Natural sciences | University of Oslo

Substorm Onset Prediction using Machine Learning Classified Auroral Images

We classify all sky images from 4 seasons, transform the classified information into time-series data to include information about the evolution of images and combine these with information on the onset of geomagnetic substorms. We train a lightweight classifier on this dataset to predict the onset of substorms within a 15 minute interval after being shown information of 30 minutes of aurora.

In the accompanying publication we describe our methods and show the results that we obtained.

This dataset contains the processed files that can be used to replicate our results. Instructions how to apply the data and on the accompanying code can be found here: http://tid.uio.no/SOP/

Pascal SadoDOI : 10.11582/2022.00070License: Creative Commons Attribution 4.0
831.2 MBBiota
SOP

Descriptive

Field

Value

Theme

Subjects

Type

dataset

Language

English

Status

COMPLETE

Projects

    Dataset Size (MB)

    831.190425

    State

    active

    Last Modified

    2025-11-11T16:28:34

    Identifiers

    Field

    Value

    Identifier

    4459b31e-99f1-4ee6-88c5-1de6c8693ad6

    Other Identifier/DOI

    10.11582/2022.00070

    Personnel (first name, last name, organisation, email)

    Field

    Value

    Contact points

    Contact point 1

    Type

    person

    First name

    Pascal

    Last name

    Sado

    Organisation

    University of Oslo

    Email

    pascalsa@uio.no

    ORCID

    Name

    Acronym

    Contact email

    Homepage URL

    ROR

    Creators

    Creator 1

    Type

    person

    First name

    Pascal

    Last name

    Sado

    Organisation

    University of Oslo

    Email

    pascalsa@uio.no

    ORCID

    Name

    Acronym

    Contact email

    Homepage URL

    ROR

    Contributors

    Contributor 1

    First name

    Pascal

    Last name

    Sado

    Organisation

    University of Oslo

    Email

    pascalsa@uio.no

    ORCID

    Type

    Related Person

    Dataset owner

    Owner 1

    Publisher

    NIRD RDA

    Constraints

    Field

    Value

    License

    CC-BY-4.0

    Access Rights

    public

    Extent

    Field

    Value

    Spatial

    Temporal

    Reference Dates

    Field

    Value

    Release date

    2022-11-29

    Related URLs

    Field

    Value

    Related Resources

    Versioning Info

    Field

    Value

    Version

    1

    Version notes

    First version of the dataset.

    Has Version

    05de3bed-39d9-4612-996b-de316db80521

    Is version of

    Version type

    archived