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Landsat NDVI time series reconstruction

Subcategory: remote sensing
Papers: 1 | Mentions: 1

Local Knowledge Graph (37 entities)

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Knowledge graph centered on Landsat NDVI time series reconstruction with 37 nodes and 121 connections. Top connected: climate change, snowpack persistence, leaf water content, evapotranspiration, air temperature.

Description

Method to reconstruct continuous daily NDVI time series from sparse Landsat satellite observations using LSTM neural networks with cloud masking and gap-filling.

Typical Equipment

  • Landsat 5 satellite
  • Landsat 7 satellite
  • Landsat 8 satellite
  • Google Earth Engine cloud computing platform

Output Measurements

  • daily NDVI values
  • reconstructed vegetation index time series