Satellite imagery and port data enable nowcasting of port-level maritime trade with reliable recovery of percentage changes, applied to detect post-sanction trade reorientation in Russian ports.
In the empirical analysis, we use signal-based features derived directly from the underlying SAR measurements
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Watching Trade from Space: Nowcasting and Spatial Extrapolation of Port-Level Maritime Trade Using Satellite Imagery
Satellite imagery and port data enable nowcasting of port-level maritime trade with reliable recovery of percentage changes, applied to detect post-sanction trade reorientation in Russian ports.