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Past, Present, and Future of EEG-Based BCI Applications
2022
Sensors
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Additionally, current challenges in the field and possibilities for the future have been analyzed. ...
In this review, the equipment used for gathering EEG data and signal processing methods have also been reviewed. ...
Aydarkhanov et al. 2021 Closed-loop EEG study on visual recognition during driving Belo et al. 2021 EEG-Based Auditory Attention Detection and Its Possible Future Applications for Passive BCI Benaroch ...
doi:10.3390/s22093331
pmid:35591021
pmcid:PMC9101004
fatcat:gn6bt4uqavenzbu3nkt32de42m
EEG spectral coherence data distinguish chronic fatigue syndrome patients from healthy controls and depressed patients-A case control study
2011
BMC Neurology
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Aside from fatigue, all patients were medically healthy by history and examination. EEGs were obtained and spectral coherences calculated after extensive artifact removal. ...
Results: Analysis of EEG coherence data from a large sample (n = 632) of patients and healthy controls identified 40 factors explaining 55.6% total variance. ...
Acknowledgements and Funding The authors thank registered EEG technologists Ellen Belles, Jack Connolly, Vincent DaForno, Herman Edwards, Susan Katz, Sheryl Manganaro, Marianne McGaffigan, and Adele Mirabella ...
doi:10.1186/1471-2377-11-82
pmid:21722376
pmcid:PMC3146818
fatcat:et5yylnb4nc2ljcsvnhaqmjs74
Correlation of EEG with neuropsychological status in children with epilepsy
2016
Clinical Neurophysiology
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Methods-Forty-six children ages 8 to 18 years old with idiopathic epilepsy were retrospectively identified and analyzed for correlations between EEG spectra and neuropsychological status using multivariate ...
In addition, the theta/beta ratio, which has been suggested as a clinically useful EEG marker of attention-deficit hyperactivity disorder (ADHD), and an EEG spike count were calculated for each subject ...
Acknowledgments We appreciate support from NIH 3R01-NS044351 and the Mathias Koch Memorial Fund. ...
doi:10.1016/j.clinph.2015.07.027
pmid:26337841
pmcid:PMC4899965
fatcat:mdrcavd5xrh77glpy4rbg25cvu
A LightGBM-Based EEG Analysis Method for Driver Mental States Classification
2019
Computational Intelligence and Neuroscience
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Recently, electroencephalography- (EEG-) based physiological and brain activities for fatigue detection have been increasingly investigated. ...
In this paper, we combine common spatial pattern (CSP) and propose a light-weighted classifier, LightFD, which is based on gradient boosting framework for EEG mental states identification. ...
Acknowledgments is study was supported by NSFC (61671193), the National Key R&D Program of China MOST (2017YFE0118200 and 2017YFE0116800), Key Science and Technology Program of Zhejiang Province (2018C04012 ...
doi:10.1155/2019/3761203
pmid:31611912
pmcid:PMC6755292
fatcat:2kaklxhdmvhy3hd53bpdapwiae
Late-Onset Epilepsy With Unknown Etiology: A Pilot Study on Neuropsychological Profile, Cerebrospinal Fluid Biomarkers, and Quantitative EEG Characteristics
2020
Frontiers in Neurology
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Future longitudinal studies should cross-validate our findings and test the predictive value of CSF and EEG variables. ...
LOEU-MCI status was associated with abnormalities in cortical sources of EEG rhythms related to quiet vigilance. ...
Future prospective, longitudinal, and multicenter studies in a larger cohort of consecutive LEOU patients with and without MCI status will have to cross-validate these findings and test the value of the ...
doi:10.3389/fneur.2020.00199
pmid:32351438
pmcid:PMC7174783
fatcat:s3th37tojrgjfdvgwzu7lqdbfe
ABNORMALITIES OF CORTICAL NEURAL SYNCHRONIZATION MECHANISMS IN SUBJECTS WITH MILD COGNITIVE IMPAIRMENT DUE TO ALZHEIMER'S AND PARKINSON'S DISEASES: AN EEG STUDY
2017
Alzheimer's & Dementia
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Future prospective cross-validation studies will have to test these rsEEG markers for clinical applications and drug discovery. ...
Individual alpha frequency peak (IAF) was used to determine the delta, theta, alpha1, alpha2, and alpha3 frequency band ranges. ...
The preliminary results of this study motivate future prospective, multi-center studies using a detailed evaluation of the patients' cognitive status, harmonized EEG hardware systems, and unique data collection ...
doi:10.1016/j.jalz.2017.06.1411
fatcat:ljijnyhblrhkznkiuk7ljo5vae
Abnormalities of resting-state EEG in patients with prodromal and overt dementia with Lewy bodies: Relation to clinical symptoms
2020
Clinical Neurophysiology
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Those features may be used as neurophysiological surrogate endpoints of clinical symptoms in DLB patients in future cross-validation prospective studies. ...
The eLORETA freeware was used to estimate cortical rsEEG sources. ...
Acknowledgements The present study was developed based on the data of the informal European Consortium PDWAVES and European Consortium of Dementia with Lewy Bodies. ...
doi:10.1016/j.clinph.2020.09.004
pmid:33039748
fatcat:otyoyvnhijhsdkmuixkri35564
Reviewing Evidence for the Relationship of EEG Abnormalities and RTT Phenotype Paralleled by Insights from Animal Studies
2021
International Journal of Molecular Sciences
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Electroencephalogram (EEG) has provided useful information to clinicians and scientists, from the very first descriptions of RTT, and yet no reliable neurophysiological biomarkers related to the pathophysiology ...
for EEG abnormalities reported in patients with RTT and in its disease models. ...
Only a few studies have examined the effectiveness of drugs on seizure reduction using prospective studies with EEG recording. ...
doi:10.3390/ijms22105308
pmid:34069993
pmcid:PMC8157853
fatcat:5gltqhsblze33eg2gjeskaycta
Trends and Future Prospects of the Drowsiness Detection and Estimation Technology
2021
Sensors
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Drowsiness detection methods based on the three types of information are discussed. A prospect for arousal level detection and estimation technology for autonomous driving is also presented. ...
This review summarizes the research and development trends of drowsiness detection systems based on various methods. ...
Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable.
Conflicts of Interest: The authors declare no conflict of interest. ...
doi:10.3390/s21237921
pmid:34883924
fatcat:udwmgaatdvgadfjz65wo7uqav4
Monitoring System For Drivers Of Heavy Vehicles
2016
Zenodo
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Alcohol can, speed, drowsy driving, and sudden heart attack are the major causes for road accidents, which can lead to severe physical injuries, deaths and significant economic losses. ...
Sleepy modes detection and then awaken of driver have been controlled with computer vision methods, while mobile communication and car control have been performed by embedded system components. ...
[10] presented a data fusion method for the on-board detection of driver drowsiness in real time. ...
doi:10.5281/zenodo.1067766
fatcat:5qznwzbrovesjb2nxg5v6wavim
An Automatic Monitoring System For Vehicle Drivers
2016
Zenodo
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Alcohol can, speed, drowsy driving, and sudden heart attack are the major reasons for road accidents, which can lead to severe physical injuries, deaths, and serious economic losses. ...
Sleepy modes detection and then awaken of drivers have been controlled with computer vision methods, while mobile communication and car control have been performed by embedded system components. ...
[10] presented a data fusion method for the on-board detection of driver drowsiness in real time. ...
doi:10.5281/zenodo.835504
fatcat:chiqaws5wfeolnxo4uh4vforqq
Hybrid Brain–Computer Interface Techniques for Improved Classification Accuracy and Increased Number of Commands: A Review
2017
Frontiers in Neurorobotics
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Currently, such combinations of EEG + fNIRS and EEG + EOG are most commonly employed. ...
The future prospects and the extension of hBCI in real-time applications for daily life scenarios are provided. iNTRODUCTiON Electroencephalography (EEG) and functional near infrared spectroscopy (fNIRS ...
The last part of this article discusses the future prospects for, and the research directions of, hybrid systems in control and rehabilitation applications. ...
doi:10.3389/fnbot.2017.00035
pmid:28790910
pmcid:PMC5522881
fatcat:wcg2mc32mvei3mtvsyropxbzim
Quantitative electroencephalography biomarkers of cognitive complaints after adjuvant therapy in breast cancer survivors: a pilot study
2014
Psycho-Oncology
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Acknowledgements This study was supported by grants from the Jonsson Comprehensive Cancer Center, the Breast Cancer Research Foundation, the Friends of the Semel Institute, and the Joseph Drown Foundation ...
An overarching pattern is one of the shifts in EEG power from higher (beta and alpha) to lower (theta and delta) frequencies with decreased cognitive status. ...
Future studies should use qEEG to examine relationships between brain function and cognitive complaints in larger cohorts that would allow for statistical analyses of covariates and multivariable models ...
doi:10.1002/pon.3487
pmid:24890579
fatcat:izzobmj6gff45n22imkxg7daii
Clinical risk factors for non-convulsive status epilepticus during emergent electroencephalogram
2013
Seizure
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Chao-Li Chang for EEG database administration, Ms. Catherine Tay and Ms. Lim Chai Ling for administrative support and Ms. Felicia Teo for data entry. ...
The study was approved by an institutional review board. Patients were grouped using EmEEG results into those with and without NCSE. ...
For example, a clinician manages a drowsy patient in whom NCSE is suspected; the estimated initial probability of NCSE in this patient is approximately 10% based on our data and on others 3, 5 . ...
doi:10.1016/j.seizure.2013.05.019
pmid:23806633
fatcat:ewjxkcoppjetrchhos2kllu7ia
A prospective three-year follow-up study on the clinical significance of anti-neuronal antibodies in acute psychiatric disorders
2019
Scientific Reports
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Symptom Checklist-90-Revised), serum and cerebrospinal fluid (CSF) sampling, EEG and 3 T brain MRI. Twelve antibody-positive (ab+) and 26 antibody-negative (ab-) patients consented to follow-up. ...
In conclusion, anti-neuronal ab+ status during index admission was associated with more severe symptoms of depression, psychoticism and agitation at three-year follow-up. ...
The authors thank Biobank1 for handling, registering, and storing all blood samples. ...
doi:10.1038/s41598-019-56934-6
pmid:31896766
pmcid:PMC6940359
fatcat:asqqxcof4nhldfxrzs6x7i25j4
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