Abstract
Computing a Gram matrix and a large-dimensional matrix inversion accounts for most of the signal detection complexity in massive MIMO systems. When massive MIMO schemes are combined with Single-Carrier with Frequency-Domain Equalization (SC-FDE), employing powerful iterative equalizers like the Iterative Block Decision-Feedback Equalizer (IB-DFE), the matrix inversion operations need to be computed for each iteration, which further increases the receiver complexity. To avoid the exact matrix inversions in IB-DFE receivers, an alternative structure of IB-DFE is proposed in this work. The proposed IB-DFE receiver allows to incorporate the conventional iterative methods such as Richardson iteration, Gauss-Seidel iteration, etc. to replace the exact matrix inversions in the IB-DFE receiver. In addition, this work proposes Chebyshev accelerated Richardson iteration to improve the convergence rate of the conventional Richardson method and incorporates it with proposed IB-DFE receiver. The simulation results show that the proposed approach can significantly reduce computational complexity compared to the state-of-the-art methodologies while still obtaining a bit error rate (BER) performance similar to that of the conventional receiver.
| Original language | English |
|---|---|
| Pages (from-to) | 10405-10420 |
| Number of pages | 16 |
| Journal | IEEE Transactions on Vehicular Technology |
| Volume | 73 |
| Issue number | 7 |
| DOIs | |
| Publication status | Published - 2024 |
Keywords
- Chebyshev acceleration
- IB-DFE
- IB-DFE-RI-Cheby
- iterative receivers
- low complexity detection
- Massive MIMO
- SC-FDE
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