Optical Technique, Volume. 50, Issue 3, 257(2024)
Research progress in channel equalization in optical wireless communication
[1] [1] Ke Xizheng,Deng Lijun.Wireless optical communication[M].Beijing:Science Press,2016:117—120.
[2] [2] Yang Shangjun,Ke Xizheng,Liang Jingyuan.Experimental study on intelligent channel equalization technology for wireless optical coherent communication[J].Journal of Instrumentation,2023,44 (07):1—9.
[3] [3] Ke Xizheng,Wu Jiali,Yang Shangjun.Research progress and prospects of atmospheric turbulence for wireless optical communication[J].Journal of Radio Wave Science,2021,36(03):323—339.
[4] [4] Li Zheng,Liao Zhiwen,Liang Jingyuan,et al.Research and prospects of atmospheric turbulence models[J].Optical Communication Technology,2023,47(3):9—17.
[5] [5] Yang Yuan,Li Mingyang,Wang Xuhua.An improved sparse multipath channel equalization method[J].Journal of Xidian University,2014,41(01):158—163.
[6] [6] Panda S,Mohapatra P K,Panigrahi S P.A new training scheme for neural networks and application in non-linear channel equalization[J].Applied Soft Computing Journal,2015,27(9):47—52.
[7] [7] Wang He.Channel estimation and equalization in atmospheric laser communication[D].Lanzhou,Gansu:Lanzhou University of Technology,2016:5—6.
[8] [8] Sun Danhua,Sun Liang,Wang Bin,et al.Nonlinear channel equalization algorithm based on kernel method under Stable distribution noise[J].Signal Processing,2017,33(02):223—228.
[9] [9] Zhang Yifan.Research on channel equalization and compensation algorithm in optical communication system[D].Beijing:Beijing University of Posts and Telecommunications,2018:21—22.
[10] [10] Li Hao.Wireless communication channel equalization algorithm based on adaptive bit modulation[J].Journal of Henan University of Engineering (Natural Science Edition),2018,30 (03):64—69.
[11] [11] Lu X Y,Lu C,Yu W X,et al.Memory-controlled deep LSTM neural network post-equalizer used in high-speed PAM VLC system[J].Optics Express,2019,27(5):7822—7833.
[12] [12] Yang Rui,Sun Yunqiang,Du Xin,et al.Research on channel equalization technology based on NI USRP[J].Foreign Electronic Measurement Technology,2020,39 (09):36—41.
[13] [13] Linsalata F,Kumar A,Magarini M.Design of DGT-based linear and non-linear equalizers for GFDM transmission[J].Physical Communication,2020,42(12):255—256.
[14] [14] Caciularu A,Burshtein D.Unsupervised linear and nonlinear channel equalization and decoding using variational autoencoders[J].IEEE Transactions on Cognitive Communications and Networking,2020,6(3):1003—1018.
[15] [15] Bai Guo,Cheng Yufan,Tang Wanbin.Research on single carrier frequency domain equalization algorithm based on deep learning[J].Signal Processing,2021,37(06):922—931.
[16] [16] Kalla S,Gagne C,Zeng M,et al.Recurrent neural networks achieving MLSE performance for optical channel equalization[J].Optics Express,2021,29(9):13033—13047.
[17] [17] Chen Chengrui,Sun Ning,He Shibiao,et al.Deep learning based joint channel estimation and equalization algorithm for C-V2X communication[J].Computer Applications,2021,41(09):2687—2693.
[18] [18] Wang Chao.Research on complex gaussian process regression theory and its application in channel equalization[D].Lanzhou,Gansu:Lanzhou University,2022:5—6.
[19] [19] Yu Y H,Tian F.Multi-core fiber channel equalization algorithm based on K nearest neighbor method[C]∥the 3rd International Conference on Computer Science Communication and Network Security.Web of Conferences:EDP Sciences,2022:02007—02015.
[20] [20] Chen Yugeng.Research on atmospheric laser communication channel equalization technology based on LSTM neural network[D]Changchun,Jilin:Changchun University of Science and Technology,2022:3—3.
[21] [21] Meng Da.Research on channel equalization and coding technology in visible light communication system[D].Jilin Changchun:Jilin University,2022:21—23.
[22] [22] Mohapatra P K,Rout S K,Bisoy S K,et al.Training strategy of fuzzy-firefly based ann in non-linear channel equalization[J].IEEE Access,2022,10(7):51229—51241.
[23] [23] Mohapatra P K,Panda R N,Kumar Rout S,et al.A novel cuckoo search optimized RBF trained ANN in a nonlinear channel equalization[C]∥Proceedings of the 6th International Conference on Advance Computing and Intelligent Engineering.Singapore:Springer Nature Singapore,2022:189—203.
[24] [24] Lawal A,Zerguine A,Abed-Meraim K.Nonlinear signal estimation using semi-blind mutually referenced equalizers in convolutive mixture[J].IEEE Access,2023,11(6):56663—56671.
[25] [25] Wang W,Li F,Zou D D,et al.Suppressed noise enhancement equalization combined with nonlinear-MLSE techniques for bandwidth-limitation IM/DD system[J].Journal of Lightwave Technology,2023,41(14):4655—4662.
[26] [26] Wang Fang,Yan Fengping,Qin Qi,et al.Research on the equalization performance of blind equalization algorithms in modular division multiplexing systems[J].Laser Technology,2023,9(12):1—12.
[27] [27] Li Hui,Wang Qinglin,Xie Lizhi,et al.Research and implementation of a parallel dual mode blind equalization algorithm[J].Electronic Measurement Technology,2023,46(12):54—60.
[28] [28] Zhang J M,Chen W,Gao M Y,et al.K-means-clustering-based fiber nonlinearity equalization techniques for 64-QAM coherent optical communication system[J].Optics Express,2017,25(22):27570—27580.
[29] [29] Li D,Deng L,Ye Y,et al.Amplifier-free 4×96 Gb/s PAM8 transmission enabled by modified Volterra equalizer for short-reach applications using directly modulated lasers[J].Optics Express,2019,27(13):17927—17939.
[30] [30] Aldaya I,Giacoumidis E,Tsokanos A,et al.Compensation of nonlinear distortion in coherent optical OFDM systems using a MIMO deep neural network-based equalizer[J].Optics Letters,2020,45(20):5820.
[31] [31] Deligiannidis S,Bogris A,Mesaritakis C,et al.Compensation of fiber nonlinearities in digital coherent systems leveraging long short-term memory neural networks[J].Journal of Lightwave Technology,2020,38(21):5991—5999.
[32] [32] Xu Z,Xiang L,Tao Z,et al,Real time low-complexity adaptive channel equalization for coherent optical transmission systems[J].Optics Express,2020,28(4):5058—5068.
[33] [33] Lei P P.Research on nonlinear equalization algorithm of coherent optical transmission system[D].Sichuan Chengdu:University of Electronic Science and Technology of China,2020:6—7.
[34] [34] Wang Zaipeng.Research on low complexity channel equalization algorithm in coherent optical communication system[D].Shandong Qingdao:Qingdao University,2021:3—4.
[35] [35] Ma Lina,Fang Xi,Zhang Lei.k-means based PDM O-OFDM/OQAM channel equalization method[J].Journal of Beijing Electronic Science and Technology Institute,2022,30(03):111—117.
[36] [36] Xi Yu.Research on equalization algorithm of high-speed short distance optical communication system based on DML[D].Zhejiang Hangzhou:Hangzhou Dianzi University,2022:18—22.
[37] [37] Xie Y,He P,Li W,et al.A Decision Feedback Equalization Algorithm Based on Simplified Volterra Structure for PAM4 IM-DD Optical Communication Systems[J].Applied Sciences,2023,13(14):8125—8126.
[38] [38] Wang F,et al.,Echo State Network Based Nonlinear Equalization for 4.6 km 135 GHz D-Band Wireless Transmission[J].Journal of Lightwave Technology,2023,41(5):1278—1285.
[39] [39] Zhang J,Xu T,Jin T W,et al,Meta-learning assisted source domain optimization for transfer learning based optical fiber nonlinear equalization[J].Journal of Lightwave Technology,2023,41(5):1269—1277.
[40] [40] Chao L,Wang Y J,Yao H P,et al,Ultra-low complexity random forest for optical fiber communications[J].Optics Express,2023,31(7):11633—11648.
[41] [41] Pedro J F,Napoli A,Spinnler B,et al,Reducing computational complexity of neural networks in optical channel equalization:from concepts to implementation[J].Journal of Lightwave Technology,2023,41(14):4557—4581.
[42] [42] Li J,Li X,et al.,Demonstration of 200 Gb/s/λ PON in O-band with high-bandwidth TFLN modulator[J].Journal of Lightwave Technology,2023,41(11):3594—3602.
[43] [43] Wang Yan,Shen Pan,Wang Chao.Research and simulation of channel equalization algorithms for high-order orthogonal amplitude modulation signals[J].Journal of System Simulation,2015,27(03):662—667.
[44] [44] Guo Hongchao.Research on channel equalization algorithm in coherent optical communication system[D].Beijing:Beijing University of Posts and Telecommunications,2019:25—27.
[45] [45] Toshiaki K A,Wang Y,et al.Neural Turbo equalization:deep learning for fiber-optic nonlinearity compensation[J].Journal of Lightwave Technology,2020,38(11):3059—3066.
[46] [46] Ganguly S,Sarkar I,Maity T,et al.adaptive blind channel equalization in multipath environment[J].Ethics And Information Technology,2020,2(2):23—26.
[47] [47] Xu Z,Sun C,Ji T,et al.Cascade recurrent neural network-assisted nonlinear equalization for a 100-Gb/s PAM4 short-reach direct detection system[J].Optics Letters,2020,45(15):4216—4219.
[48] [48] Zhong Peilin,Zhao Yafan,Wang Wenhao.Parallel adaptive decision feedback equalization method based on initialization parameter transfer[J].Electronic Measurement Technology,2021,44(06):65—69.
[49] [49] Masih A,Meena S R.Performance analysis of channel equalization algorithms for optical communication network[J].Journal of Huazhong University of Science and Technology,2021,50(4):56—71.
[50] [50] Hu S H,Zhang j,Tang J M,et al,Multi-constraint Gerchberg-Saxton iteration algorithms for linearizing IM/DD transmission systems[J].Optics Express,2022,30(6):10019—10031.
[51] [51] Chen Fangjiong,Liu Mingxing,Fu Zhenhua,et al.Optimization of sparse channel equalization algorithm in underwater acoustic communication[J].Journal of South China University of Technology(Natural Science Edition),2022,50(12):89—100.
[52] [52] Yang Yi,Yang Fangming,Liu Wenjiao et al.Variable step size dual mode blind equalization algorithm based on fractional interval equalization[J].Progress in Laser and Optoelectronics,2022,59(17):108—114.
[53] [53] Gyanesh D and Prasant K P,Sasmita K P.Artificial neural network trained by particle swarm optimization for non-linear channel equalization[J].Expert Systems With Applications,2014,41(7):3491—3496.
[54] [54] Satyasai J N,Nidhi J.Robust nonlinear channel equalization using WNN trained by symbiotic organism search algorithm[J].Applied Soft Computing,2017,57(0):197—209.
[55] [55] Wu Q S,Li YS,Xue W.A kernel recursive maximum versoria-like criterion algorithm for nonlinear channel equalization[J].Symmetry,2019,11(9):1067—1067.
[56] [56] Ingle K K,Jatoth R K.A new training scheme for neural network based non-linear channel equalizers in wireless communication system using cuckoo search algorithm[J].AEU-International Journal of Electronics and Communications,2020,138(23)323—342.
[57] [57] Gagné C,Zeng M,et al.Rusch,Recurrent neural networks achieving MLSE performance for optical channel equalization[J].Optics Express,2021,29(9):13033—13047.
[58] [58] Kumar Mohapatra P,Narayan Panda R,Kumar Rout S,et al.A novel application of HPSOGWO trained ANN in nonlinear channel equalization[C]∥Proceedings of the 6th International Conference on Advance Computing and Intelligent Engineering.Singapore:Springer Nature Singapore,2022:159—174.
[59] [59] Mohapatra P K,Rout S K,Nayak M K.Development of a novel RBFNN-trained nonlinear channel equalizer based on GDEBOA technique[J].International Journal of Adaptive Control and Signal Processing,2023,7(20):3653—3657.
[60] [60] Widrow B,Hoff M E.Adaptive switching circuits[J].Neurocomputing,1960,4(1):96—104.
[61] [61] Chai Yingming.Probability Theory and Mathematical Statistics[M].Shanghai:Tongji University Press,2015:159—162.
[62] [62] Qi Jia.Research on equalization methods in super nyquist passive optical networks[D].Beijing:Beijing University of Posts and Telecommunications,2019:19—20.
[63] [63] Li Jun.Research on MIMO channel equalisation technology based on blind equalisation algorithm[D].Jiangsu Yangzhou:Yangzhou University,2023:43—46.
[64] [64] Tong Bin.Research on adaptive nonlinear filter based on Volterra level model and its application[D].Heilongjiang:Harbin Engineering University,2005:3—6.
[65] [65] Ren Kai.Research on the equalisation technology of LED indoor visible light communication[D].Lanzhou,Gansu:Lanzhou Jiaotong University,2022:22—46.
[66] [66] Godard D N.Self-recovering equalization and carrier tracking in two dimensional data communication systems[J].IEEE Trans on Communication,1980,30(3):1867—1875.
Get Citation
Copy Citation Text
LI Zheng, CHEN Youmei, LIANG Jingyuan, KE Xizheng. Research progress in channel equalization in optical wireless communication[J]. Optical Technique, 2024, 50(3): 257