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Carrington event Prediction

By Space-phobia team

NASA SPACE APPS

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Agenda

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Problem definition

How we handle it

Solution

Solution challenges

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Problem definition

  • Carrington event 1859

In 1859, dark specks on the sun known as sunspots, this was the first solar flare ever seen and reported.

  • What if Carrington like event happened?

The worst-case scenario is we don’t have a warning, this will result in some of the most extensive blackouts ever seen.

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Solution

  • RNN model

RNN model is capable to read sequential behavior of signals of Data as it predicts according to the previous signals and doesn’t depend on one input.

  • Machine learning Models

Linear regression and ridge regression models to predict the KP based two datasets: dscvor and wind spacecraft.

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Solution Challenges

The data was in CDF form which was not readable by AI Models so We faced some problems like turning it to Dataframe and importing multidimensional data into DataFrame .

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How did we handle it ?

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Thank You

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