一、基本情況
劉福來，男，1975年2月生，博士，教授，博士研究生導(dǎo)師、教育部新世紀(jì)人才、河北省優(yōu)秀教師, 河北省教學(xué)名師、秦皇島市市管優(yōu)秀專家、國家火炬計劃專家
二、聯(lián)系方式
聯(lián)系電話：15033350710
聯(lián)系電子郵件：fulailiu@126.com
三、研究方向
(1)電磁環(huán)境認(rèn)知與控制利用 (2)認(rèn)知無線電及頻譜大數(shù)據(jù)處理
(3)毫米波大規(guī)模MIMO系統(tǒng)關(guān)鍵技術(shù) (4)GNSS系統(tǒng)抗干擾技術(shù)
(5)張量與壓縮感知理論及應(yīng)用 (6)深度學(xué)習(xí)及在通信中應(yīng)用
四、教育背景
(1)1995.08-1999.07 河北師范大學(xué)數(shù)學(xué)系 學(xué)士
(2)1999.08-2002.03 威尼斯wnsr9778研究生院 碩士
(3)2002.04-2005.08 威尼斯wnsr9778研究生院 博士
五、工作履歷
(1)2005.09-2007.11 威尼斯wnsr9778博士后流動站，石家莊通信測控技術(shù)研究所博士后工作站，博士后
(2)2007.11-2007.12 威尼斯wnsr9778秦皇島分校 講師
(3)2008.01-2009.12 威尼斯wnsr9778秦皇島分校 副教授
(4)2009.02-2011.02 東南大學(xué)博士流動站 博士后
(5)2010.01-至今 威尼斯wnsr9778秦皇島分校 教授
(6)2012.06-至今 威尼斯wnsr9778，威尼斯wnsr9778秦皇島分校 博士生導(dǎo)師
(7)2019.07-至今 威尼斯wnsr9778秦皇島分校 計算中心主任
六、學(xué)術(shù)兼職及社會兼職
(1) 美國應(yīng)用計算電磁學(xué)會會員
(2) 秦皇島市市管優(yōu)秀專家
(3) 國家火炬計劃專家
(4) 計算機(jī)與網(wǎng)絡(luò)編委編委會委員
(5) 民盟秦皇島市委副主委，民盟河北省委員會委員
七、科研情況
(1) 國家自然科學(xué)基金面上項目《面向毫米波大規(guī)模MIMO系統(tǒng)的高能效混合預(yù)編碼方法與理論研究》，項目編號：61971117，項目負(fù)責(zé)人；
(2) 國家自然科學(xué)基金項目《基于多參數(shù)規(guī)劃的魯棒自適應(yīng)波束優(yōu)化控制方法研究》，項目編號：60904035，項目負(fù)責(zé)人；
(3) 河北省自然科學(xué)基金《面向超大規(guī)模智能反射面輔助的多用戶寬帶波束聚焦理論與方法研究》項目編號：F2024501005，項目負(fù)責(zé)人；
(4) 河北省自然科學(xué)基金面上項目《面向高能效數(shù)據(jù)傳輸?shù)淖赃m應(yīng)混合預(yù)編碼結(jié)構(gòu)與算法研究》項目編號：F2020501007，項目負(fù)責(zé)人；
(5) 河北省自然科學(xué)基金面上項目《基于結(jié)構(gòu)化壓縮感知理論的多維譜空穴檢測方法研究》，項目編號：F2016501139，項目負(fù)責(zé)人；
(6) 校企合作項目，基于深度學(xué)習(xí)的自適應(yīng)寬帶波束形成方法研究，項目負(fù)責(zé)人；
(7) 教育部基本科研業(yè)務(wù)費重大（重點）學(xué)科研究引導(dǎo)項目《頻譜大數(shù)據(jù)的張量表示及頻譜態(tài)勢感知方法研究》，項目編號：N172302002，項目負(fù)責(zé)人；
(8) 教育部基本科研業(yè)務(wù)費探索導(dǎo)向重點項目《面向用戶友好與優(yōu)質(zhì)通信的多維譜空穴自適應(yīng)接入方法研究》，項目編號：N142302001，項目負(fù)責(zé)人；
(9) 河北省百名優(yōu)秀創(chuàng)新人才支持計劃項目，項目編號：BR2-259，項目負(fù)責(zé)人；
(10) 教育部博士點基金-博導(dǎo)類《基于多參數(shù)規(guī)劃的認(rèn)知無線電網(wǎng)絡(luò)頻譜資源多域自適應(yīng)重用方法研究》，項目編號：20130042110003，項目負(fù)責(zé)人；
(11) 河北省科技支撐計劃項目《天線陣列波束自適應(yīng)重構(gòu)方法研究》，項目編號：11213502D，項目負(fù)責(zé)人.
八、獎勵與榮譽
(1)2022年被評為威尼斯wnsr9778秦皇島分校思政教學(xué)名師；2020年被評為“河北省教學(xué)名師”；2019年獲第八屆河北省高等教育教學(xué)成果獎二等獎；2014年被評為“河北省優(yōu)秀教師”，同年分別入選“河北省三三三人才第二層次”，“中國自動化學(xué)會青年工作委員會委員”和“秦皇島市市管優(yōu)秀專家”；
(2)2013年入選“教育部新世紀(jì)人才支持計劃”，同年入選“河北省高校百名優(yōu)秀創(chuàng)新人才支持計劃”；
(3)2012年入選“遼寧省高等學(xué)校優(yōu)秀人才支持計劃”，同年被評為“秦皇島市第五屆優(yōu)秀科技工作者”；
(4)2011年獲“河北省青少年科技創(chuàng)新獎”；
(5)2010年被評為“秦皇島市第八批專業(yè)技術(shù)拔尖人才”。
九、學(xué)術(shù)成果
已在《IEEE Transactions on Antennas and Propagation》、《IEEE Transactions on Communications》、《Signal Processing》等國內(nèi)外重點期刊雜志與國際學(xué)術(shù)會議上發(fā)表學(xué)術(shù)論文90余篇，其中已被SCI、EI檢索收錄80余篇，主編出版專著3部，教材2部，授權(quán)發(fā)明專利10余項。代表性成果如下：
部分學(xué)術(shù)論文清單
[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區(qū)
[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區(qū),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區(qū)
[4]Fulai Liu, Hao Qin, Ziyuan Sun, Ruiyan Du. WS-CACNN Algorithm for Robust Adaptive Beamforming [J]. Physical Communication, 2025. JCR3區(qū)
[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區(qū)
[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區(qū)
[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區(qū)
[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區(qū)
[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區(qū)
[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區(qū),SCI: 001360471900021
[11]Fulai Liu, Xinyue Lou,Dan Li,Baozhu Shi,Huifang Wang andRuiyan 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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū), SCI影響因子3.9SCI: 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區(qū)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區(qū), 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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū), 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區(qū),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區(qū),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區(qū),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區(qū).
[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區(qū)，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區(qū), 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區(qū)，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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū), 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區(qū)
[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區(qū),
[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區(qū),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區(qū),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區(qū),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區(qū),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區(qū), 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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),SCI: 000762108300001
[54] Juan Sheng, Fulai Liu, Zixuan Zhang. TCVQ-SVM algorithm for narrowband spectrum sensing [J]. Physical communication. vol. 50, 2022. JCR3區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū), 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區(qū), 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區(qū), 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區(qū),SCI: 000466982600004
[67]Fulai Liu, Ruiyan Du, Yajian Cheng, Zhenxing Sun. LP-W- ?∞-SVD algorithm for direction of arrival estimation [J].IEEE Sensors Journal, vol. 17, no. 2, pp. 428-433, 2017. JCR1區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),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區(qū),SCI:000272433400007
部分專利清單
[1] 劉福來，索璐瑤，杜瑞燕，基于零階流形優(yōu)化的RIS輔助XL-MIMO系統(tǒng)波束聚焦方法，申請?zhí)枺?/span>2023112408684，申請日：2023.09.25.
[2]劉福來，張丹丹，杜瑞燕，張艾怡，高帆，徐嘉良，胡忠意，一種基于優(yōu)先經(jīng)驗重放的深度強(qiáng)化學(xué)習(xí)頻譜共享方法,專利號：ZL201910607372.3,授權(quán)公告日：2022.08.08.
[3]劉福來，徐嘉良，杜瑞燕，張艾怡，黃彩梅，胡忠意.一種基于動態(tài)進(jìn)化粒子群屏蔽EMD的混合信號分離方法,專利號：ZL202010122642.4，授權(quán)公告日：2022.07.26.
[4]劉福來，胡忠意，杜瑞燕，張艾怡，黃彩梅，徐嘉良.一種基于LSTM網(wǎng)絡(luò)EMD端點效應(yīng)抑制方法,專利號：ZL202010139218.0,授權(quán)公告日：2022.07.01.
[5]劉福來，張艾怡，杜瑞燕，張丹丹，徐嘉良，高帆，胡忠意，基于Hankel變換的無線傳感網(wǎng)高維數(shù)據(jù)補(bǔ)全方法,專利號：ZL201910737758.6,授權(quán)公告日：2022.03.03.
[6]劉福來，宋輝，杜瑞燕，楊佳琪，唐凱.一種基于空時二維稀疏陣列的導(dǎo)航抗干擾方法，專利號：ZL201910640581.8，授權(quán)公告日：2021.04.02.
[7]劉福來，闞曉東，杜瑞燕，白曉宇，劉華菁，一種基于模擬移相—開關(guān)級聯(lián)網(wǎng)絡(luò)的混合預(yù)編碼方法，專利號：ZL201910607373.8，授權(quán)公告日：2021.04.02.
[8]劉福來，成雅劍，杜瑞燕，基于互質(zhì)陣列的寬帶信號DOA估計方法,專利號：ZL201610761636.7，授權(quán)公告日：2021.04.02.
[9]劉福來，張子選，杜瑞燕，黃彩梅，盛娟，張艾怡，孫振興，徐儀鑫，一種MIMO-OFDM系統(tǒng)頻-空二維譜空穴檢測方法，專利號：ZL201810768989.9，授權(quán)公告日：2020.12.15.
[10]劉福來，郭壽明，認(rèn)知無線電中保證通信連續(xù)性的信道和功率聯(lián)合分配方法，專利號：ZL201210394839.9，授權(quán)公告日：2014.10.29.
專著與教材
[1]劉福來，杜瑞燕.陣列信號參數(shù)估計算法與優(yōu)化，清華大學(xué)出版社，2021.07.01.
[2]劉福來，張子選，杜瑞燕.結(jié)構(gòu)化壓縮感知理論及應(yīng)用，清華大學(xué)出版社，2022.01.01.
[3]劉福來.毫米波通信系統(tǒng)混合預(yù)編碼理論與算法，西安電子科技大學(xué)出版社2022.04.01.
[4]劉福來,杜瑞燕. Matlab與無線電信號處理分析，西安電子科技大學(xué)出版社，2020.1.
[5]祝群喜，劉福來，李飛，胡曦等.大學(xué)計算機(jī)基礎(chǔ)，清華大學(xué)出版社，2022.
十、講授課程與教材
(1)數(shù)字信號處理，通信工程專業(yè)，授課對象：本科生
(2)Matlab與通信系統(tǒng)仿真，通信工程專業(yè)，授課對象：本科生
(3)Matlab與通信系統(tǒng)分析，通信工程專業(yè)，授課對象：碩士研究生
(4)高等工程數(shù)學(xué)， 通信工程專業(yè)，授課對象：博士研究生
十一、人才培養(yǎng)
已培養(yǎng)碩士研究43人，指導(dǎo)在讀碩士研究生25人；已培養(yǎng)博士研究生5人，指導(dǎo)在讀博士研究生4人。研究生就業(yè)單位包括華為技術(shù)有限公司（北京、上海、深圳）、國家電網(wǎng)、中興通訊股份有限公司、北京通廣龍電子科技有限公司、北京阿爾卡特朗訊、中國海信集團(tuán)、中國電子科技集團(tuán)公司第二十八研究所、紫金山實驗室等
