Joint Transmit Beamforming and Phase Shifts Design with Deep Reinforcement Learning
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Nov 22, 2022 - Python
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reconfigurable-intelligent-surfaces
Here are 13 public repositories matching this topic...
IEEE WCNC 2023: Deep Reinforcement Learning for Secrecy Energy-Efficient UAV Communication with Reconfigurable Intelligent Surfaces
deep-reinforcement-learning uav-communications reconfigurable-intelligent-surfaces td3-pytorch twin-td3
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Sep 28, 2023 - 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
Simulation Codes for "Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach"
federated-learning edge-ai federated-learning-framework intelligent-reflecting-surfaces reconfigurable-intelligent-surfaces
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Jun 24, 2024 - Python
This is the code implementation for the GMML algorithm.
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Nov 29, 2024 - Python
Simulation code for "On the Secrecy Rate under Statistical QoS Provisioning for RIS-assisted MISO Wiretap Channel," by V. Kumar, M. F. Flanagan, D. W. Kwan Ng, and L. -N. Tran, IEEE Global Communications Conference (GLOBECOM), 2021, pp. 1-6, doi: 10.1109/GLOBECOM46510.2021.9685957.
signal-processing convex-optimization wireless-communication non-convex-optimization physical-layer-security alternating-optimization intelligent-reflecting-surfaces reconfigurable-intelligent-surfaces secrecy-capacity
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Aug 29, 2022 - Python
This repository is accompanying the papers "Artificial Fast Fading from Reconfigurable Surfaces Enables Ultra-Reliable Communications" (SPAWC 2021), "RIS-Assisted Statistical Channel Shaping for Ultra-High Reliability" (WSA 2021), and "Reconfigurable Intelligent Surface Phase Hopping for Ultra-Reliable Communications" (TWC, DOI:10.1109/TWC.2022.…
ieee-transactions research-paper wireless-communications ultra-reliability communication-systems research-paper-implementation reconfigurable-intelligent-surfaces phase-hopping ultra-reliable-communications
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Nov 15, 2022 - Python
Worst-case MSE Minimization for RIS-assisted mmWave MU-MISO Systems with Hardware Impairments and CSI Imperfection
reinforcement-learning gymnasium wireless-communication ppo-pytorch stable-baselines3 digital-beamforming reconfigurable-intelligent-surfaces
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Jan 9, 2025 - Python
Optimization of Transmit Beamforming based on Unsupervised Learning With Channel Covariances for MISO Downlink Assisted by Reconfigurable Intelligent Surfaces
tensorflow optimization numpy keras python3 deeplearning unsupervised-learning transmit beamforming miso bnn downlink reconfigurable-intelligent-surfaces zeroforcing waterfilling
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Dec 28, 2024 - Python
Implementation of the performance evaluation of "On the Impact of Control Signaling in RIS-Empowered Wireless Communications"
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Jul 26, 2024 - Python
Fusion of federated leaerning algorithm and reconfigurable intelligent surface from 6G
pytorch convex-optimization wireless-communication oops-in-python federated-learning 6g reconfigurable-intelligent-surfaces
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Dec 11, 2024 - Python
Codes for reproducing the numerical results reported in: "An Orchestration Framework for Open System Models of Reconfigurable Intelligent Surfaces" by V. Croisfelt, F. Devoti, F. Saggese, V. Sciancalepore, X. Costa-Pérez, and P. Popovski.
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Jan 22, 2025 - Python
Neural Network Based Optimization of Transmit Beamforming and RIS Coefficients Using Channel Covariances in MISO Downlink
python tensorflow optimization numpy neural-networks scipy semidefinite-programming cvxpy wireless-communication pydot reconfigurable-intelligent-surfaces
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Jan 7, 2025 - Python
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