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GOODD: A global dataset of more than 38,000 georeferenced dams

38,000+ georeferenced dams and their catchments digitized from satellite imagery (Landsat, IKONOS, SPOT), enabling global analyses of dam impacts on society and environment.

doi.org

At a glance

Region
Global
Coverage
Global
Access
Free
Category
Research
Last updated
2020

What's inside

  • Remote Sensing
  • Water Infrastructure
  • Catchment Data

What you can do with it

Typical work that data of this type supports.

  1. 01

    Design flows

    Estimate 1-in-50 and 1-in-100 year floods for bridges, culverts and spillways.

    Because it has: Catchment Data

  2. 02

    Low flows

    Set environmental flows and check what is left in the river in a dry year.

  3. 03

    No-gauge areas

    Monitor places with no ground stations.

    Because it has: Remote Sensing

Where AI adds value

Ideas for machine learning and AI agents built on this kind of data.

  1. 01

    Flow forecasting

    Train LSTM-style models on past records to forecast river levels and flow days ahead.

  2. 02

    Ungauged basins

    Combine with catchment data to estimate flow where there is no gauge.

  3. 03

    Segmentation

    Map water, crops and land use pixel by pixel with deep learning.

Machine access and documentation

Data paper

GOODD: A global dataset of more than 38,000 georeferenced dams

Scientific Data 2020

Read the paper

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