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NeWRF: A Deep Learning Framework for Wireless Radiation Field Reconstruction and Channel Prediction

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NeWRF

NeWRF: A Deep Learning Framework for Wireless Radiation Field Reconstruction and Channel Prediction [Paper]

Requirement

  • Python: 3.10.9
  • Pytorch: 1.13.1
  • CUDA: 11.7

Usage

  • simulator/ contains the simulation code. Run main.m in MATLAB to generate datasets
  • train.py contains the training code. Usage:
python train.py --env [environment]
  • eval.py contains the evaluation code. Usage:
python eval.py --env [environment] --ckpt [checkpoint file] 
  • demo.ipynb provides visualization during the training process demo outcome

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NeWRF: A Deep Learning Framework for Wireless Radiation Field Reconstruction and Channel Prediction

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  • Python 77.7%
  • Jupyter Notebook 11.4%
  • MATLAB 10.8%
  • M 0.1%