Mixed-ADC Massive MIMO Uplink in Frequency-Selective Channels

被引:44
作者
Liang, Ning [1 ,2 ]
Zhang, Wenyi [1 ,2 ]
机构
[1] Chinese Acad Sci, Key Lab Wireless Opt Commun, Hefei 230027, Peoples R China
[2] Univ Sci & Technol China, Dept Elect Engn & Informat Sci, Hefei 230027, Peoples R China
基金
国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
Analog-to-digital converter (ADC); frequency-selective fading; generalized mutual information; inter-carrier interference; linear frequency-domain equalization; massive ultiple-input-multiple-output (MIMO); mixed-ADC architecture; orthogonal frequency division multiplexing (OFDM);
D O I
10.1109/TCOMM.2016.2614311
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
The aim of this paper is to investigate the recently developed mixed-analog-to-digital converter (ADC) architecture for frequency-selective channels. Multi-carrier techniques, such as orthogonal frequency division multiplexing, are employed to handle inter-symbol interference. A frequency-domain equalizer is designed for mitigating the inter-carrier interference introduced by the nonlinearity of one-bit quantization. For static single-input-multiple-output (SIMO) channels, a closed-form expression of the generalized mutual information (GMI) is derived, and based on which the linear frequency-domain equalizer is optimized. The analysis is then extended to ergodic timevarying SIMO channels with estimated channel state information, where numerically tight lower and upper bounds of the GMI are derived. The analytical framework is naturally applicable to the multi-user scenario, for both static and time-varying channels. Extensive numerical studies reveal that the mixed-ADC architecture with a small proportion of high-resolution ADCs does achieve a dominant portion of the achievable rate of ideal conventional architecture, and that it remarkably improves the performance as compared with one-bit massive multiple-input-multiple-output.
引用
收藏
页码:4652 / 4666
页数:15
相关论文
共 36 条
[1]   What Will 5G Be? [J].
Andrews, Jeffrey G. ;
Buzzi, Stefano ;
Choi, Wan ;
Hanly, Stephen V. ;
Lozano, Angel ;
Soong, Anthony C. K. ;
Zhang, Jianzhong Charlie .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2014, 32 (06) :1065-1082
[2]  
[Anonymous], 2012, P IEEE INT S INF THE
[3]  
[Anonymous], MIXED ADC MASSIVE MI
[4]  
[Anonymous], 2014, Matrix analysis
[5]  
[Anonymous], 2014, 2014 INF THEOR APPL
[6]  
[Anonymous], 2014, MASSIVE MIMO 1 BIT A
[7]   Massive MIMO with Non-Ideal Arbitrary Arrays: Hardware Scaling Laws and Circuit-Aware Design [J].
Bjoernson, Emil ;
Matthaiou, Michail ;
Debbah, Merouane .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2015, 14 (08) :4353-4368
[8]   Massive MIMO Systems With Non-Ideal Hardware: Energy Efficiency, Estimation, and Capacity Limits [J].
Bjornson, Emil ;
Hoydis, Jakob ;
Kountouris, Marios ;
Debbah, Merouane .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2014, 60 (11) :7112-7139
[9]   Near Maximum-Likelihood Detector and Channel Estimator for Uplink Multiuser Massive MIMO Systems With One-Bit ADCs [J].
Choi, Junil ;
Mo, Jianhua ;
Heath, Robert W., Jr. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2016, 64 (05) :2005-2018
[10]  
Fan L., 2016, P IEEE SENS ARR MULT