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Data · dataset · 2026

A Multimodal EEG–Source–Vehicle Dynamics Dataset for Road-Rage-Related Affect Recognition in Real-Road Traffic Conflicts

Listed in ScienceDB

This dataset supports the study of road-rage-related affect recognition under real-road traffic-conflict scenarios.

Description

The data were collected in a real vehicle environment, where participants experienced two types of traffic-conflict induction scenarios, including longitudinal threat and lateral intrusion, under the control of a professional safety driver. The dataset contains synchronized 32-channel scalp EEG signals, source-space brain-region time series reconstructed from scalp EEG, vehicle dynamics signals, and four-level subjective road-rage-related affect labels.

The vehicle dynamics signals include vehicle speed, longitudinal acceleration, lateral acceleration, and yaw rate. All samples were temporally aligned using unified timestamps and assigned a four-level affective label, where 0 denotes no road rage, 1 denotes mild irritation, 2 denotes moderate anger, and 3 denotes severe anger.To protect participant privacy, the dataset has been anonymized and does not contain participant names, contact information, facial images, in-cabin videos, or other personally identifiable information.

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The dataset is intended for manuscript review, method reproducibility, model validation, and result verification.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Image 65% · Longitudinal study 65%
Provenance · 1 source records, 12 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.3790710 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[method].local:method:longitudinal-studyenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (65%)
concepts[modality].local:modality:imageenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
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