Data · dataset · 2026
Replication data for: Data-Driven Anomaly Detection for Graph-based Formation Control in a Robot Swarm
Listed in DaRUS
A robot swarm executing a formation task can be examined for the presence of anomalies in the robots' motion behavior using a data-driven contextual anomaly detection method.
Description
The simulation of the robot formation, the data preprocessing, and the anomaly detection method are described in the corresponding paper. Each row of the dataset contains a single robot action, which represents the robot's change in position during an interval of 2s, and the corresponding context information of the formation.
The label column identifies the robot as a formation leader (10), a normally behaving single-edge follower (11), a normally behaving double-edge follower (12), or one of the following robot with anomalous behavior: formation-changing robot (2), swinging robot (3), noisy robot (4), or brute-force robot (5). The context information includes the previous robot action previous_action_x|y, the distances to the other robots dx|y_r, the distance to the formation center dx|y_center, and the distance to a look-ahead point on the leader trajectory dx|y_trajectory.
Links
Where it is published
- Dataverse dataset page darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi%3A10.18419%2FDARUS-6135 ↗
landing page · from darus uni stuttgart de
- DOI doi.org/10.18419/darus-6135 ↗
DOI / persistent id · from darus uni stuttgart de
Catalogue records · 1
- Dataverse API darus.uni-stuttgart.de/api/datasets/:persistentId/?persistentId=doi%3A10.18419%2FDARU… ↗
metadata API · from darus uni stuttgart de
Topics
- Stated by source
- Computer and Information Science · Engineering
- From keywords
- Engineering
- Inferred from text
- Data management and data science 72% · Simulation 75%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DaRUS | doi:10.18419/DARUS-6135 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4605 | enrichment · darus uni stuttgart de | taxonomy-embedding@1.1.0 | title+keywords+description (72%) |
| concepts[field].dataverse_subject:computer-and-information-science | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].dataverse_subject:engineering | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].local:field:engineering | mapping · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[method].local:method:simulation | enrichment · darus uni stuttgart de | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| description | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /description |
| publication_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| title | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /name |
| updated_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| version_label | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 |