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farismismar / Deep-Q-Learning-SON-Perf-Improvement

Code for the following publication: F. B. Mismar, J. Choi, and B. L. Evans, "A Framework for Automated Cellular Network Tuning with Reinforcement Learning", IEEE Transactions on Communications, vol. 67, no. 10, Oct. 2019, pp. 7152-7167, DOI 10.1109/TCOMM.2019.2926715.

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Deep-Q-Learning-SON-Perf-Improvement

The requirement for running this code is to obtain license and access of the Vienna LTE-A simulator, found at: https://www.nt.tuwien.ac.at/research/mobile-communications/vccs/vienna-lte-a-simulators/

MATLAB, Python 3, TensorFlow are all required.

An important file LTE_sim_main.m is missing since it is part of the Vienna LTE-A simulator. I had to modify this file to enable alarms, but of course cannot share the file due to copyrights.

Version history

7/25/2018 Initial code release

7/26/2019 Version 2. Fixed a few bugs and added more alarms.

About

Code for the following publication: F. B. Mismar, J. Choi, and B. L. Evans, "A Framework for Automated Cellular Network Tuning with Reinforcement Learning", IEEE Transactions on Communications, vol. 67, no. 10, Oct. 2019, pp. 7152-7167, DOI 10.1109/TCOMM.2019.2926715.

Languages

Language:MATLAB 54.5%Language:Python 45.5%