牛曉光
437bwin必贏國際官網 計算機科學系 網絡研究所
姓名:牛曉光
主頁:
性別:男
職稱:教授 (博導,碩導)
學歷學位:博士
電話:02768775255
辦公地點:C306
E-mail:xgniu ▇ whu.edu.cn 請手工替換符號
領域:大數據挖掘管理與分析,機器學習與智能交互,計算機網絡,模式識別,網絡安全,無線網絡,物聯網,智能計算
招生信息:2019年度招收碩士3名,招收方向:計算機科學與技術(學碩),軟件工程(學碩)。 招收博士1名,招收方向:計算機科學與技術,軟件工程。
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研究方向
大數據挖掘管理與分析,機器學習與智能交互,計算機網絡,模式識別,網絡安全,無線網絡,物聯網,智能計算
教育背景
牛曉光,437bwin必贏國際官網教授,CCF/IEEE/ACM會員,CCF物聯網專委會委員,教育部創新團隊成員。研究領域包括移動感知與智能計算、物聯網、空間智能認知與位置服務、計算機網絡、網絡安全與隱私保護、模式識別/人工智能在移動計算/位置服務方面的應用。主持國家自然科學基金2項,國家重點研發計劃項目子課題2項,湖北省自然科學基金2項,湖北省教改項目1項,教育部重點實驗室開放基金1項。作為研究骨干獲中國測繪科技進步特等獎1項,北京市科技進步三等獎1項;在國際期刊和會議發表論文30余篇(SCI 檢索21篇),擔任多個國際會議/SCI期刊的審稿人。
工作經驗
教授課程
《計算機網絡》、《物聯網定位技術》、《物聯網應用與技術》
發表論文
近期論文:
[1] Xiaoguang Niu, Kaiyi Zou, Da Shen, Steve Drew, Shaowu Wu, GuangyiGuo, Ruizhi Chen. UltraMotion: High-precision Ultrasonic Arm Tracking for Real-world Exercises. in IEEE Transactions on Mobile Computing, pp. 1-18, doi: 10.1109/TMC.2023.3241077.
[2] Yuanzhuo Xu,Xiaoguang Niu, Jie Yang, Steve Drew, Jiayu Zhou, Ruizhi Chen. USDNL: Uncertainty-based Single Dropout in Noisy Label Learning. In 37th AAAI Conference on Artificial Intelligence(AAAI), pp. 1-7, AAAI, 2023. (EI檢索)
[3] Shiwen Gong, Dandan Liu, MdZakirulAlamBhuiyan, and Xiaoguang Niu. OCP: an OLAP-based bus crowdedness smart-perceiving mechanism for urban transportation. Connection Science 34, no. 1 (2022): 2066-2083.(SCI檢索)
[4] 陳銳志,錢隆,牛曉光,徐詩豪,陳亮,裘超. 基于數據與模型雙驅動的音頻/慣性傳感器耦合定位方法. 測繪學報. 51(7):1160-1171, 2022. (EI檢索)
[5] Chao Qiu, Yuanzhuo Xu, Yu Zhu, LuyaoXie, Da Shen, Junhui Huang, and Xiaoguang Niu. MAGINS: Neural Network Inertial Navigation System Corrected by Magnetic Information. In 2021 IEEE International Performance, Computing, and Communications Conference (IPCCC), pp. 1-8. IEEE, 2021.(EI檢索)
[6] XingxingXiong, Shubo Liu, Dan Li, ZhaohuiCai, and Xiaoguang Niu. Real-time and private spatio-temporal data aggregation with local differential privacy. Journal of Information Security and Applications 55 (2020): 102633.(SCI檢索)
[7] Siyu Chen, Yu Zhu, Xiaoguang Niu, and Zhiyong Hu. Improved window segmentation for deep learning based inertial odometry. 2020 IEEE 39th International Performance Computing and Communications Conference (IPCCC), pp. 1-7. IEEE, 2020.(EI檢索)
[8] XingxingXiong, Shubo Liu, Dan Li, ZhaohuiCai, and Xiaoguang Niu. A comprehensive survey on local differential privacy. Security and Communication Networks 2020 (2020).(SCI檢索)
[9] Xiaoguang Niu, LuyaoXie, Jiawei Wang, Haiming Chen, Dandan Liu, and Ruizhi Chen. AtLAS: An activity-based indoor localization and semantic labeling mechanism for residences. IEEE Internet of Things Journal 7, no. 10 (2020): 10606-10622.(SCI檢索)
[10] Shiyu Li, Dengpan Ye, Shunzhi Jiang, Changrui Liu, Xiaoguang Niu, and Xiangyang Luo. Anti-steganalysis for image on convolutional neural networks. Multimedia Tools and Applications 79, no. 7 (2020): 4315-4331.(SCI檢索)
[11] XingxingXiong, Shubo Liu, Dan Li, Jun Wang, and Xiaoguang Niu. Locally differentially private continuous location sharing with randomized response. International Journal of Distributed Sensor Networks 15, no. 8 (2019): 1550147719870379.(SCI檢索)
[12] Fangfang Ma, Shubo Liu, XingxingXiong, and Xiaoguang Niu. Privacy protection based on local differential privacy for numerical sensitive data of wearable devices. Journal of Computer Applications 39, no. 7 (2019): 1985.(SCI檢索)
[13] Zhibo Wang, Jiahui Hu, Qian Wang, RuizhaoLv, Jian Wei, Honglong Chen, and Xiaoguang Niu. Task-bundling-based incentive for location-dependent mobile crowdsourcing. IEEE Communications Magazine 57, no. 2 (2019): 54-59.(SCI檢索)
[14] Zheng Li, Jingbin Liu, Fan Yang, Xiaoguang Niu, Leilei Li, Zemin Wang, and Ruizhi Chen. A Bayesian density model based radio signal fingerprinting positioning method for enhanced usability. Sensors 18, no. 11 (2018): 4063.(SCI檢索)
[15] Xiaoguang Niu, Chun Zhang, Ankang Wang, Jingbin Liu. A Crowdsourcing-based Wi-Fi Fingerprinting Mechanism Using Un-Supervised Learning. International Conference on Wireless Algorithms, Systems, and Applications (WASA2018), pp. 1-9, Mar., 2018.(EI檢索)
[16] Zhibo Wang, Ran Tan, Jiahui Hu, Jing Zhao, Qian Wang, Feng Xia, and Xiaoguang Niu. Heterogeneous incentive mechanism for time-sensitive and location-dependent crowdsensing networks with random arrivals. Computer Networks, 131(2018), pp.96-109, 2018. (SCI檢索)
[17] Xiaoguang Niu, Jiawei Wang, Qiongzan Ye, Yihao Zhang. A Privacy-Preserving Incentive Mechanism for Participatory Sensing Systems. Security and Communication Networks (SCN), pp.1-15, 2018. doi:10.1155/2018/2593537. (SCI檢索)
[18] Xiaoguang Niu, Zhen Wang, Qiongzan Ye, Yihao Zhang, Jiawei Wang. A hierarchical-learning-based crowdedness estimation mechanism for crowdsensing buses. IEEE International Performance Computing and Communications Conference (IPCCC2017), pp. 1-8, Dec., 2017. (EI檢索)
[19] Xiaoguang Niu, Yihao Zhang, Yalan Yao, Xu Chen*, JosepMiquelJornet, Jin Liu. An Energy-Efficient Source-Anonymity Protocol in Surveillance Systems. Personal and Ubiquitous Computing (PUC), 20(5), pp.771-783, 2016. (SCI檢索)
[20] Ziwei Liu, Xiaoguang Niu, Xu Lin, Ting Huang, Yunlong Wu, Hui Li. A Task-centric Cooperative Sensing Scheme for Mobile Crowdsourcing Systems. Sensors, 16(5):1-19, 2016. (SCI檢索)
[21] Xiaoguang Niu, Yihao Zhang, Ting Huang, Xiaoping Wu. OSim: An OLAP-based Similarity Search Service Solver for Dynamic Information Networks. International Conference on Wireless Algorithms, Systems, and Applications (WASA2016), LNCS, Vol. 9798, pp.536-547, Aug. 2016. (EI檢索)
[22] 牛曉光, 魏川博. 無線傳感網中能量均衡高效的源位置隱私保護協議. 通信學報, 37(4):2016069, 2016. (EI檢索)
[23] Xiaoguang Niu, Ying Zhu, Qingqing Cao, Kun Zheng, Wei Xie. An Online Traffic Prediction Based Routing Service Mechanism for Smart City. International Journal of Distributed Sensor Networks IJDSN, 2015(970256):1-16, 2015. (SCI檢索)
[24] 牛曉光, 魏川博, 馮為江, 彭國軍, 張煥國. ONSA:傳感網中基于優化非均勻統計特性的源匿名協議. 通信學報, 36(6):2015143, 2015. (EI檢索)
[25] Jin Liu, Juan Li, Xiaohui Cui, Xiaoguang Niu, Xiaoping Sun, Jing Zhou. Social Sensing Enhanced Time Estimation for Bus Service. Concurrency and Computation: Practice and Experience, 27(15), pp. 3961-3981, 2015. (SCI檢索)
[26] Jin Liu, Juan Li, Xiaoguang Niu, Xiaohui Cui, Yunchuan Sun. GreenOCR: An Energy-efficient Optimal Clustering Routing Protocol. Computer Journal. 58(6), pp.1344-1359, 2015. (SCI檢索)
[27] Xiaoguang Niu, Meng Li, Qianyuan Chen, Qingqing Cao, Houzhen Wang. EPPI: An E-cent-based Privacy-preserving Incentive Mechanism for Participatory Sensing Systems. IEEE International Performance Computing and Communications Conference (IPCCC2014), pp. 1-8, Dec., 2014. (EI檢索)
[28] Xiaoguang Niu, Ying Zhu, Xining Zhang. DeepSense: A Novel Learning Mechanism for Traffic Prediction with Taxi GPS Traces. IEEE Global Telecommunications Conference (GLOBECOM2014), pp. 2805-2810, Dec., 2014. (EI檢索)
[29] Xiaoguang Niu, Meng Li, Jin Liu. WTrack: HMM-based Walk Pattern Recognition and Indoor Pedestrian Tracking Using Phone Inertial Sensors. Personal and Ubiquitous Computing (PUC), 18(8), pp.1901-1915, 2014. (SCI檢索)
[30] Xiaoguang Niu, Chuanbo Wei, Weijing Feng. OSAP: Optimal-cluster-based Source Anonymity Protocol in Delay-sensitive Wireless Sensor Networks. IEEE Wireless Communications and Networking Conference (WCNC 2014), pp.2880- 2885, Apr., 2014(EI檢索)
獲獎情況:
2022 中國測繪科技進步獎特等獎
2018 全國研究生移動終端應用設計創新大賽一等獎 - "優秀指導教師"
2018 中國高校計算機大賽-"優秀指導教師"
2013 全國大學生信息安全競賽一等獎 - "優秀指導教師"
2014 北京科技進步三等獎
科研課題
研究團隊
本課題組招收博士/碩士研究生和優秀本科生,將為學生提供良好的工作學習環境、待遇和悉心的指導,歡迎有意從事物聯網、移動感知與智能計算、空間智能認知與位置服務、模式識別、群智感知隱私保護方向研究的同學與我聯系。課題組將努力引導學生接觸最新的科學研究,發表高水平研究成果,為將來畢業工作或繼續深造打造良好的基礎。對于優秀學生,本課題組將提供去國外高校學習交流的機會,以及推薦到國內外知名大學攻讀博士學位。
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