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Intelligent Spectrum Sensing for NOMA Systems: A Cost-Sensitive LightGBM Approach with Objective-Driven Learning

In NOMA-enabled CR systems, superposed PU signals with unequal power levels and independent activity significantly complicate spectrum sensing and channel state discrimination. To address this issue, ML-based sensing exploits spectrum-domain features to perform channel state classification. However,...

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Principais autores: Kanabadee Srisomboon, Luepol Pipanmekaporn, Akara Prayote, Wilaiporn Lee
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-03-01
Colecção:Sensors
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Acesso em linha:https://www.mdpi.com/1424-8220/26/6/1767
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