ArticleCognitive neurodynamics2018
A novel real-time driving fatigue detection system based on wireless dry EEG.
Article in Cognitive neurodynamics, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it, 112 citations in OpenAlex.
- Ratio Indexes Based on Spectral Electroencephalographic Brainwaves for Assessment of Mental Involvement: A Systematic Review.Sensors (Basel, Switzerland) · 2023Pooled it
- BCI-Based Rehabilitation on the Stroke in Sequela Stage.Neural plasticity · 2020Trial
- A review of hybrid EEG-based multimodal human-computer interfaces using deep learning: applications, advances, and challenges.Biomedical engineering letters · 2025Review
- An Identification Method for Road Hypnosis Based on Human EEG Data.Sensors (Basel, Switzerland) · 2024Article
- Driving fatigue detection based on brain source activity and ARMA model.Medical & biological engineering & computing · 2024Article
- Modulating Driver Alertness via Ambient Olfactory Stimulation: A Wearable Electroencephalography Study.Sensors (Basel, Switzerland) · 2024Article
- In-Car Environment Control Using an SSVEP-Based Brain-Computer Interface with Visual Stimuli Presented on Head-Up Display: Performance Comparison with a Button-Press Interface.Sensors (Basel, Switzerland) · 2024Article
- The architecture of functional brain network modulated by driving under train running noise exposure.PloS one · 2024Article
- Resting-state EEG recorded with gel-based vs. consumer dry electrodes: spectral characteristics and across-device correlations.Frontiers in neuroscience · 2024Article
- A portable EEG signal acquisition system and a limited-electrode channel classification network for SSVEP.Frontiers in neurorobotics · 2024Article
- Contactless Heart and Respiration Rates Estimation and Classification of Driver Physiological States Using CW Radar and Temporal Neural Networks.Sensors (Basel, Switzerland) · 2023Article
- Utilizing EEG and fNIRS for the detection of sleep-deprivation-induced fatigue and its inhibition using colored light stimulation.Scientific reports · 2023Article
- BCI system with lower-limb robot improves rehabilitation in spinal cord injury patients through short-term training: a pilot study.Cognitive neurodynamics · 2022Article
- EEG-based brain functional connectivity representation using amplitude locking value for fatigue-driving recognition.Cognitive neurodynamics · 2022Article
- On Fatigue Detection for Air Traffic Controllers Based on Fuzzy Fusion of Multiple Features.Computational and mathematical methods in medicine · 2022Article
- Evaluation of a Fast Test Based on Biometric Signals to Assess Mental Fatigue at the Workplace-A Pilot Study.International journal of environmental research and public health · 2021Article
- Research on Driving Fatigue Alleviation Using Interesting Auditory Stimulation Based on VMD-MMSE.Entropy (Basel, Switzerland) · 2021Article
- A dynamic center and multi threshold point based stable feature extraction network for driver fatigue detection utilizing EEG signals.Cognitive neurodynamics · 2021Article
- Transcranial Auricular Vagus Nerve Stimulation (taVNS) and Ear-EEG: Potential for Closed-Loop Portable Non-invasive Brain Stimulation.Frontiers in human neuroscience · 2021Article
- A Novel Fatigue Driving State Recognition and Warning Method Based on EEG and EOG Signals.Journal of healthcare engineering · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Development of techniques for detection of mental fatigue has varied applications in areas where sustaining attention is of critical importance like security and transportation. The objective of this study is to develop a novel real-time driving fatigue detection methodology based on dry Electroencephalographic (EEG) signals. The study has employed two methods in the online detection of mental fatigue: power spectrum density (
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.