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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.

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Catalogue records · 1

Topics

From keywords
Engineering
Inferred from text
Data management and data science 72% · Simulation 75%
Provenance · 1 source records, 11 field assertions
SourceKeyLast seenRaw
DaRUSdoi:10.18419/DARUS-613511 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].dataverse_subject:engineeringsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:engineeringmapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[method].local:method:simulationenrichment · darus uni stuttgart dekeyword-concept-rules@1.0.0title+description (75%)
created_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
descriptionsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/description
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titlesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/name
updated_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
version_labelsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0