2024
DOI: 10.3390/s24051498
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A Deep Long-Term Joint Temporal–Spectral Network for Spectrum Prediction

Lei Wang,
Jun Hu,
Rundong Jiang
et al.

Abstract: Spectrum prediction is a promising technique to release spectrum resources and plays an essential role in cognitive radio networks and spectrum situation generating. Traditional algorithms normally focus on one-dimensional or predict spectrum values in a slot-by-slot manner and thus cannot fully perceive the spectrum states in complex environments and lack timeliness. In this paper, a deep learning-based prediction method with a simple structure is developed for temporal–spectral and multi-slot spectrum predic… Show more

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