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Past, Present, and Future of EEG-Based BCI Applications

Kaido Värbu, Naveed Muhammad, Yar Muhammad
2022 Sensors  
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

Frank H Duffy, Gloria B McAnulty, Michelle C McCreary, George J Cuchural, Anthony L Komaroff
2011 BMC Neurology  
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

David A. Hsu, Katherine Rayer, Daren C. Jackson, Carl E. Stafstrom, Murielle Hsu, Peter A. Ferrazzano, Kevin Dabbs, Gregory A. Worrell, Jana E. Jones, Bruce P. Hermann
2016 Clinical Neurophysiology  
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

Hong Zeng, Chen Yang, Hua Zhang, Zhenhua Wu, Jiaming Zhang, Guojun Dai, Fabio Babiloni, Wanzeng Kong
2019 Computational Intelligence and Neuroscience  
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

Elena Nardi Cesarini, Claudio Babiloni, Nicola Salvadori, Lucia Farotti, Claudio Del Percio, Maria Teresa Pascarelli, Giuseppe Noce, Roberta Lizio, Fulvio Da Re, Valeria Isella, Lucio Tremolizzo, Michele Romoli (+3 others)
2020 Frontiers in Neurology  
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


Roberta Lizio, Claudio Del Percio, Susanna Cordone, Susanna Lopez, Andrea Soricelli, Raffaele Ferri, Flavio Nobili, Francesco Famà, Dag Aarsland, Francesco Orzi, Carla Buttinelli, Franco Giubilei (+16 others)
2017 Alzheimer's & Dementia  
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

Maria Teresa Pascarelli, Claudio Del Percio, Maria Francesca De Pandis, Raffaele Ferri, Roberta Lizio, Giuseppe Noce, Susanna Lopez, Marco Rizzo, Andrea Soricelli, Flavio Nobili, Dario Arnaldi, Francesco Famà (+29 others)
2020 Clinical Neurophysiology  
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

Kirill Smirnov, Tatiana Stroganova, Sophie Molholm, Olga Sysoeva
2021 International Journal of Molecular Sciences  
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

Toshiya Arakawa
2021 Sensors  
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

Selime Ozaktas, Feyza Galip, Ibrahim Furkan Ince, Sahin Uyaver, Adil Guler, Md. Haidar Sharif
2016 Zenodo  
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

Selime Ozaktas, Feyza Galip, Ibrahim Furkan Ince, Md. Haidar Sharif
2016 Zenodo  
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

Keum-Shik Hong, Muhammad Jawad Khan
2017 Frontiers in Neurorobotics  
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

Aimee M. Hunter, Lorna Kwan, Linda M. Ercoli, Barbara Kahn Mills, Ian A. Cook, Patricia A. Ganz, Andrew F. Leuchter
2014 Psycho-Oncology  
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

T.M. Tu, N.K. Loh, N.C.K. Tan
2013 Seizure  
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

M. B. Schou, S. G. Sæther, O. K. Drange, E. Brenner, J. Crespi, L. Eikenes, M. S. Mykland, C. Pintzka, A. K. Håberg, T. Sand, A. Vaaler, D. Kondziella
2019 Scientific Reports  
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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