Near Real Time monitoring of satellite image time-series
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Python package for near real time detection of change in spatio-temporal datasets
nrt
provides a standardized interface for Near Real Time monitoring of disturbances on satellite image time-series.
The package is optimized for fast computation and suitable for operational deployment at scale.
A typical operational use case of such package would be a system constantly receiving new satellite based acquisitions and generating alerts when an anomaly is detected.
Five monitoring frameworks from scientific litterature on change detection are implemented and exposed via a common API.
All five monitoring framework share a common general approach which consists in modelling the “normal” behavior of the variable through time by fitting a linear model on