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/
Descriptive
Field | Value |
|---|---|
Theme | |
Subjects | |
Type | dataset |
Language | English |
Status | COMPLETE |
Projects | |
Dataset Size (MB) | 1927.119429 |
State | active |
Last Modified | 2025-11-11T16:28:45 |
Identifiers
Field | Value |
|---|---|
Identifier | 05de3bed-39d9-4612-996b-de316db80521 |
Other Identifier/DOI | 10.11582/2022.00040 |
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 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 pascalsa@uio.no ORCID Name Acronym Contact email Homepage URL ROR |
Contributors | Contributor 1 First name Pascal Last name Sado Organisation University of Oslo pascalsa@uio.no ORCID Type Related Person |
Dataset owner | Owner 1 Organisation ROR |
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 | 2022-09-08 |
Related URLs
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Related Resources |
Versioning Info
Field | Value |
|---|---|
Version | 2 |
Version notes | First version of the dataset. |
Has Version | |
Is version of | |
Version type | latest |