KAN-based DPD for 5G RoF achieves 24.2% lower EVM than MLP and 52% fewer BOPs to reach EVM below 2%.
A robust digital baseband predistorter constructed using memory polynomials
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DPD-KAN: Kolmogorov-Arnold Networks for Low Complexity Digital Predistortion in 5G Analog Radio-over-Fiber Systems
KAN-based DPD for 5G RoF achieves 24.2% lower EVM than MLP and 52% fewer BOPs to reach EVM below 2%.