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

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.

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