一、基本情况
刘福来，男，1975年2月生，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、国家火炬计划专家
二、联系方式
联系电话：15033350710
联系电子邮件：fulailiu@126.com
三、研究方向
(1)电磁环境认知与控制利用 (2)认知无线电及频谱大数据处理
(3)毫米波大规模MIMO系统关键技术 (4)GNSS系统抗干扰技术
(5)张量与压缩感知理论及应用 (6)深度学习及在通信中应用
四、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
五、工作履历
(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)2007.11-2007.12 东北大学秦皇岛分校 讲师
(3)2008.01-2009.12 东北大学秦皇岛分校 副教授
(4)2009.02-2011.02 东南大学博士流动站 博士后
(5)2010.01-至今 东北大学秦皇岛分校 教授
(6)2012.06-至今 东北大学，东北大学秦皇岛分校 博士生导师
(7)2019.07-至今 东北大学秦皇岛分校 计算中心主任
六、学术兼职及社会兼职
(1) 美国应用计算电磁学会会员
(2) 秦皇岛市市管优秀专家
(3) 国家火炬计划专家
(4) 计算机与网络编委编委会委员
(5) 民盟秦皇岛市委副主委，民盟河北省委员会委员
七、科研情况
(1) 国家自然科学基金面上项目《面向毫米波大规模MIMO系统的高能效混合预编码方法与理论研究》，项目编号：61971117，项目负责人；
(2) 国家自然科学基金项目《基于多参数规划的鲁棒自适应波束优化控制方法研究》，项目编号：60904035，项目负责人；
(3) 河北省自然科学基金《面向超大规模智能反射面辅助的多用户宽带波束聚焦理论与方法研究》项目编号：F2024501005，项目负责人；
(4) 河北省自然科学基金面上项目《面向高能效数据传输的自适应混合预编码结构与算法研究》项目编号：F2020501007，项目负责人；
(5) 河北省自然科学基金面上项目《基于结构化压缩感知理论的多维谱空穴检测方法研究》，项目编号：F2016501139，项目负责人；
(6) 校企合作项目，基于深度学习的自适应宽带波束形成方法研究，项目负责人；
(7) 教育部基本科研业务费重大（重点）学科研究引导项目《频谱大数据的张量表示及频谱态势感知方法研究》，项目编号：N172302002，项目负责人；
(8) 教育部基本科研业务费探索导向重点项目《面向用户友好与优质通信的多维谱空穴自适应接入方法研究》，项目编号：N142302001，项目负责人；
(9) 河北省百名优秀创新人才支持计划项目，项目编号：BR2-259，项目负责人；
(10) 教育部博士点基金-博导类《基于多参数规划的认知无线电网络频谱资源多域自适应重用方法研究》，项目编号：20130042110003，项目负责人；
(11) 河北省科技支撑计划项目《天线阵列波束自适应重构方法研究》，项目编号：11213502D，项目负责人.
八、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”，“中国自动化学会青年工作委员会委员”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”；
(3)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”；
(4)2011年获“河北省青少年科技创新奖”；
(5)2010年被评为“秦皇岛市第八批专业技术拔尖人才”。
九、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] Fulai Liu, Chongyuan Li, Yuchen Wu, Luyao Suo. Deep Learning Based Hybrid Precoder and Combiner Approach for MIMO-OFDM Systems [J]. IEEE Sensors Journal, 2025. JCR1区
[2] 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, vol. 9, no. 1, pp. 218-227, 2025. JCR1区, SCI: 001423951000025
[3] Fulai Liu, Yubiao Liu, Xianghuan Yang, Zhuoyao Duan, Baozhu Shi, et al. An RTDNN-based Hybrid Precoding and Combining Joint Optimization Algorithm for MUPC-MIMO Systems [J]. IEEE Transactions on Green Communications and Networking, 2025. JCR1区
[4] Fulai Liu, Hao Qin, Ziyuan Sun, Ruiyan Du. WS-CACNN Algorithm for Robust Adaptive Beamforming [J]. Physical Communication, 2025. JCR3区
[5] Fulai Liu, Hong Cao, Yuchen Wu, Baozhu Shi et al. JOPCNN-based hybrid precoding/combining algorithm for millimeter wave communication systems [J]. Physical Communication, 2025. JCR3区
[6] Fulai Liu, Junjie Ge, Tian Feng, Ruiyan Du, Huiyang Shi. DSRSN Algorithm for Channel Estimation in IRS Assisted mmWave MIMO Systems [J]. Signal, Image and Video Processing, 2025. JCR3区
[7] Ruiyan Du, Qiuying Yu, Guangyu Meng, Qishao Hu, Fulai Liu. WV-DSCNN Algorithm for Wideband Robust Adaptive Beamforming [J]. Signal, Image and Video Processing, 2025. JCR3区
[8] Ruiyan Du, Minghui Huang, Fulai Liu. Multi-classification Algorithm Based on Graph Convolutional Neural Network for Intrusion Detection [J]. Signal, Image and Video Processing, 2025. JCR3区
[9] Ruiyan Du, Tiangui Li, Guangyu Meng, Fulai Liu. CNN-AC Algorithm for Hybrid Precoding in Millimeter-Wave Massive MIMO Systems [J]. Wireless Networks, 2025. JCR3区
[10] 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: 001360471900021
[11] 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: 001360471900021
[12] Fulai Liu, Baozhu Shi, Ruiyan Du. A TPSAS-Based TSDD hybrid precoding algorithm for FD-MIMO systems [J]. IEEE Transactions on Communications, vol. 73, no. 3, pp. 573-585, 2024. JCR1区, SCI: 001398823500007
[13] 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: 001294588500051
[14] 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: 001360471900045
[15] 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: 001379128100084
[16] 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. JCR2区, SCI影响因子3.9 SCI: 001188771100071,
[17] Fulai Liu, Wu Zhou, Dongbao Qin, Zhixin Liu, Huifang Wang, Ruiyan Du. CAWE-ACNN algorithm for coprime sensor array adaptive beamforming [J]. IEEE Sensors Journal, vol. 24, no. 17, pp. 5454, 2024. JCR2区SCI: 001311373300001
[18] Fulai Liu, Xinyue Lou, Bo Zhang, Ruiyan Du, Guozhu Sun. Truncated nuclear norm matrix recover algorithm for direction-of-arrival estimation [J]. Signal, Image and Video Processing, vol. 18, no. 4, pp. 3715–3722, 2024. JCR3区, SCI: 001181094800003
[19] Fulai Liu, Xubin Li, Zhibo Su, Yubiao Liu, Aiyi Zhang. Mc-MUSIC algorithm for fast DOA estimation [J]. Wireless networks, vol. 31, no. 1, pp. 659-667, 2024. JCR3区, SCI: 001246483600002
[20] Fulai Liu, Jiaqi Yue, Zhongyi Hu, Ruiyan Du. Multiple Classification Algorithm Based on Ensemble Learning for Intrusion Detection [J]. Wireless networks, vol. 31, pp. 2143–2154, 2024. JCR3区, SCI: 001360962800001
[21] Fulai Liu, Liwen Feng, Hao Qin, Long Li, Yajie Gao, Ruiyan Du. RACNN Algorithm for Robust Adaptive Beamforming [J]. Wireless networks, vol. 31, pp. 2215–2225, 2024. JCR3区, SCI: 001375767700001
[22] Fulai Liu, Guangyu Meng, Bo Zhang, Aiyi Zhang, Xinyue Lou, Ruiyan Du. DOA Estimation Algorithm based on UV Decomposition Matrix Completion [J]. Wireless networks, vol. 31, pp. 2317–2326, 2024. JCR3区, SCI: 001382361000001
[23] 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: 20240215342179
[24] 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: 001295371500035
[25] Ruiyan Du, Huifang Wang, Shiyi Wang, Baozhu Shi, Zhuoyao Duan, Fulai Liu. Two-stage dilated convolutional neural n etwork-based detector for OFDM-IM [J]. IEEE Transactions on Green Communications and Networking, vol. 8, no. 4, pp. 1852-1861, 2024. JCR1区, SCI: 001360471900014
[26] 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: 001360471900044
[27] 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: 001167560000043
[28] Aiyi Zhang, Fulai Liu, Ruiyan Du. Adaptive weighted robust data recovery with total variation for hyperspectral image [J]. Signal Processing, 2024. JCR2区, SCI: 001111760600001.
[29] 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: 001196261700001
[30] 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: 001302311100001
[31] Ruiyan Du, Huajing Liu, Fulai Liu, Dan Li. HP-SFC Algorithm for MmWave Massive MIMO Hybrid Precoding Systems [J]. Wireless Personal Communications, 2024. JCR3区.
[32] 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: 000991849700044
[33] 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. 23, no. 6, pp. 5488-5502, 2023. JCR1区, SCI: 001247163400050
[34] 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, 2023. JCR1区，SCI: 001167560000043
[35] 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:000967213600001
[36] 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:000988736000001
[37] 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, 2023. JCR2区, SCI: 001196261700001
[38] 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: 000965879400001
[39] Ruiyan Du, Tiangui Li, Xiaoyu Li, Fulai Liu. CNN-DPC algorithm for hybrid precoding in millimeter-wave massive MIMO systems [J]. Wireless Networks, vol. 29, no.6, pp. 2447-2456, 2023. JCR2区, SCI: 000965047200004
[40] Fulai Liu, Dongbao Qin, Shuo Yang, Ruiyan Du. WS-ICNN algorithm for robust adaptive beamforming [J]. Wireless Networks, vol. 30, no. 6, pp. 5201–5210 2023. JCR3区, SCI:000932717600002
[41] Ruiyan Du, Xiaodan Chen, Hao Qin, Fulai Liu. CDCNN-CMR-SV algorithm for robust adaptive wideband beamforming [J]. Signal, Image and Video Processing, vol. 17, no. 5, pp. 2137-2143, 2023. JCR3区
[42] Ruiyan Du, Fulai Liu, Lijie Zhang, Yahui Ji, Jialiang Xu, Fan Gao. Modulation recognition based on denoising bidirectional recurrent neural Network [J]. Wireless Personal Communications, vol. 132, pp. 2437–2455, 2023. JCR3区,
[43] Ruiyan Du, Zhiqing Guan, Tian Feng, Fulai Liu. Hybrid TH precoding with subarray connection for multi-user mmWave MIMO systems [J]. Transaction on Emerging Telecommunications Technologies, vol. 34, no. 10, pp. e4831, 2023. JCR3区, SCI: 001033121900001
[44] Ruiyan Du, Tiangui Li, Long Li, Xinyue Lou, Zhuoyao Duan, Fulai Liu. DL-PC algorithm for partially-connected hybrid precoding in massive MIMO systems [J]. Physical Communication. vol. 61, 2023. JCR3区, SCI: 001089169300001
[45] Fulai Liu, Dongbao Qin, Xubin Li, Yufeng Du, Xiuquan Dou, Ruiyan Du. Robust adaptive beamforming via residual convolutional neural network [J]. International Journal of Microwave and Wireless Technologies, vol. 16, no. 6, pp.1024-1032, 2023. JCR4区, SCI: 001118365100001
[46] Yixin Xu, Fulai Liu, Zixuan Zhang. Uplink achievable rate analysis of massive MIMO systems in transmit-correlated Ricean fading environments [J], KSII Transactions on Internet and Information Systems, vol.17, no.1, pp. 261-279, 2023. JCR4区, SCI: 001007633700014
[47] 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: 000796869000010
[48] 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: 000739999500020
[49] Fulai Liu, Kai Tang, Xiaodan Chen, Ruiyan Du, Dongbao Qin. MST-ID algorithm for angular parameter estimation of incoherently distributed sources [J]. Circuits Systems and Signal Processing, vol. 41, no. 7, pp. 3798-3810, 2022. JCR3区, SCI: 000750531900001
[50] Fulai Liu, Kai Tang, Hao Qin, SIS-BAM algorithm for angular parameter estimation o 2-D incoherently distributed sources [J]. Wireless Personal Communications, vol. 128, no. 2, pp. 777-790, 2022. JCR3区, SCI: 000854707200005
[51] Fulai Liu, Jialiang Xu, Lijie Zhang, Ruiyan Du, Zhibo Su, Aiyi Zhang. DESNN algorithm for communication network intrusion detection [J]. Wireless Personal Communications, vol. 126, no. 2, pp. 1705-1720, 2022. JCR3区, SCI: 000829690600001
[52] Ruiyan Du, Fulai Liu, Jialiang Xu, Fan Gao, Zhongyi Hu, Aiyi Zhang. D-GF-CNN algorithm for modulation recognition [J]. Wireless Personal Communications, vol. 124, no. 2, pp. 989-1010, 2022. JCR3区, SCI: 000737745100001
[53] Ruiyan Du, Huajing Liu, Zhiqing Guan, Fulai Liu. HP-SPC algorithm with dynamic partially connected structure for mmWave MIMO systems [J]. Transactions on Emerging Telecommunications Technologies, vol. 33, no. 7, 2022. JCR3区, SCI: 000762108300001
[54] Juan Sheng, Fulai Liu, Zixuan Zhang. TCVQ-SVM algorithm for narrowband spectrum sensing [J]. Physical communication. vol. 50, 2022. JCR3区, SCI: 000724114400004
[55] 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: 000740099100001
[56] 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:000728924700034
[57] Fulai Liu, Yanshuo Zhang, Dan Li, Ruiyan Du. THP-UO algorithm for multi-user mmwave MIMO systems [J]. Wireless Personal Communications, vol. 3, pp. 1-14, 2021. JCR3区, SCI: 000627701100002
[58] Yixin Xu, Fulai Liu, Ruiyan Du, Zhenxing Sun, Pilot and data power allocation for spatially correlated massive MIMO systems with imperfect CSI, Physical Communication, vol. 48, pp. 1-8, 2021. JCR3区, SCI: 000704388300024
[59] 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: 000566334600006
[60] 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: 000597750400020
[61] 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:000559468100050，
[62] Fulai Liu, Xiaodong Kan, Xiaoyu Bai, et al. Hybrid precoding based on adaptive RF-chain-to-antenna connection for millimeter wave MIMO systems [J]. Physical Communication, vol. 39, 2020. JCR3区, SCI: 000518983400011
[63] 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: 000463310800011
[64] 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: 000484646300009
[65] 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: 000438730200032
[66] 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: 000466982600004
[67] 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: 000391752800025
[68] 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: 000388873800026
[69] Fulai Liu, Ruiyan Du. LPWS algorithm for wideband spectrum sensing problem [J]. Wireless Personal Communications, vol. 91, no. 3, 1259-1270, 2016. JCR4区, SCI: 000388970900015
[70] Fulai Liu, Ruiyan Du, Junping Guo, Shouming Guo. P-GLRT algorithm for cooperative spectrum sensing [J]. Wireless Personal Communications, vol. 81, no. 3, pp.1079-1089, 2015. JCR3区, SCI: 000351670500010
[71] Fulai Liu, Guozhu Sun, Jinkuan Wang, and Ruiyan Du. Null broadening and sidelobe control algorithm via multi-parametric quadratic programming for robust adaptive beamforming [J]. Applied Computational Electromagnetics Society Journal, vol.29, no. 4, pp. 307-315, 2014. JCR4区, SCI: 000340228900006
[72] 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:000302730500041
[73] 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:000272433400007
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.
十、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
十一、人才培养
已培养硕士研究43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4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
