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Energy Optimization Model Based on REFII Model, Bayesian Networks and PSO Algorithm

izvorni znanstveni rad

izvorni znanstveni rad

Energy Optimization Model Based on REFII Model, Bayesian Networks and PSO Algorithm

Vrsta prilog u knjizi
Tip izvorni znanstveni rad
Godina 2025
Nadređena publikacija New Technologies, Development and Application VIII: Volume 2
Stranice str. 369-378
DOI 10.1007/978-981-96-8998-9_30
ISSN 2367-3370
EISSN 2367-3389
Status objavljeno

Sažetak

Energy optimization in telecommunication base stations demands innovative approaches to address dynamic consumption patterns and environmental variability. This study proposes a novel framework integrating time series analysis, Bayesian networks, and Particle Swarm Optimization (PSO) to holistically optimize power management. Proposed concept takes in account individual requirements on single base station, as well as global portfolio of mobile base stations characteristics.

Ključne riječi

Time series, Bayesian networks, PSO, Machine learning, Energy optimization