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ml-phy5g-beam-selection's Introduction

ML-PHY5G-Beam-Selection

By using Coordinates as input we have added few more layers in the existing model.

Model :

We modified the model in the ModelHandler.py file for the coordinates section (‘coord_mlp’). We are training only over coordinate inputs and used the model in following structure:

  • 4 Dense layers of size 16
  • 2 Dense layers of size 64
  • 2 Dense layers of size 128
  • 2 Dense layers of size 256
  • Softmax layer at the end for 3 classes

Instructions to run the code:

ITU_Beam.ipynb is the main code which includes both the beam_train_model and beam_test_model. This code can be used to generate the required output.

Note : Please note that we have considered only Coordinates dataset of Baseline data to train as well as test the model.

In the third cell of ITU_Beam.ipynb, you can change the Training as well as Test data path as per the requirement (Please ensure that only coordinates dataset is provided). The Last cell in ITU_Beam.ipynb, predicts the output of test data.

Output Result :

We have achieved training acuracy of 76.05% and test accuracy 72.69%. We have uploaded our predictions of s009 test dataset in output.txt file.

Output.txt Link: https://drive.google.com/file/d/1gK3KOO57GV0FJaL3sZ3eBctrgV_N9cue/view?usp=sharing

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