Deep Learning Coordinated Beamforming for Highly|Mobile ...

Deep Learning Coordinated Beamforming for Highly-Mobile ...

In this paper, a novel integrated machine learning and coordinated beamforming solution is developed to overcome these challenges and enable ...

Deep Learning Coordinated Beamforming for Highly-Mobile ... - arXiv

In this paper, we propose a novel integrated communication and machine learning solution for highly-mobile mmWave applications. Our proposed ...

Deep Learning Coordinated Beamforming for Highly-Mobile ...

In this paper, a novel integrated machine learning and coordinated beamforming solution is developed to overcome these challenges and enable highly-mobile ...

(PDF) Deep Learning Coordinated Beamforming for Highly-Mobile ...

Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems ... Supporting high mobility in millimeter wave (mmWave) systems ...

Deep learning coordinated beamforming for Highly-Mobile ...

Extensive simulation results based on accurate ray-tracing, show that the proposed deep-learning coordinated beamforming strategy approaches the achievable rate ...

[PDF] Deep Learning Coordinated Beamforming for Highly-Mobile ...

A novel integrated machine learning and coordinated beamforming solution is developed to overcome challenges and enable highly-mobile mmWave ...

Low Complexity Deep Learning Based Coordinated Beamforming ...

Low Complexity Deep Learning Based Coordinated Beamforming for mmWave Massive MIMO Vehicular Networks ... highly mobile mmWave applications. Simulations ...

Deep learning coordinated beamforming for Highly-Mobile ...

Dive into the research topics of 'Deep learning coordinated beamforming for Highly-Mobile millimeter wave systems'. Together they form a unique fingerprint.

Deep Reinforcement Learning-Based Coordinated Beamforming for ...

In this chapter, we introduce a baseline DRL coordinated beamforming approach for a highly mobile vehicular mmWave communication system as shown ...

Deep Reinforcement Learning for Distributed Dynamic Coordinated ...

... mobile cellular network, where in each cell a multi-antenna BS serves multiple mobile users simultaneously via downlink beamforming.

Haoran-S/Coordinated_Beamforming - GitHub

"Deep learning coordinated beamforming for highly-mobile millimeter wave systems." IEEE Access 6 (2018): 37328-37348. [2] Ahmed Alkhateeb, “DeepMIMO: A ...

Deep Reinforcement Learning-Based Coordinated Beamforming for ...

... beamforming scheme where multiple base ... highly mobile mmWave massive MIMO scenario while ensuring low training and latency overhead.

DL_CoordinatedBeamforming.m - GitHub Gist

Li, Q. Qu and D. Tujkovic,. % "Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave. % Systems," in IEEE Access, vol. 6, pp. 37328-37348, ...

Deep Reinforcement Learning-Based Coordinated Beamforming for ...

Numerical results demonstrate that our proposed algorithm remarkably increases the achievable sum rate capacity for the highly mobile mmWave massive MIMO ...

Deep Learning-based Coordinated Beamforming for Massive MIMO ...

Tujkovic, “Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems,” in IEEE Access, vol. 6, pp. 37328–37348, Jun ...

[PDF] Deep Learning-Based Beam Management and Interference ...

Deep Learning Coordinated Beamforming for Highly-Mobile Millimeter Wave Systems · A. AlkhateebS. AlexPaul VarkeyYing LiQi QuD. Tujkovic. Computer Science ...

Deep Learning Assisted mmWave Beam Prediction for ...

Alkhateeb, et al., “Deep learning coordinated beamforming for highly-mobile millimeter wave systems,” IEEE Access, vol. 6, p- p. 37328–37348, Jun. 2018. [34] ...

Beamforming in Massive Mimo Antenna Arrays for 5g

... mobile devices. Hence, coordinated beamforming and integrated machine learning are created to address the aforementioned issues and allow ...

Applications – DeepMIMO

We develop a novel integrated machine learning and coordinated beamforming solution to overcome the challenges encountered in the highly-mobile mmWave ...

Deep Reinforcement Learning for Distributed Dynamic Coordinated ...

Sun, “Deep reinforcement learning for distributed coordinated beamforming in massive MIMO,” in Proc. IEEE Int. Symp. Pers., Indoor Mobile Radio ...