wjddn279 / DeepLearning_MIMO-NOMA

Realization of MIMO-NOMA signal detection system based on **C. Lin et al., “A deep learning approach for MIMO-NOMA downlink signal detection,” MDPI Sensors, vol. 19, no. 11, pp. 2526, 2019.
75 stars 29 forks source link
communication deep-learning mimo noma

DeepLearning_MIMO-NOMA

hi, guys. I`m Jeongwoo Do in *** EE

The repository is realization of MIMO_NOMA signal detection system based on C. Lin et al., “A deep learning approach for MIMO-NOMA downlink signal detection,” MDPI Sensors, vol. 19, no. 11, pp. 2526, 2019. and traditional detection shceme to compare performance.

Python

  • DnnDetector.py : Object-Oriented realizaition the Dnn based MIMO-NOMA signal detection system described in the paper
  • MIMO-NOMA-DNN : realizaition the Dnn based MIMO-NOMA signal detection system described in the paper
  • MIMO_NOMA_SVM_BPSK : realizaition the SVM (Support Vector Machine) based MIMO-NOMA signal detection system described in the paper

Matlab

  • MIMO_NOMA_2USER_BPSK.m : the traditional SIC detection simulation based the paper A deep learning approach for mimo-noma signal detection'

  • MIMO_NOMA_channel_estimation_ML.m : the ML detection, but CSI (channel state information) is imperpect via channel estimation error

  • MIMO_NOMA_channel_estimation_SIC.m : the SIC detecion simulation, but CSI (channel state information) is imperpect via channel estimation error

If you are interested in my repository, feel free to contact email wjddn279@*****.**.** Since I'm in a brind recruitment process, I'll cover my email for a moment. If you have any questions, please leave them in issue.