ML model predicts nonlinear distortion in massive MIMO using 3D ray tracing channels, enabling power allocation with 12% median user throughput gain over fixed PA operation.
Mean Absolute Percentage Error for regression models,
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Impact of Nonlinear Power Amplifier on Massive MIMO: Machine Learning Prediction Under Realistic Radio Channel
ML model predicts nonlinear distortion in massive MIMO using 3D ray tracing channels, enabling power allocation with 12% median user throughput gain over fixed PA operation.