xin Ge,Xiuhua Li, Hu Jin, Julian Cheng, and Victor C.M. Leung, “Joint User Association and User Scheduling for Load Balancing in Heterogeneous Networks”, IEEE Transactions on Wireless Communications (TWC), 2018, 17(5): 3211-3225. (JCR-1, CCF-B, IF=4.951)
[13] Feng Li, Kwok-Yan Lam,Xiuhua Li, Xin Liu, Li Wang, and Victor C. M. Leung, “Dynamic Spectrum Access Networks with Heterogeneous Users: How to Price the Spectrum?”, IEEE Transactions on Vehicular Technology (TVT), 2018, 67(6): 5203-5216. (JCR-1, IF=4.066)
[12] Chunqiang Hu, Hang Liu, Liran Ma, Yan Huo, Arwa Alrawais,Xiuhua Li, Hong Li, Qingyu Xiong, “A Secure and Scalable Data Communication Scheme in Smart Grids", Wireless Communications and Mobile Computing (WCMC), 2018: 1-17. (JCR-3, CCF-C, IF=1.899)
[11] Xiuhua Li, Xiaofei Wang, Keqiu Li, Zhu Han, and Victor C.M. Leung, “Collaborative Multi-tier Caching in Heterogeneous Networks: Modeling, Analysis, and Design”, IEEE Transactions on Wireless Communications (TWC), 2017, 16(10): 6926-6939. (JCR-1, CCF-B, IF=4.951)
[10] Xiuhua Li, Xiaofei Wang, and Victor C.M. Leung, “Optimizing Power Allocation in Wireless Networks: Are the Implicit Constraints Really Redundant?”, Computer Communications (ComCom), 2017, 111: 153-164. (JCR-2, CCF-C, IF=3.338)
[9] Xiuhua Li*, Xiaofei Wang, Keqiu Li, and Victor C.M. Leung, “CaaS: Caching as a Service for 5G networks”, IEEE Access, 2017, 5: 5982-5993. (JCR-1, IF=3.244)
[8] Chunsheng Zhu,Xiuhua Li, Victor C.M. Leung, Laurence T. Yang, Edith C.H. Ngai, and Lei Shu, “Towards Pricing for Sensor-Cloud”, IEEE Transactions on Cloud Computing (TCC), 2017, DOI: 10.1109/TCC.2017.2649525. (JCR-1, IF=7.928)
[7] Peiran Wu, and Xiuhua Li, “Robust Optimization of SC-FDE Based Multihop DF Relay Systems with Imperfect CSI”, IEEE Transactions on Vehicular Technology (TVT), 2017, 66(3): 2862-2867. (JCR-1, IF=4.066)
[6] Yuanfang Chi,Xiuhua Li, Xiaofei Wang, Victor C.M. Leung, and Abdallah Shami, “A Fairness-Aware Pricing Model for Infrastructure as a Service Cloud”, IEEE Systems Journal, 2017, 11(2): 1006-1017. (JCR-1, IF=3.882)
[5] Xiuhua Li, Xin Ge, Xiaofei Wang, Julian Cheng, and Victor C.M. Leung, “Energy Efficiency Optimization: Joint Antenna-Subcarrier-Power Allocation in OFDM-DASs”, IEEE Transactions on Wireless Communications (TWC), 2016, 15(11): 7470-7483. (JCR-1, CCF-B, IF=4.951)
[4] Xiaofei Wang,Xiuhua Li, Victor C.M. Leung, “Artificial Intelligence Based Techniques for Emerging Heterogeneous Network: State of the Arts, Opportunities and Challenges”, IEEE Access, 2015, 3: 1379-1391. (JCR-1, IF=3.244)
[3] Xiuhua Li, Lin Ma, Xuezhi Tan and Xin Liu, “Novel Pilot-Aided Ridge Regression Channel Estimation for SC-FDE System on Time-Varying Frequency Selective Fading Channel”, Journal of Harbin Institute of Technology, 2013, 20(1): 23-27.
[2] Xin Liu,Xiuhua Li, Rongfei Fan, and Xuezhi Tan, “Multi-slots Wideband Cooperative Spectrum Sensing Based on Weighed Data Fusion in Cognitive Radio”, Journal of Harbin Institute of Technology, 2013, 20(1): 1-7.
[1] Xin Liu, Min Jia,Xiuhua Liand Xuezhi Tan, “Transform Domain Communication System Based on Double-Threshold Spectrum Estimation”, Journal of Harbin Institute of Technology, 2013, 45(7): 103-108.
会议论文(节选)
[24] Shitong Cheng, Zhenghui Xu, Xiuhua Li*, Xiongwei Wu, Qilin Fan, Xiaofei Wang, and Victor C.M. Leung, “Task Offloading for Automatic Speech Recognition in Edge-Cloud Computing Based Mobile Networks”, IEEE ISCC, 2020. (CCF-C)
[23] Zhao Ming, Chuan Sun, Xiuhua Li*, Qilin Fan, Xiaofei Wang, and Victor C.M. Leung, “Ensemble Learning Based Sleeping Cell Detection in Cloud Radio Access Networks”, IEEE ISCC, 2020. (CCF-C)
[22] Chuan Sun, Hui Li, Xiuhua Li*, Junhao Wen, Qingyu Xiong, Xiaofei Wang, and Victor C.M. Leung, “Task Offloading for End-Edge-Cloud Orchestrated Computing in Mobile Networks”, IEEE WCNC, 2020. (CCF-C)
[21] Ruibin Li, Yiwei Zhao, Chenyang Wang, Xiaofei Wang, Victor C.M. Leung, Xiuhua Li, and Tarik Taleb, "Edge Caching Replacement Optimization for D2D Wireless Networks via Weighted Distributed DQN", IEEE WCNC, 2020. (CCF-C)
[20] Xiuhua Li*, Xiaofei Wang, Zhengguo Sheng, Chunqiang Hu, and Victor C.M. Leung, “Popularity-Prediction-Driven Hierachical Caching in Fog-Cloud based Radio Access Networks”, ACM TUR-C, 2019.
[19] Xiongwei Wu, Qiang Li,Xiuhua Li*#, Victor C.M. Leung, and P.C. Ching, “Joint Long-Term Cache Allocation and Short-Term Content Delivery in Green Cloud Small Cell Networks”, IEEE ICC, 2019. (CCF-C)
[18] Xiongwei Wu,Xiuhua Li*#, Qiang Li, Victor C.M. Leung, and P.C. Ching, “Latency Driven Fronthaul Bandwidth Allocation and Cooperative Beamforming For Cache-enabled Cloud-based Small Cell Networks”, IEEE ICASSP, 2019. (CCF-B)
[17] Xuan Luo, Wei Cai, Zehua Wang,Xiuhua Li, and Victor C.M. Leung, “A Payment Channel Based Hybrid Decentralized Ethereum Token Exchange”, IEEE International Conference on Blockchain and Cryptocurrency (ICBC), 2019.
[16] Ding Li, Yiwen Han, Chenyang Wang, Gaotao Shi, Xiaofei Wang,Xiuhua Li, and Victor C.M. Leung, “Deep Reinforcement Learning for Cooperative Edge Caching in Future Mobile Networks”, IEEE WCNC, 2019. (CCF-C)
[15] Chenyang Wang, Shanjia Wang, Ding Li, Xiaofei Wang,Xiuhua Li, and Victor C.M. Leung, “Q-Learning based Edge Caching Optimization for D2D Enabled Hierarchical Wireless Networks”, IEEE MASS, 2018. (CCF-C)
[14] Xiuhua Li, Xiaofei Wang, Keqiu Li, and Victor C.M. Leung, “Collaborative Hierarchical Caching for Traffic Offloading in Heterogeneous Networks”, IEEE ICC, May 2017. (CCF-C)
[13] Xiuhua Li, Xiaofei Wang, Keqiu Li, Hongjun Chi, and Victor C.M. Leung, “Resource Allocation for Content Delivery in Cache-enabled OFDMA Small Cell Networks”, IEEE VTC-Fall, 2017.
[12] Xiuhua Li, Peiran Wu, Xiaofei Wang, Keqiu Li, Zhu Han, and Victor C.M. Leung, “Collaborative Hierarchical Caching in Cloud Radio Access Networks”, IEEE INFOCOM Workshop, 2017.
[11] Xiuhua Li, Xiaofei Wang, and Victor C.M. Leung, “Weighted Network Traffic Offloading in Cache-enabled Heterogeneous Networks”, IEEE ICC, 2016. (CCF-C)
[10] Xiuhua Li and Victor C.M. Leung, “Optimizing Power Allocation in Wireless Networks: Are the Implicit Constraints Really Redundant?”, AdhocNets, 2016.
[9] Xin Ge,Xiuhua Li*#, Hu Jin, Julian Cheng, and Victor C.M. Leung, “Joint User Association and Scheduling for Load Balancing in Heterogeneous Networks”, IEEE Globecom, 2016. (CCF-C)
[8] Xiaofei Wang,Xiuhua Li*#, and Victor C.M. Leung, “TASA: traffic offloading by tag-assisted social-aware opportunistic sharing in mobile social networks”, IEEE LANMAN, 2015. (CCF-C)
[7] Xin Ge, Hu Jin,Xiuhua Li*#, and Victor C.M. Leung, “Opportunistic Fair Resource Sharing with Secrecy Considerations in Uplink Wiretap Channels”, IEEE WCNC, 2015. (CCF-C)
[6] Chunsheng Zhu,Xiuhua Li*#, Victor C.M. Leung, and Laurence T. Yang, “Job Scheduling for Cloud Computing Integrated with Wireless Sensor Network”, IEEE CloudCom, 2015.
[5] Chunsheng Zhu, Victor C.M. Leung, Laurence T. Yang, Lei Shu, Joel J.P.C. Rodrigues, and Xiuhua Li, “Trust Assistance in Sensor-Cloud”, IEEE INFOCOM Workshop, 2015.
[4] Xiuhua Li, Xiaofei Wang, Shijie Xiao, and Victor C.M. Leung, “Delay Performance Analysis of Cooperative Cell Caching in Future Mobile Networks”, IEEE ICC, 2015. (CCF-C)
[3] Xiuhua Li, Xiaofei Wang, Chunsheng Zhu, Wei Cai, and Victor C.M. Leung, “Caching-as-a-Service: Virtual Caching Framework in the Cloud-based Mobile Networks”, IEEE INFOCOM Workshop, 2015.
[2] Xiuhua Li, Xin Ge, Feng Li, and Victor C.M. Leung, “Max-Min Fair Resource Allocation for Min-Rate Guaranteed Services in Distributed Antenna Systems”, IEEE VTC-Fall, 2014.
[1] Xiaofei Wang,Xiuhua Li*#, Victor C.M. Leung, and Panos Nasiopoulos, “A Framework of Cooperative Cell Caching for the Future Mobile Networks”, HICSS, 2014. (CCF-C)