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

被引:21
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
英国工程与自然科学研究理事会; 美国国家科学基金会; 欧洲研究理事会; 澳大利亚研究理事会;
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
[1]  
Ahmed S., 2011, Dr. Diss.
[2]  
[Anonymous], 1993, A handbook of generalized special functions for statistical and physical sciences
[3]   Modulation Formats and Waveforms for 5G Networks: Who Will Be the Heir of OFDM? [An overview of alternative modulation schemes for improved spectral efficiency] [J].
Banelli, Paolo ;
Buzzi, Stefano ;
Colavolpe, Giulio ;
Modenini, Andrea ;
Rusek, Fredrik ;
Ugolini, Alessandro .
IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (06) :80-93
[4]   Time-Frequency Packing for Linear Modulations: Spectral Efficiency and Practical Detection Schemes [J].
Barbieri, Alan ;
Fertonani, Dario ;
Colavolpe, Giulio .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2009, 57 (10) :2951-2959
[5]   Orthogonal Frequency Division Multiplexing With Index Modulation [J].
Basar, Ertugrul ;
Aygolu, Umit ;
Panayirci, Erdal ;
Poor, H. Vincent .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (22) :5536-5549
[6]   Expectation Propagation Detection for High-Order High-Dimensional MIMO Systems [J].
Cespedes, Javier ;
Olmos, Pablo M. ;
Sanchez-Fernandez, Matilde ;
Perez-Cruz, Fernando .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2014, 62 (08) :2840-2849
[7]  
Chen X., 2020, ARXIV200203491
[8]   Joint Channel Equalization and Detection of Spectrally Efficient FDM Signals [J].
Chorti, Arsenia ;
Kanaras, Ioannis ;
Rodrigues, Miguel R. D. ;
Darwazeh, Izzat .
2010 IEEE 21ST INTERNATIONAL SYMPOSIUM ON PERSONAL INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2010, :177-182
[9]   A Survey of Non-Orthogonal Multiple Access for 5G [J].
Dai, Linglong ;
Wang, Bichai ;
Ding, Zhiguo ;
Wang, Zhaocheng ;
Chen, Sheng ;
Hanzo, Lajos .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2018, 20 (03) :2294-2323
[10]   Optical SEFDM System; Bandwidth Saving Using Non-Orthogonal Sub-Carriers [J].
Darwazeh, Izzat ;
Xu, Tongyang ;
Gui, Tao ;
Bao, Yuan ;
Li, Zhaohui .
IEEE PHOTONICS TECHNOLOGY LETTERS, 2014, 26 (04) :352-355