一、基本情况

刘福来，男，博士，教授，博士研究生导师、教育部新世纪人才、河北省优秀教师, 河北省教学名师、秦皇岛市市管优秀专家

联系电话：15033350710    

联系电子邮件：fulailiu@126.com

研究方向： 

(1)电磁环境认知与控制利用            (2)认知无线电及频谱数据处理  

(3)毫米波大规模MIMO系统关键技术   (4)GNSS系统抗干扰技术

(5)压缩感知理论及应用

二、教育背景

(1)1995.08-1999.07 河北师范大学数学系    学士

(2)1999.08-2002.03 东北大学研究生院      硕士

(3)2002.04-2005.08 东北大学研究生院      博士

三、工作经历

(1)2005.09-2007.11 东北大学博士后流动站，石家庄通信测控技术研究所博士后工作站，博士后

(2)2007.11-至今  东北大学秦皇岛分校 讲师、副教授、教授

(3)2009.02-2011.02  东南大学博士流动站 博士后

(4)2012.06-至今    东北大学，东北大学秦皇岛分校 博士生导师

(5)2019.07-至今    东北大学秦皇岛分校 计算中心主任

四、科研情况

作为项目负责人主持国家自然科学基金、河北省基金、河北省科技支撑计划项目等省部级项目10余项。校企合作项目3项。

五、奖励与荣誉

(1)2022年被评为东北大学秦皇岛分校思政教学名师；2020年被评为“河北省教学名师”；2019年获第八届河北省高等教育教学成果奖二等奖；2014年被评为“河北省优秀教师”，同年分别入选“河北省三三三人才第二层次”和“秦皇岛市市管优秀专家”；

(2)2013年入选“教育部新世纪人才支持计划”，同年入选“河北省高校百名优秀创新人才支持计划”；2012年入选“辽宁省高等学校优秀人才支持计划”，同年被评为“秦皇岛市第五届优秀科技工作者”；2011年获“河北省青少年科技创新奖”；2010年被评为“秦皇岛市第八批专业技术拔尖人才”。

七、学术成果

已在《IEEE Transactions on Antennas and Propagation》、《IEEE Transactions on Communications》、《Signal Processing》等国内外重点期刊杂志与国际学术会议上发表学术论文90余篇，其中已被SCI、EI检索收录80余篇，主编出版专著3部，教材2部，授权发明专利10余项。代表性成果如下：

部分学术论文清单

 

[1] Baozhu Shi, Fulai Liu, Ruiyan Du. JCNN-based DD hybrid precoding algorithm with TPSAS structure for FD-MIMO systems[J]. IEEE Wireless Communications Letters, vol.13, no.2, pp.357-361, 2024. JCR1区, SCI影响因子4.6, SCI:001167560000043, 中科院分区3区, EI: 20240215342390.

[2] Baozhu Shi, Fulai Liu, Ruiyan Du. A MCUR-TS hybrid precoding and combining algorithm for MIMO-OFDM systems[J]. IEEE Transactions on Wireless Communications, vol.6, no.23, pp.5488-5502, 2024. JCR1区, SCI影响因子8.9, SCI:001247163400050, 中科院分区1区TOP, EI: 20240215342179.

[3] Aiyi Zhang, Fulai Liu, Ruiyan Du, Guozhu Sun. Multi-mode multiple relationships nuclear norm minimization robust PCA method for IoT data restoration[J]. IEEE Internet of Things Journal, vol.11, no.9, pp.16788-16804, 2024. JCR1区, SCI影响因子8.2, SCI:001295371500035, 中科院分区1区TOP, EI： 20240615526030.

[4] Fulai Liu, Aiyi Zhang, Ruiyan Du, Guozhu Sun. Structural sparse tensor robust PCA method based on cross-entropy for vehicular network data recovery[J]. IEEE Transactions on Vehicular Technology, vol.73, no.8, pp.12038-12051, 2024. JCR1区, SCI影响因子6.1, SCI:001294588500051, 中科院分区2区TOP, EI: 20241415848888.

[5] Fulai Liu, Xiaoyu Li, Xianghuan Yang, Huiyang Shi, Ruiyan Du. Deep Learning Based Joint Hybrid Precoding and Combining Design for mmWave MIMO Systems[J]. IEEE Systems Journal, vol.18, no.1, pp.560-567, 2024. JCR1区, SCI影响因子4, SCI:001188771100071, 中科院分区3区, EI: 20240815571658.

[6] Fulai Liu, Zhuoyao Duan, Lijie Zhang, Baozhu Shi, Yubiao Liu, Ruiyan Du. DPC-CNN algorithm for multiuser hybrid precoding with dynamic structure[J]. IEEE Transactions on Green Communications and Networking, vol.8, no.4, pp.1361-1370, 2024. JCR1区, SCI影响因子5.3, SCI:001360471900042, 中科院分区2区, EI: 20241215760199.

[7] Fulai Liu, Xinyue Lou, Dan Li, Baozhu Shi, Huifang Wang and Ruiyan Du. JPC-GCE algorithm for energy-efficient wideband mmWave systems[J]. IEEE Transactions on Green Communications and Networking, vol.8, no.4, pp.1586-1594, 2024. JCR1区, SCI影响因子5.3, SCI:001360471900021, 中科院分区2区, EI: 20241515888509.

[8] Fulai Liu, Xuefei Sun, Zhibo Su, Ruiyan Du, Yufeng Du, Xiuquan Dou, Aiyi Zhang, Guozhu Sun. CPNN algorithm for adaptive beamforming[J]. IEEE Transactions on Green Communications and Networking, vol.8, no.4, pp.1521-1529, 2024. JCR1区, SCI影响因子5.3, SCI:001360471900045, 中科院分区2区, EI: 20242316203998.

[9] Fulai Liu, Xuefei Sun, Ruxin Liu, Hao Qin, Baozhu Shi, Ruiyan Du. AWB-FCNN algorithm for mainlobe interference suppression[J]. IEEE Transactions on Green Communications and Networking, 2024. JCR1区, SCI影响因子5.3, 中科院分区2区, EI: 20242716607955.

[10] Fulai Liu, Baozhu Shi, Ruiyan Du. A TPSAS-Based TSDD hybrid precoding algorithm for FD-MIMO systems[J]. IEEE Transactions on Communications, 2024. JCR1区, SCI影响因子7.2, 中科院分区2区TOP, EI: 20242816673869.

[11] Fulai Liu, Jinwei Yang, Qiuying Yu, Junjie Ge, Ruiyan Du, Aiyi Zhang. Wideband adaptive beamforming via multi-scale channel attention convolutional neural network[J]. IEEE Sensors Journal, vol.24, no.18, pp.29323-29330, 2024. JCR1区, SCI影响因子4.3, 中科院分区2区, EI: 20243316865334.

[12] Ruiyan Du, Long Li, Zhiqing Guan, Baozhu Shi, Zhuoyao Duan, Fulai Liu. AFC-TH hybrid precoding with high energy efficiency for millimeter wave communication systems[J]. IEEE Transactions on Green Communications and Networking, vol.8, no.4, pp.1622-1631, 2024. JCR1区, SCI影响因子5.3, SCI: 001360471900044, 中科院分区2区, EI: 20241916046618.

[13] Ruiyan Du, Huifang Wang, Shiyi Wang, Baozhu Shi, Zhuoyao Duan, Fulai Liu. Two-stage dilated convolutional neural network-based detector for OFDM-IM[J]. IEEE Transactions on Green Communications and Networking, vol.8, no.4, pp.1852-1861, 2024. JCR1区, SCI影响因子5.3, 中科院分区2区, EI: 20242216161303.

[14] Fulai Liu, Lijie Zhang, Xianghuan Yang, Tiangui Li, Ruiyan Du. DL-based energy-efficient hybrid precoding for mmWave massive MIMO systems [J]. IEEE Transactions on Vehicular Technology, vol.72, no.5, pp.6103-6112, 2023. JCR1区，SCI影响因子6.8, SCI:000991849700044, 中科院分区2区, EI: 20230313393628.

[15] Fulai Liu, Aiyi Zhang, Ruiyan Du, Jialiang Xu, Zhongyi Hu. HTR-CTO algorithm for wireless data recovery [J]. Information Sciences, vol.587, pp.515-534, 2022. JCR1区, SCI影响因子8.2, SCI:000796869000010, 中科院分区1区, EI: 20220111416498.

[16] Fulai Liu, Zixuan Zhang, Ruiyan Du. Frequency-angle spectrum hole detection with Taylor expansion based focusing transformation[J]. IEEE Transactions on Mobile Computing, vol.19, no.10, pp.2330-2343, 2020. JCR1区, SCI影响因子5.538, SCI:000566334600006, 中科院分区1区, EI: 20203809187929.

[17] Fulai Liu, Ruiyan Du, Jian Wu, Qingping Zhou, Zixuan Zhang, Yajian Cheng. Multiple constrained l2-norm minimization algorithm for adaptive beamforming[J]. IEEE Sensors Journal, vol.18, no.15, pp.6311-6318, 2018. JCR1区, SCI影响因子3.076, SCI:000438730200032, 中科院分区3区, EI: 20182505346309.

[18] Fulai Liu, Ruiyan Du, Yajian Cheng, Zhenxing Sun. LP-W- ℓ∞-SVD algorithm for direction of arrival estimation[J]. IEEE Sensors Journal, vol.17, no.2, pp.428-433, 2017. JCR1区, SCI影响因子2.617, SCI:000391752800025, 中科院分区3区, EI: 20170803380021.

[19] Zixuan Zhang, Fulai Liu, Ruiyan Du, Caimei Huang, Juan Sheng. Trace-based sparsity order estimation with sparsely sampled random matrices[J]. IEEE Transactions on Communications, vol.64, no.11, pp.4790-4799, 2016. JCR1区, SCI影响因子4.058, SCI:000388873800026, 中科院分区2区, EI: 20173304054279.

[20] Fulai Liu, Jinkuan Wang, Changyin Sun, Ruiyan Du. Spatial differencing method for DOA estimation under the coexistence of both uncorrelated and coherent signals[J]. IEEE Transactions on Antennas and Propagation, vol.60, no.4, pp.2052-2062, 2012. JCR1区, SCI影响因子2.332, SCI:000302730500041, 中科院分区2区, EI: 20121614957184.

[21] Ruiyan Du, Huajing Liu, Tiangui Li, Fulai Liu. High energy efficiency dynamic connected hybrid precoding for mmWave massive MIMO systems[J]. China Communications, vol. 21, no.5, pp.36-44, 2024. JCR2区, SCI影响因子3.1, SCI: 001196261700001, 中科院分区3区.

[22] Ruiyan Du, Xiaodan Chen, Guangyu Meng, Liwen Feng, Yajie Gao, Fulai Liu. CQCNN-SV algorithm for wideband space-time adaptive processing[J]. Multidimensional Systems and Signal Processing, vol.35, no.2, pp.139-154, 2024. JCR2区, SCI影响因子1.7, SCI:001302311100001, 中科院分区4区, EI: 20243516966823.

[23] Fulai Liu, Wu Zhou, Dongbao Qin, Zhixin Liu, Huifang Wang, Ruiyan Du. CAWE-ACNN algorithm for coprime sensor array adaptive beamforming[J]. Sensors, vol.24, no.17, pp.5454, 2024. JCR2区, SCI影响因子3.4, SCI:001311373300001, 中科院分区3区, EI: 20243817056653.

[24] Aiyi Zhang, Fulai Liu, Ruiyan Du. Adaptive weighted robust data recovery with total variation for hyperspectral image[J]. Signal Processing, vol.216, 2024. JCR2区, SCI影响因子3.4, SCI:001111760600001, 中科院分区2区, EI: 20234615066516.

[25] Aiyi Zhang, Fulai Liu, Ruiyan Du. Probability-weighted tensor robust PCA with CP decomposition for hyperspectral image restoration[J]. Signal Processing, vol.209, 2023. JCR2区, SCI影响因子4.4, SCI:000988736000001, 中科院分区2区, EI: 20231613939091.

[26] Ruiyan Du, Shiyi Wang, Fulai Liu, Huifang Wang, Yahui Ji. Broad learning system-based detector for OFDM with index modulation[J]. IEEE Communication Letters, vol.27, no.1, pp.224-228, 2023. JCR2区, SCI影响因子3.7, SCI:000965879400001, 中科院分区3区, EI: 20224413035934.

[27] Fulai Liu, Dan Li, Yuchen Wu, Lijie Wu. AFC-CE hybrid precoding for energy-efficient mmWave MIMO systems[J]. IEEE Communication Letters, vol.27, no.2, pp.595-599, 2023. JCR2区, SCI影响因子3.7, SCI:000967213600001, 中科院分区3区, EI: 20224813194416.

[28] Fulai Liu, Kai Tang, Zhibo Su, Ruiyan Du. LP-DSPE algorithm for coherently distributed sources angular parameters estimation[J]. IEEE Communications Letters, vol.26, no.1, pp.79-83, 2022. JCR2区, SCI影响因子4.1, SCI:000739999500020, 中科院分区3区, EI: 20214511140724.

[29] Fulai Liu, Xiaoyu Bai, Ruiyan Du, Huajing Liu. Adaptive hybrid precoding with high energy efficiency for millimeter wave communication systems [J]. IEEE Systems Journal, vol.16, no.4, pp.5164-5175, 2021. JCR2区, SCI影响因子4.802, SCI:000740099100001, 中科院分区3区, EI: 20220211457202.

[30] Fulai Liu, Lijie Zhang, Ruyan Du. Two-stage hybrid precoding for minimizing residuals using convolutional neural network[J]. IEEE Communications Letters, vol.25, no.12, pp.3903-3907, 2021. JCR2区, SCI影响因子3.553, SCI:000728924700034, 中科院分区3区, EI: 20214411103738.

[31] Zixuan Zhang, Fulai Liu, Ruiyan Du, Xiaoyu Bai. SFIM detector based on joint-sparse index removol for MIMO-OFDM-CR system[J]. IEEE Communications Letters, vol.24, no.12, pp.2746-2750, 2020. JCR2区, SCI影响因子3.419, SCI:000597750400020, 中科院分区3区.

[32] Xiaoyu Bai, Fulai Liu, Ruiyan Du. Hybrid TH precoding and combining with sub-connected structure for mmWave systems[J]. IEEE Communications Letters, vol.24, no.8, pp.1821-1824, 2020. JCR2区, SCI影响因子3.436, SCI:000559468100050, 中科院分区3区, EI: 20203509117042.

[33] Fulai Liu, Xiaoyu Bai, Ruiyan Du, Zhenxing Sun, Xiaodong Kan. Givens rotation based column-wise hybrid precoding for millimeter wave MIMO systems[J]. Digital Signal Processing, vol.88, pp.130-137, 2019. JCR2区, SCI影响因子2.871, SCI:000463310800011, 中科院分区2区, EI: 20191006588411.

[34] Xiaoyu Bai, Fulai Liu, Ruiyan Du, Xiaodong Kan, Yixin Xu, Yanshuo Zhang, ROD-based hybrid TH precoding and combining for mmWave large-scale MIMO systems[J]. Digital Signal Processing, vol.93, pp.102-114, 2019. JCR2区, SCI影响因子2.871, SCI:000484646300009, 中科院分区2区, EI: 20193107254480.

[35] Fulai Liu, Yifan Wu, Han Duan. SVR-CMT algorithm for null broadening and sidelobe control[J]. Progress in Electromagnetics Research, vol.163, pp.39-50, 2018. JCR2区, SCI影响因子2.322, SCI:000466982600004, 中科院分区3区, EI: 20183905862030.

[36] Fulai Liu, Jinkuan Wang, Ruiyan Du. Unitary-JAFE algorithm for joint angle-frequency estimation based on Frame-Newton method[J]. Signal Processing, vol.3, no.90, pp.809-820, 2010. JCR2区, SCI影响因子3.4, SCI:000272433400007, 中科院分区3区, EI: 20094612449655.

部分专利清单

[1] 刘福来，索璐瑶，杜瑞燕，基于零阶流形优化的 RIS 辅助 XL-MIMO 系统波束聚焦方法，申请号：2023112408684，申请日：2023.09.25.

[2] 刘福来，张丹丹，杜瑞燕，张艾怡，高帆，徐嘉良，胡忠意，一种基于优先经验重放的深度强化学习频谱共享方法, 专利号：ZL201910607372.3, 授权公告日：2022.08.08.

[3] 刘福来，徐嘉良，杜瑞燕，张艾怡，黄彩梅，胡忠意. 一种基于动态进化粒子群屏蔽EMD的混合信号分离方法, 专利号：ZL202010122642.4，授权公告日：2022.07.26.

[4] 刘福来，胡忠意，杜瑞燕，张艾怡，黄彩梅，徐嘉良. 一种基于LSTM网络EMD端点效应抑制方法, 专利号：ZL202010139218.0, 授权公告日：2022.07.01.

[5] 刘福来，张艾怡，杜瑞燕，张丹丹，徐嘉良，高帆，胡忠意，基于Hankel变换的无线传感网高维数据补全方法, 专利号：ZL201910737758.6,授权公告日：2022.03.03.

[6] 刘福来，宋辉，杜瑞燕，杨佳琪，唐凯. 一种基于空时二维稀疏阵列的导航抗干扰方法，专利号：ZL201910640581.8，授权公告日：2021.04.02.

[7] 刘福来，阚晓东，杜瑞燕，白晓宇，刘华菁，一种基于模拟移相—开关级联网络的混合预编码方法，专利号：ZL201910607373.8，授权公告日：2021.04.02.

[8] 刘福来，成雅剑，杜瑞燕，基于互质阵列的宽带信号DOA估计方法,专利号：ZL201610761636.7，授权公告日：2021.04.02.

[9] 刘福来，张子选，杜瑞燕，黄彩梅，盛娟，张艾怡，孙振兴，徐仪鑫，一种MIMO-OFDM系统频-空二维谱空穴检测方法，专利号：ZL201810768989.9，授权公告日：2020.12.15.

[10] 刘福来，郭寿明，认知无线电中保证通信连续性的信道和功率联合分配方法，专利号：ZL201210394839.9，授权公告日：2014.10.29.

专著与教材

[1] 刘福来，杜瑞燕. 阵列信号参数估计算法与优化，清华大学出版社，2021.07.01.

[2] 刘福来，张子选，杜瑞燕. 结构化压缩感知理论及应用，清华大学出版社，2022.01.01.

[3] 刘福来. 毫米波通信系统混合预编码理论与算法，西安电子科技大学出版社2022.04.01.

[4] 刘福来, 杜瑞燕. Matlab与无线电信号处理分析，西安电子科技大学出版社，2020.1

[5] 祝群喜，刘福来，李飞，胡曦等. 大学计算机基础，清华大学出版社，2022年出版

八、讲授课程与教材

(1)数字信号处理，通信工程专业，授课对象：本科生

(2)Matlab与通信系统仿真，通信工程专业，授课对象：本科生

(3) Matlab与通信系统分析，通信工程专业，授课对象：硕士研究生

(4)高等工程数学， 通信工程专业，授课对象：博士研究生

九、人才培养

已培养硕士研究49人，指导在读硕士研究生25人；已培养博士研究生5人，指导在读博士研究生3人。研究生就业单位包括华为技术有限公司（北京、上海、深圳）、国家电网、中兴通讯股份有限公司、北京通广龙电子科技有限公司、北京阿尔卡特朗讯、中国海信集团、中国电子科技集团公司第二十八研究所、紫金山实验室等。