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Pushing Even Lower-SNR Neural-Demodulation of LoRa Communication

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NELoRa++

Pushing Even Lower-SNR Neural-Demodulation of LoRa Communication

Introduction

  • Replicate the NELoRa paper on the dechirp model with Matlab and neural enhanced decoding model with Pytorch.
  • We implement parameter pruning to compress the NELoRa model by 60% and lower the SNR threshold by 0.4dB.
  • ML System (Model Compression, LoRa, PyTorch)

Files

  • Report.pdf
  • Modified NELoRa Code

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Pushing Even Lower-SNR Neural-Demodulation of LoRa Communication

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