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channel-prediction

This repositry is all about building up wireless communication channel model for generating channel data and perform ML channel prediction algorithms

channel-prediction-1

Use of Time Series Forecasting to predict real D2D/mmWave/THz channels

channel-prediction-meta-learning

Code for the paper "Predicting Multi-Antenna Frequency-Selective Channels via Meta-Learned Linear Filters based on Long-Short Term Channel Decomposition"

channel_prediction

channelprediction

This project is to simulation in the paper "An Adaptive and Parameter-Free Recurrent Neural Structure for Wireless Channel Prediction"

cnn-bilstm-attention-time-series-prediction_keras

CNN+BiLSTM+Attention Multivariate Time Series Prediction implemented by Keras

codes-for-deep-transfer-learning-based-downlink-channel-prediction-for-fdd-massive-mimo-systems

Data-Generation-and-Codes-for-Deep-Transfer-Learning-Based-Downlink-Channel-Prediction-for-FDD-Massive-MIMO-Systems

codes-for-deep-transfer-learning-based-downlink-channel-prediction-for-fdd-massive-mimo-systems-1

Codes-for-Deep-Transfer-Learning-Based-Downlink-Channel-Prediction-for-FDD-Massive-MIMO-Systems

deeplearning_for_wireless_signal_strength_prediction

[code] “A Deep Learning Model for Wireless Channel Quality Prediction”. By J. Dinal Herath, Anand Seetharam, Arti Ramesh. In: IEEE International Conference on Communications (ICC-2019).

imagessequencespredictions

雷达回波外推，ConvLSTM，训练模型并外推。

lstm-time-series-prediction-of-a-rayleigh-channel

Using an LSTM to train LS estimations of a Rayleigh channel, and outputting a channel forecast.

phdthesis

Tools and contribution associated with the PhD thesis tiled Optimization of Future Mobile Communication Systems using Deep Learning

tvt-data-code-channel-prediction-model

uncertaingp

Gaussian processes with uncertain input, applied to wireless channel learning and prediction