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Conference Paper
An Improved Graph Neural Network-based Power Control Method
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- Authors
- Jihyung Kim, Yeji Cho, Junghyun Kim
- Issue Date
- 2024-10
- Citation
- International Conference on Information and Communication Technology Convergence (ICTC) 2024, pp.1441-1442
- Publisher
- IEEE
- Language
- English
- Type
- Conference Paper
- Abstract
- This paper proposes a deep learning-based power allocation optimization method to improve energy efficiency in mobile communication systems. The proposed method simultaneously applies interference and channel information to an edge convolution-based graph neural network and updates vertex features to perform power allocation optimization with fast learning.
- KSP Keywords
- Energy efficiency, Fast Learning, Learning-based, Mobile communication systems, Network-based, Optimization methods, Power allocation optimization, Power control(PC), Power control method, deep learning(DL), neural network(NN)