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Conference Paper
Parallel Network Assisted Calibrated Beam Training for mmWave Communication Systems
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- Authors
- Jihyung Kim, Soyoung Yoo, Junghyun Kim
- Issue Date
- 2023-07
- Citation
- International Conference on Ubiquitous and Future Networks (ICUFN) 2023, pp.1-3
- Publisher
- IEEE
- Language
- English
- Type
- Conference Paper
- Abstract
- This paper proposes a new structure called CNN-PN-LSTM to improve the beam prediction performance of existing deep learning-based calibrated mmWave beam training. Unlike previous works, we utilized a parallel network to effectively extract features from high-dimensional signals for model training. Simulation results show the effectiveness of the parallel network and the superior prediction performance of our model.
- KSP Keywords
- Communication system, High-dimensional, Learning-based, Parallel Network, deep learning(DL), extract features, mmWave communication, prediction performance, simulation results