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arXiv 2011.12241cs.ITmath.IT

多用户大规模MIMO OTFS下行链路中的低复杂度预编码与检测

Low Complexity Precoding and Detection in Multi-user Massive MIMO OTFS Downlink

Brijesh Chander Pandey, Saif Khan Mohammed, P. Raviteja, Yi Hong, Emanuele Viterbo

AI总结:

针对高多普勒扩展下多用户大规模MIMO系统性能下降问题,提出基于OTFS的基站多用户预编码器与用户端低复杂度检测器,复杂度随天线数和用户数线性增长,性能接近最优解调且比OFDM方案更抗多普勒扩展。

摘要:

我们研究了在信道引发的多普勒扩展较高时,多载波多用户大规模MIMO系统的性能下降问题。近期,正交时频空(Orthogonal Time Frequency Space, OTFS)调制已被证明对信道引发的多普勒扩展具有鲁棒性。在基于OTFS的系统中,信息符号被嵌入在延迟-多普勒(delay-Doppler, DD)域中,在该域内对它们进行联合调制以生成时域发射信号。由于多径延迟和多普勒频移的存在,接收端需要对DD域信息符号进行联合解调。对于基于多载波的通信(例如正交频分复用(Orthogonal Frequency Division Multiplexing, OFDM)),已有研究表明大规模MIMO系统可在下行链路中通过低复杂度多用户预编码实现高频谱效率和能量效率。但将该方案扩展到基于OTFS的下行多用户大规模MIMO系统中存在挑战,因为用户终端(user terminal, UT)需要对所有信息符号进行联合解调。在本文中,我们通过在基站(base station, BS)提出一种新型的基于OTFS的多用户预编码器,并在用户终端(UT)配备相应的低复杂度检测器(low complexity detector, LCD)来解决这一问题,该方案允许UT对每个DD域信息符号进行独立解调。所提出的预编码器的复杂度仅随基站天线数Q和UT数量的增加呈线性增长。我们通过分析表明,当Q增大(总发射功率随Q线性降低)时,所提出的低复杂度检测器实现的和频谱效率(sum SE)接近每个UT采用最优联合解调时所能达到的和SE。数值仿真验证了我们的分析,同时也表明,与基于OFDM的多用户大规模MIMO系统相比,所提出的基于OTFS的大规模MIMO预编码器和LCD检测器的频谱效率和误码率性能对信道引发的多普勒扩展具有显著更强的鲁棒性。

英文摘要:

We consider the problem of degradation in performance of multi-carrier multi-user massive MIMO systems when channel induced Doppler spread is high. Recently, Orthogonal Time Frequency Space (OTFS) modulation has been shown to be robust to channel induced Doppler spread. In OTFS based systems, information symbols are embedded in the delay-Doppler (DD) domain where they are jointly modulated to generate the time-domain transmit signal. Due to the multi-path delay and Doppler shifts, the DD domain information symbols need to be jointly demodulated at the receiver. For multi-carrier based communication (e.g., Orthogonal Frequency Division Multiplexing (OFDM)), massive MIMO systems have been shown to achieve high spectral and energy efficiency with low complexity multi-user precoding in the downlink. Extending the same to OTFS based downlink multi-user massive MIMO systems is challenging due to the requirement for joint demodulation of all information symbols at the user terminal (UT). In this paper, we solve this problem by proposing a novel OTFS based multi-user precoder at the base station (BS) and a corresponding low complexity detector (LCD) at the user terminals (UTs), which allows for separate demodulation of each DD domain information symbol at the UT. The complexity of the proposed precoder increases only linearly with increasing number BS antennas Q and the number of UTs. We show, through analysis, that as Q increases (with total transmitted power decreased linearly with Q), the proposed low complexity detector achieves a sum SE close to that achieved with optimal joint demodulation at each UT. Numerical simulations confirm our analysis and also show that the SE and error rate performance of the proposed OTFS based massive MIMO precoder and LCD detector is significantly more robust to channel induced Doppler spread when compared to OFDM based multi-user massive MIMO systems.

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