- The paper proposes a low-complexity per-antenna CE precoding scheme that achieves an O(N) array power gain while effectively controlling multi-user interference.
- It employs a non-linear least squares formulation to compute phase angles that minimize interference, operating with an O(MN) complexity.
- Numerical results under i.i.d. Rayleigh fading show that the technique significantly reduces transmit power, approximating the sum-capacity performance within about 2.0 dB.
Overview of Per-antenna Constant Envelope Precoding in Large Multi-User MIMO Systems
The paper presents a detailed investigation into per-antenna constant envelope (CE) precoding for large multi-user MIMO systems operating over Gaussian Broadcast Channels (GBC). The authors explore the challenges and opportunities presented by implementing constant envelope transmission constraints at each antenna, primarily motivated by the need to integrate power-efficient and non-linear RF power amplifiers in large antenna systems.
Precoding Strategy and Theoretical Insights
The paper derives theoretical insights to show that multi-user interference (MUI) can be controlled, and array gain achieved, despite the stringent constant envelope constraint per antenna. Such findings are established under certain mild assumptions on the channel conditions, particularly in scenarios where the base station (BS) has a large number N of antennas compared to the number M of single-antenna users. This leads to an analytical demonstration that, with increasing N, the total transmit power can be reduced while maintaining a fixed information rate per user, signifying an achievable O(N) array power gain.
Proposed CE Precoding Scheme
The authors propose a low-complexity CE precoding scheme that aims to minimize MUI energy while maintaining the constant envelope constraint. The scheme is capable of finding near-optimal CE signals within an operational complexity of O(MN). The approach uses a non-linear least squares (NLS) problem formulation to compute the phase angles that minimize interference, enabling transmission of signals with constant amplitude from each antenna.
Numerical Results and Practical Implications
Simulations demonstrate that for an i.i.d. Rayleigh fading channel, the transmit power required is reduced linearly with increasing antenna number while maintaining a fixed desired information sum-rate. This indicates the significant array gain achievable under the considered channel scenarios. Furthermore, the paper reveals that for large N, the gap in required total transmit power compared to the sum-capacity achieving scheme with average-only power constraint is small (approximately 2.0 dB), underlining the practical efficiency of the proposed precoding scheme.
Future Directions and Implications
The research suggests potential power savings in practical deployments of large antenna arrays, making it an attractive option for future wireless communication systems. These insights broaden the scope for deploying non-linear and power-efficient RF components in future networks without compromising on signal quality or system performance. Future work includes perfecting the generation of continuous-time constant-envelope signals and addressing scenarios involving larger alphabets or more complex modulation schemes.
Conclusion
This paper contributes valuable theoretical and practical innovations to the design of energy-efficient multi-user MIMO systems. By rigorously analyzing the conditions under which per-antenna CE constraints remain effective, it sets the groundwork for further exploration into energy conservation techniques in large-scale MIMO networks, ultimately promoting greener and more efficient wireless communication practices.