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Geo2ComMap: Deep Learning-Based MIMO Throughput Prediction Using Geographic Data

Fan-Hao Lin, Tzu-Hao Huang,Chao-Kai Wen,Trung Q. Duong

IEEE Wireless Communications Letters(2025)

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Key words
Throughput,Geographic Data,Prediction Accuracy,Prediction Error,GEO Database,Median Error,Channel Matrix,Sparse Measurements,Rank Condition,Median Absolute Error,Deep Learning-based Framework,Root Mean Square Error,Deep Learning,Convolutional Layers,Performance Metrics,Deep Learning Models,Input Features,Cartographic,Skip Connections,Directional Antenna,Sparse Point,Sparse Map,Advanced Architectures,Path Gain,User Equipment,Ray Tracing,Sparse Density,Angle Of Departure,Highest Error,Locations Of Base Stations
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