Infrastructure Intelligence in Telecommunications: Advanced Engineering Frameworks for 5G and Future Networks - Softcover

Kozak, Andrey

 
9786209970672: Infrastructure Intelligence in Telecommunications: Advanced Engineering Frameworks for 5G and Future Networks

Inhaltsangabe

This monograph addresses the scalability problem in 5G infrastructure planning through a predictive system combining machine learning propagation models, continuous terrain complexity metrics, geospatial data integration, and uncertainty-aware deployment sequencing. It introduces an ensemble approach of gradient-boosted trees, convolutional neural networks, and Gaussian process regression, validated against representative mountainous and mixed-terrain environments, and outlines engineering challenges on the trajectory toward 6G network intelligence.

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Über die Autorin bzw. den Autor

Andrey Kozak is a researcher and expert in telecommunications infrastructure engineering and intelligent network planning. His work focuses on radio frequency propagation modeling, multi-objective site selection optimization, and the integration of machine learning methods into 5G and next-generation mobile network deployment frameworks.

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.