基本信息
周鑫  男  硕导  中国科学院软件研究所
电子邮件: zhou_200391@163.com
通信地址: 北京海淀区中关村南四街4号 中科院软件所
邮政编码: 100190

研究领域

智能信息处理,射频深度学习,认知无线电


招生信息

招生专业
081203-计算机应用技术
085400-电子信息
083500-软件工程
招生方向
射频机器学习,智能信息处理

教育背景

2012-09--2017-06   中国科学院大学   博士
2007-07--2009-06   华中科技大学   硕士
2003-07--2007-06   华中科技大学   学士
学历
研究生
学位
博士

工作经历

   
工作简历
2017-10~现在, 中科院软件所, 高级工程师
2011-11~2012-08,中科院软件所, 工程师
2009-07~2011-11,中科院软件所, 助理工程师

专利与奖励

   
奖励信息
(1) 所优青计划, 研究所(学校), 2018
(2) 复杂地形环境下超短波认知通信技术, 二等奖, 部委级, 2017
专利成果
[1] 肖祎晨, 周鑫, 任海玉, 胡明明, 邱源. 一种基于多小波基联合的数字信号自适应码率估计方法和装置. CN: CN110690931B, 2020-12-22.
[2] 邱源, 何晓新, 周鑫, 任海玉, 肖祎晨. 基于解调软输出的MSK载波同步与解调系统及方法. CN: CN108449303B, 2020-03-17.
[3] 高龙飞, 任海玉, 肖祎晨, 邱源, 周鑫, 胡月梅. 一种超短波无线电台的信道建模方法. CN: CN110113774A, 2019-08-09.
[4] 周鑫, 何晓新, 邱源, 任海玉. 一种基于端到端卷积神经网络的无线电信号识别方法. 中国: CN108764013A, 2018-11-06.
[5] 刘瑞芳, 高升, 徐蔚然, 周鑫, 何晓新. 一种基于混叠信号深度学习的跳频信号判别方法. 中国: CN108736918A, 2018-11-02.

出版信息

   
发表论文
[1] 周鑫, 恽星彤. Exploring Self-supervised Learning for Radio Signal Recognition. The 16th International Conference on Green, Pervasive, and Cloud Computingnull. 2021, [2] Zhou Xin, 陈万祺. UCBFed: Using Reinforcement Learning Method to Tackle the Federated Optimization Problem. 21th IFIP International Conference on Distributed Applications and Interoperable Systems[J]. 2021, [3] Zhou, Xin, Xiao, Yichen, Hu, Mingming, Liu, Lixiang, Yu, Q. Wireless Signal Recognition Based on Deep Learning for LEO Constellation Satellite. SPACE INFORMATION NETWORKS, SINC 2019null. 2020, 1169: 275-285, [4] Zhou Xin. Radio Source Identification based on Box Dimension of PF and SIB Fusion. IEEE International Conference on Signal, Information and Data Processing. 2019, [5] Zhou Xin, Zheng Changwen. Priority access for QoS support in distributed wireless networks. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS[J]. 2019, 30(6): 1202-1211, http://lib.cqvip.com/Qikan/Article/Detail?id=7100677255.
[6] 周鑫, 何晓新, 郑昌文. 基于图像深度学习的无线电信号识别. 通信学报[J]. 2019, 40(7): 114-125, [7] Zhou Xin. A Deep Convolutional Network Demodulator for Mixed Signals with Different Modulation Types. The 15th International Conference on Pervasive Intelligence and Computing (PIC). 2017, [8] Zhou Xin. A Deep Learning Method to Estimate Independent Source Number. The 4th International Conference on Systems and Informatics (ICSAI). 2017, [9] 周鑫. 分布式无线网络随机信道接入技术研究. 2017, http://ir.iscas.ac.cn/handle/311060/18962.
[10] Zhou Xin, Pei Xiaodong, Peng Qian, Wang Yi, Bourennane S. Optimal multicast mechanism selection for wireless networks. WIRELESS COMMUNICATION AND SENSOR NETWORKnull. 2016, 265-272, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000432078200032.
[11] Zhou, Xin, Zheng, Changwen, Liao, Mingxue. Full-feedback contention window adaption for IEEE 802.11 WLANs. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS[J]. 2016, 27(1): 90-98, http://lib.cqvip.com/Qikan/Article/Detail?id=668152128.
[12] Zhou Xin, Zheng Changwen, Gervasi O, Murgante B, Misra S, Rocha AMAC, Torre CM, Tanier D, Apduhan BO, Stankova E, Wang S. In-band Busy Tone Protocol for QoS Support in Distributed Wireless Networks. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2016, PT Inull. 2016, 9786: 555-562, [13] Zhou Xin. Busy-tone Based Prioritized Access for Distributed Wireless Networks. The 17th IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM). 2016, [14] Zhou Xin. Spectrum Prediction based on Improved Back-Propagation Neural Network. The 11th International Conference on Natural Computation (ICNC). 2015, [15] Zhou Xin. Adaptive Contention Window Tuning for IEEE 802.11. The 22nd International Conference on Telecommunications (ICT). 2015, [16] Bai Suya, Zhou Xin, Xu Fanjiang, Xiao Z, Tong Z, Li K, Wang X, Li K. Spectrum Prediction based on Improved-Back-Propagation Neural Networks. 2015 11TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC)null. 2015, 1006-1011, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000380617000174.
[17] Zhou, Xin, Zheng, Changwen, Liao, Mingxue, IEEE. Full-feedback Backoff Algorithm for Distributed Wireless Networks. 2015 INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC)null. 2015, 1079-1084, [18] Zhou Xin. "Soft Decision" Spectrum Prediction based on Back-Propagation Neural Network. International IEEE Conference on Computing, Management and Telecommunication (ComManTel). 2014, [19] Bai Suya, Zhou Xin, Xu Fanjiang. "Soft decision" spectrum prediction based on back-propagation neural networks. 2014 IEEE International Conference on Computing, Management and Telecommunications, ComManTel 2014null. 2014, 128-133, http://ir.iscas.ac.cn/handle/311060/16638.
[20] Bai Suya, Zhou Xin, Xu Fanjiang, IEEE. "Soft Decision" Spectrum Prediction based on Back-Propagation Neural Networks. 2014 INTERNATIONAL CONFERENCE ON COMPUTING, MANAGEMENT AND TELECOMMUNICATIONS (COMMANTEL)null. 2014, 128-133, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000356142800025.

科研活动

   
科研项目
( 1 ) 基于数据驱动的智能频谱认知技术研究, 主持, 国家级, 2017-06--2019-07
( 2 ) 战术认知无线电技术, 参与, 国家级, 2017-06--2020-12
( 3 ) 高可通宽带无线传输技术, 参与, 国家级, 2017-01--2020-12
( 4 ) XY-2卫星网络层通信协议设计与路由载荷软件研制, 参与, 院级, 2018-05--2019-12
( 5 ) 基于图像深度学习的xx无线电集群协同识别技术研究, 主持, 国家级, 2018-11--2019-11
( 6 ) 海上侦察演示验证, 参与, 国家级, 2020-12--2022-06
( 7 ) 天智杯电磁信号识别, 主持, 国家级, 2021-04--2022-02
( 8 ) 无人平台集群组网, 主持, 部委级, 2021-06--2022-07
参与会议
(1)Wireless Signal Recognition Based on Deep Learning for LEO Constellation Satellite   2019-09-20
(2) In-band Busy Tone Protocol for QoS Support in Distributed Wireless Networks   2016-07-04
(3)Busy-tone Based Prioritized Access for Distributed Wireless Networks   2016-06-22
(4)Full-feedback Backoff Algorithm for Distributed wireless Networks   2015-08-26
(5)Adaptive Contention Window Tuning for IEEE 802.11   2015-04-25

指导学生

现指导学生

陈万祺  硕士研究生  081203-计算机应用技术  

顾子茵  硕士研究生  083500-软件工程  

恽星彤  硕士研究生  085212-软件工程  

李晴  硕士研究生  085400-电子信息  

韩泽瑞  硕士研究生  083500-软件工程