Joint Channel Estimation and Equalization for Index-Modulated Spectrally Efficient Frequency Division Multiplexing Systems

被引:19
作者
Ma, Yunsi [1 ]
Wu, Nan [1 ]
Yuan, Weijie [2 ]
Ng, Derrick Wing Kwan [2 ]
Hanzo, Lajos [3 ]
机构
[1] Beijing Inst Technol, Sch Informat & Elect, Beijing 100081, Peoples R China
[2] Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
[3] Univ Southampton, Sch Elect & Comp Sci, Southampton SO17 1BJ, Hants, England
基金
澳大利亚研究理事会; 欧洲研究理事会; 英国工程与自然科学研究理事会; 美国国家科学基金会;
关键词
Channel estimation; Interference; Receivers; Indexes; Equalizers; Colored noise; Message passing; Spectrally efficient frequency division multiplexing; index modulation; channel estimation; complex-valued colored noise; variational message passing; SPHERE DECODER; WAVE-FORMS; SEFDM; OFDM; ACCESS; MODEL;
D O I
10.1109/TCOMM.2020.3007387
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Spectrally efficient frequency division multiplexing (SEFDM) relying on index modulation (IM) has emerged as a promising multicarrier technique. In this paper, we develop a joint channel estimation and equalization method based on factor graphs for SEFDM-IM signaling over frequency-selective fading channels. By approximating the interference in the frequency domain, we reformulate the problem to obey a linear state-space model and construct a multi-layer factor graph. To support a reconfigurable architecture, non-orthogonal demodulation is adopted and the colored noise encountered is approximated by a complex auto-regressive (CAR) model. For deriving a low-complexity parametric Gaussian message passing (GMP)-based method, we exploit an expectation propagation (EP)-based technique for approximating the discrete a posteriori distributions of the transmitted symbols in a Gaussian form. To further simplify the result, variational message passing (VMP) is applied to an equivalent soft node to obtain a Gaussian form. Moreover, we also derive the Cramer-Rao lower bound (CRLB) in closed-form. The overall complexity only grows linearly with the number of subcarriers and logarithmically with the length of the channel's memory. Compared to its Nyquist signaling based counterpart, SEFDM-IM signaling relying on the proposed algorithm exhibits up to 25% higher bandwidth efficiency without any bit error rate (BER) performance degradation.
引用
收藏
页码:6230 / 6244
页数:15
相关论文
共 50 条
[41]  
Wong VWS, 2017, KEY TECHNOLOGIES FOR 5G WIRELESS SYSTEMS, P1, DOI 10.1017/9781316771655
[42]   A Hybrid BP-EP-VMP Approach to Joint Channel Estimation and Decoding for FTN Signaling over Frequency Selective Fading Channels [J].
Wu, Nan ;
Yuan, Weijie ;
Guo, Qinghua ;
Kuang, Jingming .
IEEE ACCESS, 2017, 5 :6849-6858
[43]   5GNOW: Non-Orthogonal, Asynchronous Waveforms for Future Mobile Applications [J].
Wunder, Gerhard ;
Jung, Peter ;
Kasparick, Martin ;
Wild, Thorsten ;
Schaich, Frank ;
Chen, Yejian ;
ten Brink, Stephan ;
Gaspar, Ivan ;
Michailow, Nicola ;
Festag, Andreas ;
Mendes, Luciano ;
Cassiau, Nicolas ;
Ktenas, Dimitri ;
Dryjanski, Marcin ;
Pietrzyk, Slawomir ;
Eged, Bertalan ;
Vago, Peter ;
Wiedmann, Frank .
IEEE COMMUNICATIONS MAGAZINE, 2014, 52 (02) :97-105
[44]   Transmission Experiment of Bandwidth Compressed Carrier Aggregation in a Realistic Fading Channel [J].
Xu, Tongyang ;
Darwazeh, Izzat .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (05) :4087-4097
[45]   A Soft Detector for Spectrally Efficient Systems With Non-Orthogonal Overlapped Sub-Carriers [J].
Xu, Tongyang ;
Darwazeh, Izzat .
IEEE COMMUNICATIONS LETTERS, 2014, 18 (10) :1847-1850
[46]   An Improved Fixed Sphere Decoder Employing Soft Decision for the Detection of Non-orthogonal Signals [J].
Xu, Tongyang ;
Grammenos, Ryan C. ;
Marvasti, Farokh ;
Darwazeh, Izzat .
IEEE COMMUNICATIONS LETTERS, 2013, 17 (10) :1964-1967
[47]   Channel equalisation and data detection for SEFDM over frequency selective fading channels [J].
Yu, Baoxian ;
Zhang, Han ;
Hong, Xudong ;
Guo, Changjian ;
Lau, Alan Pak Tao ;
Lu, Chao ;
Dai, Xianhua .
IET COMMUNICATIONS, 2018, 12 (18) :2315-2323
[48]   Iterative Joint Channel Estimation, User Activity Tracking, and Data Detection for FTN-NOMA Systems Supporting Random Access [J].
Yuan, Weijie ;
Wu, Nan ;
Guo, Qinghua ;
Ng, Derrick Wing Kwan ;
Yuan, Jinhong ;
Hanzo, Lajos .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 68 (05) :2963-2977
[49]   Iterative Receiver Design for FTN Signaling Aided Sparse Code Multiple Access [J].
Yuan, Weijie ;
Wu, Nan ;
Zhang, Andrew ;
Huang, Xiaojing ;
Li, Yonghui ;
Hanzo, Lajos .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2020, 19 (02) :915-928
[50]   Iterative Receivers for Downlink MIMO-SCMA: Message Passing and Distributed Cooperative Detection [J].
Yuan, Weijie ;
Wu, Nan ;
Guo, Qinghua ;
Li, Yonghui ;
Xing, Chengwen ;
Kuang, Jingming .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (05) :3444-3458