AI Enhances Northern Lights Classification and Geomagnetic Storm Forecasting 2e5m3t

AI categorisation of auroras paves the way for improved space-weather research and forecasting. 386n2t

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AI Enhances Northern Lights Classification and Geomagnetic Storm Forecasting

Photo Credit: Wikimedia 3q321v

New Hampshire developed an innovative machine-learning algorithm

Highlights
  • AI categorises auroras from 700 million images
  • Improved geomagnetic storm forecasting with AI
  • NASA and University of New Hampshire lead auroral AI study
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A breakthrough in auroral research has been made through artificial intelligence, aiding scientists in the classification and study of northern lights. Over 700 million images of auroral phenomena have been sorted and labelled, paving the way for better forecasting of geomagnetic storms that can disrupt critical communication and security systems on Earth. The categorisation stems from NASA's THEMIS dataset, which records images of auroras every three seconds, captured from 23 monitoring stations across North America. The advancement is expected to significantly enhance the understanding of solar wind interactions with Earth's magnetosphere.

Dataset Categorisation and Techniques 3w5g1o

scientists to filter and analyse data efficiently.

Jeremiah Johnson, associate professor of applied engineering and sciences, stated to phys.org that the vast dataset holds crucial information about Earth's protective magnetosphere. Its prior scale made it challenging for researchers to effectively harness its potential. This development offers a solution, enabling faster and more comprehensive studies of auroral behaviour.

Impact on Future Research 4qcr

It has been suggested that the categorised database will serve as a foundational resource for ongoing and future research on auroral dynamics. With over a decade of data now organised, researchers have access to a statistically significant sample size for investigations into space-weather events and their effects on Earth's systems.

Collaborators from the University of Alaska-Fairbanks and NASA's Goddard Space Flight Center also contributed to this project. The use of AI in this context highlights the growing role of technology in addressing challenges posed by vast datasets in the field of space science.

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Further reading: auroral research
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