Data · dataset · 2022
ADS-B Message Injection Attacks Dataset
Listed in Teesside University Research Data Repository
This dataset includes authentic ADS-B messages samples from the OpenSky Network and injected messages simulated using PyCharm.
Description
This dataset contains a total of 22,316 messages where legitimate messages are labeled with 0 and injected malicious messages labeled with 1, 2, and 3 for the path modification, ghost aircraft injection, and velocity drift attacks, respectively. This dataset contains 17 features of which 15 are extracted from ADS-B messages, the Received Signal Strength (RSS), and the Doppler shift.
A supplementary file containing raw ADS-B messages of the selected receiver is also provided. This dataset can be used to train machine learning models in order to build robust ADS-B message injection attack detection techniques.
Links
Where it is published
- DOI doi.org/10.17632/6fhw732ccz.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Machine learning
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/6fhw732ccz.1 | 16 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:group:4611 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Machine Learning'] |
| concepts[field].local:field:computer-science-ai | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |