Google Introduces AlphaEarth Foundations, a ‘Virtual Satellite’ AI Model

This is a collection of satellite or aerial imagery showing different land features in false color. The images appear to be processed using various spectral bands, creating vibrant color combinations. The collection includes views of agricultural fields (shown in geometric patterns), water bodies (appearing in bright red or blue), urban areas (showing grid-like patterns), forests or vegetation (in various shades of green), and what appears to be geological features. Each image tile shows a different perspective or processing technique, creating a mosaic of Earth observation data.

Google’s Virtual Satellite AI Model

Google has introduced a new AI model called AlphaEarth Foundations that it says can function like a ‘virtual satellite.’ The model uses a system called ’embedding,’ which works by taking big volumes of public information from various sources every day, such as optical satellites, radars and climate simulations, and then combining them all together.

It then divides lands and coastal waters into 10×10 meter squares, which it then analyzes and tracks over time. These squares are color-coded to indicate different characteristics, such as vegetation types and material properties.

The company said AlphaEarth Foundations makes its data easy to use by creating what it calls ‘highly compact summary’ for each square of land or coastal water it monitors. These compact summaries apparently need 16 times less storage compared to those produced by comparable AI systems, thereby reducing costs needed for Earth observation.

So what exactly can the model’s data be used for? Google explained that scientists can use the model to create detailed maps on demand for multiple purposes, such as to monitor crop health or to track deforestation. In its announcement, the company claimed that the model excelled at a wide range of tasks over different time periods when it was tested.

‘AlphaEarth Foundations represents a significant step forward in understanding the state and dynamics of our changing planet,’ Google wrote. The company gave over 50 organizations access to the model’s Satellite Embedding dataset, a collection of its annual embeddings, to test its use in real world applications over the past year. Now, it has released the dataset in Google Earth Engine so that other scientists can use it for their own research.