Scene-conditioned PINN-GNN framework for generating and completing multipath RF maps with a new peak-weighted DTW metric.
OpenPathNet: An open-source RF multipath data generator for AI-driven wireless systems
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The paper overviews attention-based learning methods for spectrum cartography in LEO satellite networks to enable adaptive fusion of heterogeneous measurements for inference and resource allocation.
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Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion
Scene-conditioned PINN-GNN framework for generating and completing multipath RF maps with a new peak-weighted DTW metric.
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Learning-Based Spectrum Cartography in Low Earth Orbit Satellite Networks: An Overview
The paper overviews attention-based learning methods for spectrum cartography in LEO satellite networks to enable adaptive fusion of heterogeneous measurements for inference and resource allocation.