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Statistical CSI-Based Beamspace Transmission for Massive MIMO LEO Satellite Communications.
Qian Dong1,2, Yafei Wang1,2, Nan Hu3
1National Mobile Communications Research Laboratory, Southeast University, Nanjing 210096, China.
This study introduces a novel beamspace transmission framework for low-Earth-orbit satellite systems. It effectively reduces co-channel interference and enhances spectral efficiency using statistical channel state information (sCSI) with lower complexity.
Area of Science:
- Satellite Communications
- Signal Processing
Background:
- Precoding is crucial for mitigating co-channel interference (CCI) and improving spectral efficiency (SE) in multibeam low-Earth-orbit (LEO) satellite systems.
- Practical implementation faces challenges due to the need for instantaneous channel state information (iCSI) and high computational complexity, hindering compatibility with existing beamforming schemes.
Purpose of the Study:
- To propose a beamspace transmission framework that leverages statistical CSI (sCSI) for reduced computational complexity.
- To develop a low-complexity beam selection algorithm and a beamspace weighted minimum mean square error (WMMSE) precoding scheme.
Main Methods:
- A low-complexity beam selection algorithm using user terminal (UT) angular information to select a subset of beams from a codebook.
- Derivation of a beamspace WMMSE precoding scheme utilizing an sCSI-based formulation (sWMMSE) based on an upper bound approximation of the ergodic sum rate.
- Comparison with antenna-domain precoding designs and traditional mean square error (MSE)-based methods.
Main Results:
- The proposed framework achieves reduced computational complexity compared to antenna-domain precoding.
- The sWMMSE formulation provides a tighter estimate for performance.
- Simulation results confirm a favorable trade-off between performance and computational complexity.
Conclusions:
- The sCSI-based beamspace transmission framework offers a practical solution for precoding in LEO satellite systems.
- The method effectively mitigates CCI and enhances SE while managing computational load.
- This approach presents a viable alternative to existing, more complex precoding techniques.
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