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Evaluation of event-related desynchronization (ERD) preceding and following voluntary self-paced movement
Abstract
A method of accurate storage and on-line preprocessing of an EEG signal, preceding and following a trigger signal, elicited by button pressing, is described. The method was used to study the changes occurring in the power of the rhythmic activity within the alpha band in central areas, during voluntary, self-paced movement in 10 normal humans. A short-lasting decrease or phasic event-related desynchronization (ERD) of alpha power, representing mu activity, was observed in all 10 subjects. During the 2 sec period preceding movement the phasic ERD was mostly bilateral, but larger prior to right than to left thumb movement. At onset and during the first second of execution of movement, the phasic ERD was mostly bilateral but predominant in ipsilateral areas. Preceding or during movement, maximum ERD was observed in most cases in central-vertex regions.
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“It is known that the amplitudes, for example of the alpha, beta and gamma bands, provide class‐discriminative information for motor tasks [Ball et al., 2008; Pfurtscheller, 1981; Pfurtscheller and Aranibar, 1979].”
From Deep learning with convolutional neural networks for EEG decoding and visualization (2017) · cites this paper as Pfurtscheller and Aranibar, 1979
Citations
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“This resulted in an ERD/ERS-like measure of relative power change (Pfurtscheller and Aranibar, 1979; Pfurtscheller and Lopes da Silva, 1999).”
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“In each trial, subjects were instructed to respond to an auditory GO signal by imagining left hand opening motions according to a well described protocol (Buch et al. 2008; Soekadar et al. 2011) inducing SMR-ERD (Pfurtscheller and Aranibar 1979; Pfurtscheller and Neuper 1997).”
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“, 2010) within lower frequencies reported for motor imagery (Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1997), including the Mu-rhythm (8–13Hz).”
BackgroundEvent-Related Desynchronization evoked by auditory stimuli
Krause, C. M., Lang, H. A., Laine, M., Helle, S., Kuusisto, M., & Pörn, B. (1994) · Brain Topography · doi:10.1007/bf01186768 · Cited by 57
“ERD of the alpha frequency band has been observed in association with visual stimulation (Pfurtscheller and Aranibar 1977; Aranibar and Pfurtscheller 1978; Pfurtscheller and Klimesch 1991), during voluntary movement tasks (Pfurtscheller and Aranibar 1979) and during cognitive and attentional”
BackgroundSpatiotemporal analysis of alpha frequency components with the ERD technique
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“…(ERD/ERS) To quantify the event-related changes of EEG power, we used the well-tested procedure called event-related desynchronization/ synchronization (ERD/ERS; Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller and Lopes da Silva, 1999; Pfurtscheller et al., 1997).”
MethodToriyama, H., Ushiba, J., & Ushiyama, J. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00295 · Cited by 55
Human cortical rhythms during visual delayed choice reaction time tasks
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Event-Related Synchronization and Desynchronization of Alpha and Beta Waves in a Cognitive Task
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Self-citationPre-Stimulus Sensorimotor Rhythms Influence Brain–Computer Interface Classification Performance
Maeder, C. L., Sannelli, C., Haufe, S., & Blankertz, B. (2012) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2012.2205707 · Cited by 54
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“In the early alpha window, ERS was induced in the SEMϩRHYϩ and SEMϩRHYϪ conditions in anterior regions , and in the SEM-RHYϪ condition in all regions, while ERD was mainly found in the SEMϩRHYϩ, SEMϩRHYϪ, and SEMϪRHYϩ conditions (Fig.”
BackgroundInfluentialDuration of EEG and MEG α Suppression Increases with Angle in a Mental Rotation Task
Michel, C. M., Kaufman, L., & Williamson, S. J. (1994) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1994.6.2.139 · Cited by 54
Correlations between CT scan and sensorimotor EEG rhythms in patients with cerebrovascular disorders
Pfurtscheller, G., Sager, W. D., & Wege, W. (1981) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(81)90032-8 · Cited by 54
Self-citationElectrophysiological manifestations of mirror visual feedback during manual movement.
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EEG power changes during a multiple level memory retention task
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Age-related changes of evoked potentials
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EEG differences and cognitive style
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“This decrease can be quantified as event-related desynchronization (ERD) (Pfurtscheller and Aranibar, 1979) and used by a BMI system to control an exoskeleton moving a patient’s paralyzed hand (Soekadar et al., 2011).”
MethodInfluentialBipolar electrode selection for a motor imagery based brain–computer interface
Lou, B., Hong, B., Gao, X., & Gao, S. (2008) · Journal of Neural Engineering · doi:10.1088/1741-2560/5/3/007 · Cited by 50
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“…in EEG alpha power that is strongest in the hemisphere contralateral to the active limb, or occurs across both hemispheres in the case of bimanual tasks (e.g., Leocani, Toro, Manganotti, Zhuang, & Hallett, 1997; Pfurtscheller & Aranibar, 1979; Pfurtscheller & Lopes da Silva, 1999).”
BackgroundNovel hybrid brain–computer interface system based on motor imagery and P300
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Brain–Computer Interfaces in the Rehabilitation of Stroke and Neurotrauma
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Decoding Intention at Sensorimotor Timescales
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“In 1979, Pfurtscheller [101] discovered that the activity of neurons in the cerebral cortex during exercise produces desynchronization.”
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Observed manipulation of novel tools leads to mu rhythm suppression over sensory-motor cortices
Rüther, N., Brown, E. C., Klepp, A., & Bellebaum, C. (2014) · Behavioural Brain Research · doi:10.1016/j.bbr.2013.12.033 · Cited by 49
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“We then epoched the EEG with respect to the start of the trial and we used EEGLAB to: (1) find values outside an interval between −200 μV and 200 μV, (2) reject trials with abnormal joint probability and/or (3) abnormal kurtosis.”
MethodEvent-related desynchronization and synchronization during a memory task in children
Krause, C. M., Salminen, P.-A., Sillanmäki, L. H., & Holopainen, I. E. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(01)00684-8 · Cited by 47
“…oscillatory activity in relation to stimulation is to investigate the so-called ‘event-related desynchronization’ (ERD) and ‘event-related synchronization’ (ERS) of specific EEG frequency bands of interest (Pfurtscheller, 1977; Aranibar and Pfurtscheller, 1978; Pfurtscheller and Aranibar, 1979).”
BackgroundTowards Development of a 3-State Self-Paced Brain-Computer Interface
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“These phenomena are known as event-related desynchronization (ERD) and event-related synchronization (ERS), respectively [15, 20].”
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Defebvre, L., Bourriez, J. L., Derambure, P., Duhamel, A., Guieu, J. D., & Destée, A. (1998) · Electroencephalography and Clinical Neurophysiology/Electromyography and Motor Control · doi:10.1016/s0924-980x(97)00085-4 · Cited by 47
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LFP beta amplitude is linked to mesoscopic spatio-temporal phase patterns
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InfluentialConverging evidence of ERD/ERS and BOLD responses in motor control research
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Spectral analysis of event-related EEG responses during short-term memory performance
Sterman, M. B., Kaiser, D. A., & Veigel, B. (1996) · Brain Topography · doi:10.1007/bf01191639 · Cited by 46
Marshall, T. R., Esterer, S., Herring, J., Bergmann, T. O., & Jensen, O. B. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.09.069 · Cited by 45
“This study demonstrated in a small sample (N=5) that during a self-paced button pressing task pre-movement alpha-band desynchronisation and post-movement beta-band synchronisation (Pfurtscheller and Aranibar, 1979) were visible and comparable during anodal tDCS and tDCS-free recordings.”
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“…and just after On medication state recordings, respectively, because the wires from the EEG setup hindered patient performance of UPDRS tasks, and the voluntary movements during the UPDRS examination would themselves tend to reduce measures of synchronization (Pfurtscheller and Aranibar 1979).”
BackgroundBrain Control: Human-computer Integration Control Based on Brain-computer Interface
Wang, X., Jin, J., Zhang, Y., & Bei, W. A. N. G. (2013) · Acta Automatica Sinica · doi:10.1016/s1874-1029(13)60023-3 · Cited by 65
“1977 年 Pfurtscheller 教授发现了事件相关去 同步 (Event-related desynchronization, ERD) 现 象 , 1979 年做了左右手大拇指按键的实验 , 解释了 在大脑中心区域 alpha 波段的 mu 成分产生的 ERD 现象 [25] , 1993 年建立了基于运动想象的实时 EEG 识别系统 , 识别准确率达到 85 % [26] , 1999 年发现 了事件相关同步 (Event-related synchronization, ERS) 现象 [27] .”
The Impact of Different Visual Feedbacks in User Training on Motor Imagery Control in BCI
Zapała, D., Francuz, P., Zapała, E., Kopiś-Posiej, N., Wierzgała, P., Augustynowicz, P., Majkowski, A., & Kołodziej, M. (2017) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-017-9383-z · Cited by 46
“The phenomenon of ERD/ERS occurs during the actual movement of a single finger, the whole hand, foot, and tongue as well as while observing or imagining such movement (Pineda 2005; Pfurtscheller et al. 2006).”
BackgroundInfluentialMutual‐information‐based approach for neural connectivity during self‐paced finger lifting task
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“…in the vicinity of the sensorimotor area exhibiting the most prominent b ERD was chosen as the channel of interest (COI) [Pfurtscheller and da Silva, 1999 for the details of b ERD computation; Andrew and Pfurtscheller, 1999; Pfurtscheller and Aranibar, 1979; Pfurtscheller and da Silva, 1999].”
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Cortical processing of vowels and tones as measured by event-related desynchronization
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“Common ERD/ERS visualization methods include the band power method [61] and event-related spectral perturbation [62].”
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Chen, S., Li, Y., Shu, X., Wang, C., Wang, H., Ding, L., & Jia, J. (2020) · Frontiers in Neurology · doi:10.3389/fneur.2020.546599 · Cited by 41
Brain-Machine Interface Engineering
Sanchez, J. C., & Príncipe, J. C. (2007) · Synthesis lectures on biomedical engineering · doi:10.1007/978-3-031-01621-9 · Cited by 42
Lee, P., Wu, Y., Chen, L., Chen, Y., Cheng, C.-M., Yeh, T., Ho, L., Chang, M.-S., & Hsieh, J. (2003) · NeuroImage · doi:10.1016/j.neuroimage.2003.07.024 · Cited by 41
“This study focuses on beta activity and beta ERS, centered around 20 Hz, because it has been demonstrated that the movement-related short bursts of beta oscillation have higher task and movement specificity than alpha ERD (Pfurtscheller and Aranibar, 1979; Pfurtscheller et al., 1996).”
BackgroundInfluentialBorra, D., Fantozzi, S., Bisi, M. C., & Magosso, E. (2023) · Sensors · doi:10.3390/s23073530 · Cited by 40
“Neural oscillations are strongly modulated by motor tasks; during movement preparation and execution, the amplitude of M/EEG oscillations in alpha (8–13 Hz) and beta (13–30 Hz) bands is attenuated in the sensorimotor areas (post-central gyrus, pre-central gyrus, and supplementary motor areas) [4,5].”
BackgroundDerambure, P., Bourriez, J. L., Defebvre, L., Cassim, F., Josien, É., Duhamel, A., Destée, A., & Guieu, J. D. (1997) · Epilepsia · doi:10.1111/j.1528-1157.1997.tb01234.x · Cited by 40
EEG-based communication: analysis of concurrent EMG activity
Vaughan, T. M., Miner, L. A., McFarland, D. J., & Wolpaw, J. R. (1998) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/s0013-4694(98)00107-2 · Cited by 39
“Mu rhythms are 8–12 Hz EEG rhythms recorded over sensorimotor cortex in awake individuals (Gastaut, 1952; Kuhlman, 1978; Pfurtscheller and Aranibar, 1979; Kozelka and Pedley, 1990; Arroyo et al., 1993; Niedermeyer and Lopes da Silva, 1993).”
BackgroundInfluentialEffect of real-time cortical feedback in motor imagery-based mental practice training
Bai, O., Huang, D., Fei, D.-Y., & Kunz, R. D. (2014) · NeuroRehabilitation (Reading, MA) · doi:10.3233/nre-131039 · Cited by 40
Effects of voluntary movements on early auditory brain responses
Makeig, S., M�ller, M., & Rockstroh, B. S. (1996) · Experimental Brain Research · doi:10.1007/bf00229149 · Cited by 39
Audio-visual facilitation of the mu rhythm
McGarry, L. M., Russo, F., Schalles, M. D., & Pineda, J. A. (2012) · Experimental Brain Research · doi:10.1007/s00221-012-3046-3 · Cited by 41
A clinical evaluation of non-invasive motor imagery-based brain-computer interface in stroke
Ang, K. K., Guan, C., Chua, K. S. G., Ang, B. T., Kuah, C. W. K., Wang, C., Phua, K. S., Chin, Z. Y., & Zhang, H. (2008) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2008.4650130 · Cited by 39
“…results of comparing different feature selection and classification algorithms for MI-BCI in [12] The neurophysiological background of MI-BCI is that motor activity, both actual and imagined [22],[23] causes an attenuation or increase of localized neural rhythmic activity called ERD/ERS [5],[6] .”
BackgroundEnhanced ${\mu }$ Rhythm Extraction Using Blind Source Separation and Wavelet Transform
Ng, S., & Paramesran, R. (2009) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2009.2021987 · Cited by 39
Clinical Neurophysiology of Brain Plasticity in Aging Brain
Rossini, P. M., Ferilli, M. N., Rossini, L., & Ferreri, F. (2013) · Current Pharmaceutical Design · doi:10.2174/1381612811319360004 · Cited by 39
Development of a Wearable Motor-Imagery-Based Brain–Computer Interface
Lin, B.-S., Pan, J., Chu, T. Y., & Lin, B. (2016) · Journal of Medical Systems · doi:10.1007/s10916-015-0429-6 · Cited by 39
Parr, J. V. V., Gallicchio, G., & Wood, G. (2021) · International Review of Sport and Exercise Psychology · doi:10.1080/1750984x.2021.1878548 · Cited by 40
“For example, pre-movement alpha desynchronization displays a contralateral preponderance, such that right-handed motor actions will elicit a decrease in alpha power that is larger in the left hemisphere (Pfurtscheller & Aranibar, 1979; Pfurtscheller & Berghold, 1989).”
BackgroundInterregional long-range and short-range synchrony: a basis for complex sensorimotor processing
Hummel, F. C., & Gerloff, C. P. (2006) · Progress in brain research · doi:10.1016/s0079-6123(06)59015-6 · Cited by 38
Alpha rhythms in mild dements during visual delayed choice reaction time tasks: A MEG study
Babiloni, C., Cassetta, E., Chiovenda, P., Percio, C. D., Ercolani, M., Moretti, D. V., Moffa, F., Pasqualetti, P., Pizzella, V., Romani, G. L., et al. (2005) · Brain Research Bulletin · doi:10.1016/j.brainresbull.2005.01.014 · Cited by 39
A Generalized Framework for Quantifying the Dynamics of EEG Event-Related Desynchronization
Lemm, S., Müller, K., & Curio, G. (2009) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000453 · Cited by 39
Vecchio, F., Buffo, P., Sergio, S., Iacoviello, D., Rossini, P. M., & Babiloni, C. (2011) · Clinical Neurophysiology · doi:10.1016/j.clinph.2011.06.019 · Cited by 39
“We followed the procedure for the computation of alpha ERD (Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller et al., 1997).”
MethodPercio, C. D., Marzano, N., Tilgher, S., Fiore, A., Ciolo, E. D., Aschieri, P., Lino, A., Toràn, G., Babiloni, C., & Eusebi, F. (2007) · Clinical Neurophysiology · doi:10.1016/j.clinph.2007.04.029 · Cited by 38
The growth of human brain mapping
Fox, P. T. (1997) · Human Brain Mapping · doi:10.1002/(sici)1097-0193(1997)5:1 · Cited by 66
Allen, C. P. G., Dunkley, B. T., Muthukumaraswamy, S. D., Edden, R. A. E., Evans, J., Sumner, P., Singh, K. D., & Chambers, C. (2014) · PLoS ONE · doi:10.1371/journal.pone.0100350 · Cited by 41
Wascher, E., Heppner, H., Kobald, S. O., Arnau, S., Getzmann, S., & Möckel, T. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00711 · Cited by 44
Ensemble Learning Based Brain–Computer Interface System for Ground Vehicle Control
Zhuang, J., Geng, K., & Yin, G. (2019) · IEEE Transactions on Systems Man and Cybernetics Systems · doi:10.1109/tsmc.2019.2955478 · Cited by 43
Yeo, S. S., Kwon, J. W., & Park, G. Y. (2022) · Scientific Reports · doi:10.1038/s41598-022-21307-z · Cited by 38
“The mean baseline spectra were converted into dB power and subtracted from spectral power after stimulus onsets so that we can visualize spectral ‘perturbation’ from the baseline 54,55 .”
MethodSpectral dynamics of electroencephalographic activity during auditory information processing
Cacace, A. T., & McFarland, D. J. (2003) · Hearing Research · doi:10.1016/s0378-5955(02)00715-3 · Cited by 38
“…ERDs in upper alpha and lower beta frequency bands have been previously described secondary to voluntary ¢nger movement tasks and active response selection paradigms (Pfurtscheller and Aranibar, 1979; Derambure et al., 1993; Toro et al., 1994; Stancak and Pfurtscheller, 1996; Kaiser et al., 2001).”
BackgroundEEG rhythms of the sensorimotor region during hand movements
Nashmi, R., Mendonça, A. J., & MacKay, W. A. (1994) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(94)90166-x · Cited by 38
Cortical oscillatory changes occurring during somatosensory and thermal stimulation
Stančák, A. (2006) · Progress in brain research · doi:10.1016/s0079-6123(06)59016-8 · Cited by 37
Devos, D., & Defebvre, L. (2006) · Progress in brain research · doi:10.1016/s0079-6123(06)59022-3 · Cited by 37
Babiloni, C., Vecchio, F., Bareš, M., Brázdil, M., Nestrašil, I., Eusebi, F., Rossini, P. M., & Rektor, I. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.09.043 · Cited by 37
“Percentage changes of event-related band SEEG power were indexed by the so-called event-related desynchronization/synchronization (ERD/ERS; Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller et al., 1997, 1999).”
MethodBesserve, M., Martinerie, J. M., & Garnero, L. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.01.056 · Cited by 37
“…features for couples including a motor task (subjects 1, 2, 3 and 5) clearly involve the motor area contra-lateral to the imagined movement in the classical mu band, corresponding to the well known Event Related Desynchronization (Pfurtscheller and Aranibar, 1979; Pfurtscheller et al., 1997).”
Human large-scale oscillatory brain activity during an operant shaping procedure
Keil, A., Müller, M. M., Gruber, T., Wienbruch, C., & Elbert, T. R. (2001) · Cognitive Brain Research · doi:10.1016/s0926-6410(01)00094-5 · Cited by 37
Motor-Related Mu/Beta Rhythm in Older Adults: A Comprehensive Review
Inamoto, T., Ueda, M., Ueno, K., Shiroma, C., Morita, R., Naito, Y., & Ishii, R. (2023) · Brain Sciences · doi:10.3390/brainsci13050751 · Cited by 39
Multitarget Multiscale Simulation for Pharmacological Treatment of Dystonia in Motor Cortex
Neymotin, S. A., Durá-Bernal, S., Lakatos, P., Sanger, T. D., & Lytton, W. W. (2016) · Frontiers in Pharmacology · doi:10.3389/fphar.2016.00157 · Cited by 36
“This beta is reduced in amplitude and synchrony duringmovement (Jasper and Penfield, 1949; Pfurtscheller and Aranibar, 1979; Crone et al., 1998; Miller et al., 2007).”
BackgroundLFP beta amplitude is linked to mesoscopic spatio-temporal phase patterns
Denker, M., Zehl, L., Kilavik, B. E., Diesmann, M., Brochier, T. G., Alexa Riehle, C., & Grün, S. (2018) · JuSER (Forschungszentrum Jülich) · Cited by 36
Freeman, S. M., Itthipuripat, S., & Aron, A. R. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.0284-16.2016 · Cited by 37
“These studies tended to show affordance-related ERD at more midline and posterior sensorimotor areas than classic ERD studies examining actual and planned movements (Pfurtscheller and Aranibar, 1979; McFarland et al., 2000).”
BackgroundCortical activation related to auditory semantic matching of concrete versus abstract words
Krause, C. M., Åström, T., Karrasch, M., Laine, M., & Sillanmäki, L. H. (1999) · Clinical Neurophysiology · doi:10.1016/s1388-2457(99)00093-0 · Cited by 36
“…decrease in EEG alpha-band power is termed `event-related desynchronization' (ERD) (Pfurtscheller, 1977; Aranibar and Pfurtscheller, 1978; Pfurtscheller and Aranibar, 1979), while alpha synchronization, or `event-related synchronization' (ERS) denotes the increase of alpha activity…”
BackgroundMotor and Sensory Mapping of the Frontal and Occipital Lobes
Lesser, R. P., Arroyo, S., Crone, N. E., & Gordon, B. (1998) · Epilepsia · doi:10.1111/j.1528-1157.1998.tb05127.x · Cited by 36
Book Review: Cortical Network Resonance and Motor Activity in Humans
Brown, P., & Marsden, J. F. (2001) · The Neuroscientist · doi:10.1177/107385840100700608 · Cited by 36
“Both components are reduced prior to and during movement (often termed event-related desynchronization), although some rhythmic activity may reappear during sustained isometric contractions (Chatrian and others 1959; Pfurtscheller and Aranibar 1979; Salmelin and others 1995).”
Background
Metadata
- Authors
- Pfurtscheller, G., & Aranibar, A.
- Affiliations
- University of Graz (AT)
- Venue
- Electroencephalography and Clinical Neurophysiology
- Publisher
- Elsevier BV
- Published
- 1979-02
- Volume
- 46
- Issue
- 2
- Pages
- 138-146
- ISSN
- 0013-4694 (ISSN-L)
- OpenAlex
- W2052684349
- Cited by
- 758
- References
- 6
- Citations by year
- 2026: 15 · 2025: 27 · 2024: 18 · 2023: 31 · 2022: 25 · 2021: 39 · 2020: 38 · 2019: 41 · 2018: 39 · 2017: 33 · 2016: 34 · 2015: 24 · 2014: 34 · 2013: 21 · 2012: 25
- FWCI
- 1.60
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Electroencephalography and Clinical Neurophysiology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Physical Sciences › Engineering › Biomedical Engineering › Muscle activation and electromyography studies
- Keywords
- event-related desynchronization, mu rhythm, alpha band, EEG preprocessing, thumb movement, motor cortex
- MeSH terms
- Adult, Alpha Rhythm, Brain, Computers, Cortical Synchronization, Electroencephalography, Female, Humans, Functional Laterality, Male, Movement
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