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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
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BackgroundNormal and pathological changes in alpha rhythms
Samson-Dollfus, D., Delapierre, G., Marcolino, C. D., & Blondeau, C. (1997) · International Journal of Psychophysiology · doi:10.1016/s0167-8760(97)00778-2 · Cited by 30
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“Early reports showed desynchronisation of the mu rhythm during motor preparation (Chatrian et al., 1959; Pfurtscheller & Aranibar, 1979), motor execution (Pfurtscheller & Neuper, 1994; Pfurtscheller et al., 1997, 2000; Babiloni et al., 1999), and motor imagery (Pfurtscheller & Neuper, 1997;…”
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“During planning for a movement, at least a second before, the Mu rhythm over the contra-lateral hemisphere undergoes an attenuation of power and hence shows a decrease in amplitude [23].”
BackgroundResultHuman alpha rhythms during visual delayed choice reaction time tasks: A magnetoencephalography study
Babiloni, C., Babiloni, F., Carducci, F., Cincotti, F., Percio, C. D., Penna, S. D., Franciotti, R., Pignotti, S., Pizzella, V., Rossini, P. M., et al. (2004) · Human Brain Mapping · doi:10.1002/hbm.20079 · Cited by 27
“To quantify the event-related percentage reduction of the oscillations, a standard procedure for the computation of the event-related desynchronization (ERD) was used, [Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller et al., 1997].”
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“The best known modulations of rhythmic activity are movement-related suppressions and enhancements (Chatrian et al., 1959; Pfurtscheller, 1992; Pfurtscheller and Aranibar, 1979; Pfurtscheller and Lopes da Silva, 1999; Salmelin and Hari, 1994; Salmelin et al., 1995), but task-related modulations…”
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“These rhythms recorded over the sensorimotor cortex decrease and desynchronize with movement as well as with motor imagery.(13,14) The particular rhythmic activity in the same frequency range of alpha recorded over the Rolandic motor area is referred to as “mu” rhythm.”
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“For the analysis of brain electrophysiological data, previous studies have shown that patients with stroke can elicit ERD/ERS during imagining the affected limb movement (Pfurtscheller and Aranibar, 1979; Neuper et al., 2006).”
ResultHernández, L., Cantillo-Negrete, J., Mendoza-Montoya, O., Carino-Escobar, R. I., Leyva-Martinez, I., Aguirre-Güemez, A. V., Barrera-Ortiz, A., Carrillo-Mora, P. U., & Antelis, J. M. (2022) · IEEE Access · doi:10.1109/access.2022.3170906 · Cited by 26
“To examine the task-related oscillatory EEG signals the event related desynchronization/synchronization (ERD/ERS) was computed following [54], [55].”
MethodVourvopoulos, A., Blanco-Mora, D. A., Aldridge, A. L., Jorge, C., Figueiredo, P., & Badia, S. B. I. (2022) · IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE) · doi:10.1109/metroxraine54828.2022.9967664 · Cited by 26
“ERSP acts as a generalization of the ERS/ERD [31], hence, we computed also the ERD as a percentage of the drop of power relative to baseline according to Pfurtscheller et al. [32].”
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“…movement is associated with a negative cortical potential shift known as Bereitschaftspotential (Kornhuber and Deecke, 1965) and an event-related desynchronization (ERD) of sensorimotor rhythms (Pfurtscheller and Aranibar, 1979) and therefore completely attributable to motor cortex activation.”
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“The results are coherent with previous studies describing ERD/ERS% modulations in the mu and the beta bands during motor actions ( Pfurtscheller & Aranibar, 1979 ; Kilavik et al., 2013 ; Avanzini et al., 2012 ; Shibasaki et al., 1993 ).”
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“In particular, alpha (8–13 Hz) and beta (13–30 Hz) oscillations are believed to be involved, not only in sensory selection [25] and the preparation and initiation of voluntary motor actions [26–29], but also in multisensory”
BackgroundFranz, E. A., Fu, Y., Moore, M. R., Winter, T. J., Mayne, T., Debnath, R., & Stringer, C. (2016) · Restorative Neurology and Neuroscience · doi:10.3233/rnn-150622 · Cited by 25
“Event related desynchronization (ERD) in the beta frequency is proposed to be associated with motor preparation, execution and imagery (Pfurtscheller & Aranibar, 1979), whereas event related synchronization (ERS) is proposed to correspond to an inactive state or inhibition of the responsible…”
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“…beta effect in the speaker is concerned, we first observe that fronto-central desynchronization in the upper alpha and lower beta bands, always precedes voluntary movements (Leocani, Toro, Manganotti, Zhuang, & Hallett, 1997; Pfurtscheller & Aranibar, 1979; Pfurtscheller & Berghold, 1989).”
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Asynchronous Prediction of Human Gait Intention in a Pseudo Online Paradigm Using Wavelet Transform
Hasan, S. M. S., Siddiquee, M. R., & Bai, O. (2020) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2020.2998778 · Cited by 22
“Meanwhile, a decrease of power in the alpha band (8–12 Hz) [20] and in the beta band (16–24 Hz) [21] beginning about 2 s before self-paced movement is called the ERD.”
Su, S., Chai, G., Sheng, X., Meng, J., & Zhu, X. (2020) · Journal of Neural Engineering · doi:10.1088/1741-2552/aba55f · Cited by 21
Kancheva, I. K., der Salm, S. M. A. V., Ramsey, N. F., & Vansteensel, M. J. (2023) · Neurological Sciences · doi:10.1007/s10072-023-06982-8 · Cited by 22
Challenges of neural interfaces for stroke motor rehabilitation
Vidaurre, C., Irastorza-Landa, N., Sarasola-Sanz, A., Insausti-Delgado, A., Ray, A. M., Bibián, C., Helmhold, F., Mahmoud, W. J., Ortego-Isasa, I., López‐Larraz, E., et al. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1070404 · Cited by 23
“They are usually referred to as movement related slow cortical potentials (MRCP; Pfurtscheller and Aranibar, 1979).”
BackgroundEvent-related power modulations of brain activity preceding visually guided saccades
Brignani, D., Maioli, C., Rossini, P. M., & Miniussi, C. (2007) · Brain Research · doi:10.1016/j.brainres.2006.12.018 · Cited by 22
“…is replaced by an ERS, which occurs earlier for the beta than for the alpha band (Derambure et al., 1993; Leocani et al., 1997; Pfurtscheller, 1981; Pfurtscheller and Aranibar, 1979; Pfurtscheller and Berghold, 1989; Pfurtscheller et al., 1999; Stancak and Pfurtscheller, 1996; Toro et al., 1994).”
BackgroundMethodTransient Alpha and Beta Synchrony Underlies Preparatory Recruitment of Directional Motor Networks
Rhodes, E. J., Gaetz, W. C., Marsden, J. F., & Hall, S. D. (2018) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01250 · Cited by 22
Ellmore, T. M., Ng, K., & Plaska, C. R. (2017) · PLoS ONE · doi:10.1371/journal.pone.0186072 · Cited by 19
“TSE allows for quantification of eventrelated enhancement or suppression of EEG oscillation amplitude or power [23, 24].”
MethodVoluntary Motor Command Release Coincides with Restricted Sensorimotor Beta Rhythm Phases
Hussain, S. J., Vollmer, M. K., Iturrate, I., & Quentin, R. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1495-21.2022 · Cited by 21
An exploratory data analysis of electroencephalograms using the functional boxplots approach
Ngo, D., Sun, Y., Genton, M. G., Wu, J., Srinivasan, R., Cramer, S. C., & Ombao, H. (2015) · Frontiers in Neuroscience · doi:10.3389/fnins.2015.00282 · Cited by 21
“The following papers cover both methods and applications of spectral analysis to EEGs: Pfurtscheller and Aranibar (1979), Bressler and Freeman (1980), Makeig (1993), and Srinivasan and Deng (2012), to name a few.”
InfluentialHernández, L., Mendoza-Montoya, O., & Antelis, J. M. (2020) · IEEE Access · doi:10.1109/access.2020.3005600 · Cited by 21
“The task-related power spectral changes were examined with an event-related desynchronization/synchronization (ERDS) analysis [44].”
BackgroundMethodJiang, X., Lopez, E., Stieger, J., Greco, C. M., & He, B. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.584971 · Cited by 20
Maratos, F. A., Anderson, S. J., Hillebrand, A., Singh, K. D., & Barnes, G. R. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.017 · Cited by 21
“…known that a reduction in the amplitude of lowfrequency (< 30 Hz) activity within sensori-motor areas occurs not only with voluntary hand movements (Pfurtscheller and Aranibar, 1979; Pfurtscheller et al., 1999; Salenius et al., 1997; Toro et al., 1994) but also when planning a hand action (Guieu…”
Cortical oscillatory changes during warming and heating in humans
Stančák, A., Poláček, H., Vrána, J., & Mlynar, J. (2007) · Neuroscience · doi:10.1016/j.neuroscience.2007.04.055 · Cited by 22
Blind Source Separation in single-channel EEG analysis: An application to BCI
James, C. J., & Wang, S. (2006) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2006.260887 · Cited by 21
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Optimizing Motor Imagery Parameters for Robotic Arm Control by Brain-Computer Interface
Hayta, Ü., Irimia, D.-C., Guger, C., Erkutlu, İ., & Guzelbey, I. H. (2022) · Brain Sciences · doi:10.3390/brainsci12070833 · Cited by 20
“This decrease in the amplitude of the rhythm is produced during actual movement execution or motor imagery [11].”
BackgroundDetecting the Intention to Move Upper Limbs from Electroencephalographic Brain Signals
Gudiño-Mendoza, B., Sanchez‐Ante, G., & Antelis, J. M. (2016) · Computational and Mathematical Methods in Medicine · doi:10.1155/2016/3195373 · Cited by 21
“The goal in this analysis was to study the underlying task-related oscillatory brain activity during intention of motion [15].”
BackgroundCharacterization of phase space trajectories for Brain-Computer Interface
Sayed, K., Kamel, M. I., Alhaddad, M. J., Malibary, H. M., & Kadah, Y. M. (2017) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2017.05.007 · Cited by 20
Using EEG Mu-suppression to Explore Group Biases in Motor Resonance
Gutsell, J. N., & Inzlicht, M. (2013) · Psychology Press eBooks · doi:10.4324/9780203124635-24 · Cited by 20
McDermott, E. J., Metsomaa, J., Belardinelli, P., Grosse‐Wentrup, M., Ziemann, U., & Zrenner, C. (2021) · Virtual Reality · doi:10.1007/s10055-021-00538-x · Cited by 21
“A further neural correlate of movement is the event-related desynchronization (ERD) occurring in the mu and the beta frequency bands (Pfurtschel-ler 1981; Pfurtscheller and Aranibar 1979).”
BackgroundBabiloni, C., Capotosto, P., Percio, C. D., Babiloni, F., Petrini, L., Buttiglione, M., Cibelli, G., Marusiak, J., Romani, G. L., Arendt‐Nielsen, L., et al. (2009) · Brain Research Bulletin · doi:10.1016/j.brainresbull.2009.11.009 · Cited by 20
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Stimulus- and Frequency-Specific Oscillatory Mass Responses to Visual Stimulation in Man
Carli, F. D., Narici, L., Canovaro, P., Carozzo, S., Agazzi, E., & Sannita, W. G. (2001) · Clinical Electroencephalography · doi:10.1177/155005940103200309 · Cited by 20
Modulation of motor cortex inhibition during motor imagery
Chong, B., & Stinear, C. M. (2017) · Journal of Neurophysiology · doi:10.1152/jn.00549.2016 · Cited by 19
Khosravani, S., Buchanan, J., Johnson, M. D., & Konczak, J. (2020) · Neurorehabilitation and neural repair · doi:10.1177/1545968320905799 · Cited by 19
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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