杨洋,博士,副教授
https://csyang2018.github.io/en/
湖北大学人工智能学院
武汉, 430062,中国
Email: yangyang@hubu.edu.cn
个人简介
杨洋,分别于2009年与2012年于武汉理工大学取得学士和硕士学位,2014年受国家留学基金委资助在加拿大西蒙菲莎大学访学,2017年于华中科技大学取得博士学位。2017年至今任湖北大学人工智能学院副教授。主要研究领域为边缘计算,移动计算和机器学习(特别是联邦学习)。分别于2020年与2019年作为项目负责人获得国家自然科学基金(青年)与湖北省自然科学基金项目资助;于2020年入选省级人才计划。
教学工作
计算机通信网(本科);现代计算机网络(硕士)
招生工作
寻找自我驱动的学生加入我的研究小组(本科实习生或报考硕士研究生),共同研究前沿课题。欢迎在计算机网络与机器学习方面有较强研究基础的候选人加入。有数学建模/分析、编程等方面能力的同学优先。欢迎随时发邮件(yangyang@hubu.edu.cn)与我联系,邮件请附带您的个人简历。
引用爱因斯坦一句话:“Everybody is a genius. But if you judge a fish by its ability to climb a tree, it will live its whole life believing that it is stupid”。
项目资助
国家自然科学基金(青年), No.62002104, 项目负责人, 01/2021-12/2023.
湖北省自然科学基金, No.2019CFB191, 项目负责人, 01/2019-12/2021.
国家留学基金委,访问学者, Simon Fraser University, Canada, 09/2013-08/2014.
荣誉和奖项
湖北省级人才计划, 2021
江苏省双创博士, 2019
专著
1. Chen Wang, Meijun Li, Gaoyang Liu, Jialin Tian,Yang Yang, and Shaohua Wan. Blockchain Consensuses and Incentives. InBlockchains in Networks: Principles, Technologies, and Applications, Chapter 3. Haojun Huang, Lizhe Wang, Yulei Wu and Kim-Kwang Raymond Choo, Eds. IET Press, 2020.
科研论文
·[ISPA'23]Yuying Li (my student),Yang Yang*, Chen Wang, Runqin Liu, Hongbo Jiang, Wenping Liu. Partial Deep Domain Adaptation for Non-Intrusive Load Monitoring. InProceedings of The 21st IEEE International Symposium on Parallel and Distributed Processing with Applications.
·[ISPA'23]Chunming Liu (my student), Daniyal M Alghazzawi, Li Cheng, Gaoyang Liu, Chen Wang, Cheng Zeng,Yang Yang*. Disentangling Client Contributions: Improving Federated Learning Accuracy in the Presence of Heterogeneous Data. InProceedings of The 21st IEEE International Symposium on Parallel and Distributed Processing with Applications.
·[ISPA'23]Zhen Wang (my student), Daniyal M Alghazzawi, Li Cheng, Gaoyang Liu, Chen Wang, Cheng Zeng,Yang Yang*. FedCSA: Boosting the Convergence Speed of Federated Unlearning under Data Heterogeneity. InProceedings of The 21st IEEE International Symposium on Parallel and Distributed Processing with Applications.
·[TMC'23]Xiaoqiang Ma, Fengxiang Ding, Kai Peng,Yang Yang, and Chen Wang. CP-Link: Exploiting Continuous Spatio-Temporal Check-in Patterns for User Identity Linkage.IEEE Transactions on Mobile Computing. Vol.22(8):4594-4606, 2023.
·[DCN'22]Chen Wang, Jian Chen,Yang Yang*, Xiaoqiang Ma, and Jiangchuan Liu. Poisoning attacks and countermeasures in intelligent networks: Status quo and prospects.Digital Communications and Networks. Vol.8(2):225-234, 2022.
·[IWQoS'21]Gaoyang Liu, Xiaoqiang Ma,Yang Yang, Chen Wang, and Jiangchuan Liu. FedEraser: Enabling Efficient Client-Level Data Removal from Federated Learning Models. InProceedings of IEEE/ACM 29th International Symposium on Quality of Service. 1-10, 2021.
·[MNET'21]Gaoyang Liu, Chen Wang, Xiaoqiang Ma, andYang Yang. Keep Your Data Locally: Federated Learning Based Data Privacy Preservation in Edge Computing.IEEE Network Magazine. Vol.35(2):60-66, 2021.
·[DAPD'20]Gaoyang Liu, Rui Zhang,Yang Yang, Chen Wang, and Ling Liu. GPS Spoofed or Not? Exploiting RSSI and TSS in Crowdsourced Air Traffic Control Data.Springer Distributed and Parallel Databases. Vol.39:231-257, 2021.
·[IoT-J'19]Ping Zhao, Hongbo Jiang, Chen Wang, Haojun Huang, Gaoyang Liu, andYang Yang. On the Performance of k-Anonymity Against Inference Attacks With Background Information.IEEE Internet of Things Journal. Vol.6(1): 808-819, 2019.
·[TURC'19]Yufu Jia, Wenping Liu, Hongbo Jiang, Yamin Li, Guoyin Jiang, Zhicheng Lui,Yang Yang, and Jing Xing. A unified framework for constrained linearization of 2D/3D sensor networks with arbitrary shapes.ACM Turing 50th Celebration Conference. 31:1-31:5, 2019.
·[TMC'18]Yang Yang, Wenping Liu, Hongbo Jiang, Chen Wang, Desheng Wang, and Hongzhi Lin. SNP: A 1-Manifold Skeleton-based Navigation Protocol in 3D Sensor Networks.IEEE Transactions on Mobile Computing. Vol.17(12):2912-2924, 2018.
·[TMC'17]Yang Yang, Tingwei Liu, Xiaoqiang Ma, Hongbo Jiang, and Jiangchuan Liu. FRESH: Push the Limit of D2D Communication Underlaying Cellular Networks.IEEE Transactions on Mobile Computing. Vol.16(6): 1630-1643, 2017.
·[INFOCOM Workshops'17]Haizhen Liu, Yanrong Peng, Desheng Wang, Xiaoqiang Ma,Yang Yang, Yanyan Wu, and Cong Zhang. On optimizing power allocation and power splitting for MISO SWIPT systems with heterogeneous users. InProceedings of IEEE International Conference on Computer Communications. 577-582, 2017.
·[ToN'16]Wenping Liu, Tianping Deng,Yang Yang, Hongbo Jiang, Xiaofei Liao, Jiangchuan Liu, Bo Li, and Guoyin Jiang. Towards Robust Surface Skeleton Extraction and Its Applications in 3D Wireless Sensor Networks.IEEE/ACM Transactions on Networking. Vol.24(6):3300-3313, 2016.
·[JSEN'16]Wenping Liu,Yang Yang, Kai Peng, Hongbo Jiang, Xiaofei Liao, Wei Wei, Bo Li, and Xing Jing. A General Framework of Skeleton Extraction in Sensor Networks.IEEE Sensors Journal. Vol.16 (4): 1103-1116, 2016.
·[TC'15]Wenping Liu, Hongbo Jiang,Yang Yang, Xiaofei Liao, Hongzhi Lin, and Zemeng Jin. A Unified Framework for Skeleton Extraction in 2D/3D Sensor Networks.IEEE Transactions on Computers. Vol. 64(5): 1323-1335, 2015.
·[MOBIHOC'14]Wenping Liu,Yang Yang, Hongbo Jiang, Xiaofei Liao, Jiangchuan Liu, and Bo Li. Surface Skeleton Extraction and Its Application for Data Storage in 3D Sensor Networks. InProceedings of ACM International Symposium on Mobile Ad Hoc Networking and Computing. 337-346, 2014.
·[ICNP'13]Wenping Liu, Hongbo Jiang,Yang Yang, and Zemeng Jin. A Unified Framework for Line-like Skeleton Extraction in 2D/3D Sensor Networks. InProceedings of IEEE International Conference on Network Protocols. 1-10, 2013.
·[ICDCS'12]Wenping Liu, Hongbo Jiang, Chonggang Wang, Chang Liu,Yang Yang, Wenyu Liu, and Bo Li. Connectivity-based and Boundary-Free Skeleton Extraction in Sensor Networks. InProceedings of IEEE International Conference on Distributed Computing Systems. 52-61, 2012.
发明专利
张玉强(本人学生); 王钢; 万忠均; 高山清; 蔡琳; 杨洋; 张冬卉;非侵入式检测心肌组织张力和振动的方法,2024-2-23, 中国, ZL 2023 1 1150436.4
刘江川; 樊小毅; 庞海天; 张聪; 杨洋; 邵俊松 ; 一种条码的定位与识别方法, 2022-4-19, 中国, CN110046688B (专利)
刘江川; 张聪; 樊小毅; 庞海天; 杨洋; 邵俊松 ; 一种基于驾驶行为画像的驾驶风险因子量化方法, 2023-3-24, 中国, CN110084534B
樊小毅; 刘江川; 庞海天; 杨洋; 邵俊松; 王隆 ; 一种基于人工智能辅助妊娠期糖尿病遗传风险预测 的方法, 2021-4-30, 中国, CN110246577B
庞海天; 王尧; 杨洋; 陈哲; 张聪 ; 水位预测方法、装置及计算机可读存储介质, 2021-8-27, 中国, CN111737640B (专利)
王尧; 杨洋; 陈哲; 庞海天; 张聪; 樊小毅 ; 一种便于安装部署的疫情防控监控设备, 2021-10-22, 中国, CN112539844B (专利)
庞海天; 樊小毅; 张聪; 杨洋; 陈哲; 王尧 ; 河流的水质预测方法、装置以及计算机可读存储介质, 2021-10-29, 中国, 2021.10.29 (专利)
张玉强; 王钢; 万忠均; 高山清; 蔡琳; 杨洋; 张冬卉 ; 非侵入式检测心肌组织张力和振动的方法, 2024-2-23, 中国, ZL 2023 1 1150436.4 (专利)
刘江川; 樊小毅; 庞海天; 张聪; 杨洋; 邵俊松 ; 一种净水絮凝沉淀投药控制方法, 2022-3-15, 中 国, CN110054274B (专利)