Explainable Machine Learning for Radio Environment Mapping: An Intelligent System for Electric Field Strength Monitoring

Explainable Machine Learning for Radio Environment Mapping: An Intelligent System for Electric Field Strength Monitoring

The accurate characterization of signal propagation is critical for optimizing wireless network performance and supporting applications such as electromagnetic field (EMF) exposure assessment and the development of Radio Environmental Maps (REMs). This study proposes a novel, explainable machine lea...

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Bibliographic Details
Main Authors: Yiannis Kiouvrekis, Theodor Panagiotakopoulos, Efthymia Nousi, Ioannis Filippopoulos, Agapi Ploussi, Ellas Spyratou, Efstathios P. Efstathopoulos
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Electric field strength
explainable machine learning
machine learning
radio environment map
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Online Access:https://ieeexplore.ieee.org/document/10977841/
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