Joint Transmit Beamforming and Phase Shifts Design with Deep Reinforcement Learning
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Nov 22, 2022 - Python
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5G
5G is a cellular network technology standardized by the 3rd Generation Partnership Project (3GPP). The 5G architecture consists of two parts: the Next-Generation Radio Access Network (NG-RAN) and the 5G Core Network (5GC). The 5GC is a service-oriented software-defined system composed of modular network functions. The Radio Access Technology (RAT) used by the NG-RAN is called 5G New Radio (5G NR).
Here are 271 public repositories matching this topic...
A Python package for 5G-NR simulations
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Jul 30, 2026 - Python
🎯 ML-based positioning method from mmWave transmissions - with high accuracy and energy efficiency
tracking machine-learning deep-learning cnn lstm positioning mmwave beamforming jetson-tx2 5g tcn nlos
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Jul 30, 2024 - Python
DeepMIMOv4: A Toolchain and Database for Ray-tracing Datasets.
machine-learning reproducible-research dataset raytracing worldwide wireless-communication 5g sensing 6g radio-propagation
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Sep 23, 2026 - Python
Joint Transmit Beamforming and Phase Shifts Design with Deep Reinforcement Learning Under the Phase-Dependent Amplitude Model
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Nov 10, 2023 - Python
5G Network E2E Slice Manager
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Jul 21, 2026 - Python
DeepSlice: A Deep Learning Approach towards an Efficient and Reliable Network Slicing in 5G Networks
deep-learning wireless lte network-analysis wireless-network 4g wireless-communication 5g 5g-networks
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Sep 16, 2021 - Python
This repository contains Physical layer utilities based on 3GPP specs for NR 5G
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Jun 6, 2022 - Python
This advanced and complex project implements an AI-powered optimization system for 5G Open RAN networks. Using machine learning and deep learning, the system optimizes network performance by detecting anomalies, predicting network traffic, and dynamically allocating resources.
machine-learning deep-learning neural-network artificial-intelligence cloud-services energy-efficiency anomaly-detection 5g network-optimization 6g network-planning 5g-ran o-ran openran
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Apr 30, 2023 - Python
Network slicing gym environment and a model-based RL agent with kernels
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Nov 19, 2024 - Python
A PyTorch-based toolkit for simulating communication systems
python open-source machine-learning research deep-learning communication signal-processing academic torch pytorch neural-networks communications simulation-toolkit wireless-communications wireless-communication error-correction-codes 5g communication-systems 6g joint-source-channel-coding
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Apr 27, 2026 - Python
implementation of Prediction, Collaborative and Replacement (PCR) caching algorithm for edge computing
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Mar 25, 2023 - Python
Rohde & Schwarz SCPI Driver (in Python)
python sensor driver wifi test-automation smw spectrum-analyzer lte vse 5g scpi vsa rohde-schwarz signal-generator fsw vsg power-sensor schwarz-scpi-driver rohde
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Jul 8, 2024 - Python
5G Network Slicing Simulation project designed to explore dynamic resource allocation and performance optimization across network slices, including eMBB, mMTC, and URLLC. Developed with modular Python architecture and detailed performance metrics.
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May 25, 2025 - Python
Admission Control and Resource Allocation mechanism for 5G Core Network Slicing based on Reinforcement Learning and Deep Learning
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Jul 7, 2022 - Python
A fully verified, 3GPP NR compliant 5G physical layer library for Python. Includes high-PHY and low-PHY implementations, validated against 60,000+ test cases generated via the MATLAB 5G Toolbox.
python3 ldpc physical-layer wireless-communication 5g 5g-nr 3gpp-ran1 high-physical low-physical nr-pusch nr-pdsch llr-demodulation polar-encoder-decoder 5g-ldpc-encoder-decoder ldpc-min-sum ldpc-bp-decoder ldpc-layered-min-sum-decoder
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Aug 21, 2026 - Python
SDR is fun.
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May 27, 2024 - Python
This project simulates deployment and migration of Service Function Chains (SFC) in data-centers.
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May 17, 2025 - Python
Created by 3GPP
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