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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
Cites
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BackgroundEvent-related desynchronization, ERD-mapping and hemispheric differences for words and numbers
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Self-citationQuantitative EEG in Normals and in Patients with Cerebral Ischemia
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“…well-established finding that voluntary self-paced movements are preceded by a reduction (i.e., desynchronisation) in EEG alpha power (around 8e12 Hz) in both hemispheres of the brain during bimanual tasks (e.g., Leocani, Toro, Manganotti, Zhuang, & Hallett, 1997; Pfurtscheller & Aranibar, 1979).”
Brain-computer interfaces (BCIs) for communication and control
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“Event-related synchronization (ERS)/ desynchronization (ERD) To reduce the effects of inter-subject and inter-electrode variation in absolute spectral power values and to quantify the event-related relative changes of EEG power at an electrode x, an accepted ERD/ERS procedure was used [19,23], according to:”
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Evaluation of event-related desynchronization (ERD) during a recognition task: effect of attention
Dujardin, K., Derambure, P., Defebvre, L., Bourriez, J. L., Jacquesson, J., & Guieu, J. D. (1993) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(93)90049-2 · Cited by 87
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“…phenomenon in alpha (8–13 Hz) and beta (13–30 Hz) bands for the sensorimotor cortices in preparation of and during a movement, as well as during movement imagination or observation, has been extensively described (Pfurtscheller & Aranibar, 1979; Pfurtscheller & Berghold, 1989; Toro et al., 1994).”
BackgroundAlemanno, F., Houdayer, E., Cursi, M., Velikova, S., Tettamanti, M., Comı, G., Cappa, S. F., & Leocani, L. (2012) · Brain Research · doi:10.1016/j.brainres.2012.09.030 · Cited by 85
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“…the effects of inter-subject and inter-electrode variation in absolute spectral power values and to quantify the event-related relative changes of EEG power at an electrode x, an accepted ERD/ERS procedure was used (Pfurtscheller and Aranibar 1979; Pfurtscheller and Neuper 1994), according to Eq.”
Simultaneous recording of electroencephalographic data in musicians playing in ensemble
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“…(baseline) was calculated following the same line of reasoning widely used for the computation of event-related desynchronization/synchronization (ERD/ERS; Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller et al., 1997; Pfurtscheller and Lopes da Silva, 1999).”
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Self-citationFrom classic motor imagery to complex movement intention decoding
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“2012), is strongly modulated by motor activity, and desynchronizes during motor preparation, imagery, and movement (Pfurtscheller and Aranibar 1979; Pfurtscheller and Lopes da Silva 1999; Pfurtscheller et al. 2006).”
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“Indeed, alpha ERD has been repeatedly associated with active cortical sensorimotor information processing in humans (Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller et al., 1997; Pfurtscheller and Lopes da Silva, 1999; Babiloni et al., 1999, 2002, 2004, 2005).”
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“Using the standard ERD/ERS calculation (Pfurtscheller and Aranibar, 1979), the quantification of ERD/ERS was carried out in four steps: (1) bandpass filtering for all event-related trials, (2) squaring the amplitude samples to obtain power samples, (3) averaging power samples across all trials, and…”
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Hung, C., Lee, P., Wu, Y., Chen, L., Yeh, T., & Hsieh, J. (2005) · Annals of Biomedical Engineering · doi:10.1007/s10439-005-5772-1 · Cited by 75
The labile brain. II. Transients, complexity and selection
Friston, K. J. (2000) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2000.0561 · Cited by 74
“See Mayer-Kress et al. (1991) and Fuchs et al. (1992) for compelling examples, and Pfurtscheller & Aranibar (1979) for spectral density changes in relation to self-paced movement.”
BackgroundBabiloni, C., Babiloni, F., Carducci, F., Cappa, S. F., Cincotti, F., Percio, C. D., Miniussi, C., Moretti, D. V., Pasqualetti, P., Rossi, S., et al. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2003.11.023 · Cited by 76
Stančák, A., Svoboda, J., Rachmanová, R., Vrána, J., Králı&#x;k, J., & Tintěra, J. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(03)00201-3 · Cited by 73
“Results: Mu- and beta-ERD of 0.3–0.6 s latency over the contra- and ipsilateral S1/M1 area was observed in all subjects.”
BackgroundInfluentialAdvances in Electrophysiological Research
Kamarajan, C. (2015) · Alcohol Research: Current Reviews · doi:10.35946/arcr.v37.1.05 · Cited by 72
“ERD/ERS is a valuable technique to unravel time–frequency– space dynamics of cortical oscillations across brain regions during cognitive and motor processing (Klimesch et al. 1997; Krause 2006; Pfurtscheller 1999, 2001; Pfurtscheller and Aranibar 1979).”
MethodSuntrup‐Krueger, S., Teismann, I. K., Wollbrink, A., Winkels, M., Warnecke, T., Flöel, A., Pantev, C., & Dziewas, R. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.06.055 · Cited by 72
Rappelsberger, P., Pfurtscheller, G., & Filz, O. (1994) · Brain Topography · doi:10.1007/bf01186770 · Cited by 72
Self-citationPostmovement Beta Synchronization in Patients With Parkinson's Disease
Pfurtscheller, G., Schmid‐Zalaudek, K., Ortmayr, B., Diez, J., & Reisecker (1998) · Journal of Clinical Neurophysiology · doi:10.1097/00004691-199805000-00008 · Cited by 72
Self-citationLaaksonen, M. S., Finkenzeller, T., Holmberg, H.-C., & Sattlecker, G. (2018) · Journal of Sport and Health Science · doi:10.1016/j.jshs.2018.09.003 · Cited by 71
“Increases and decreases are referred to as event-related synchronization (ERS) and event-related desynchronization (ERD), respectively.(98) Applying this approach to the entire scalp, Del Percio et al.”
MethodShallow Convolutional Network Excel for Classifying Motor Imagery EEG in BCI Applications
Hermosilla, D. M., Codorniú, R. T., Baracaldo, R. L., Zamora, R. S., Delisle-Rodríguez, D., Albuerne, Y. L., & Álvarez, J. R. N. (2021) · IEEE Access · doi:10.1109/access.2021.3091399 · Cited by 78
“For instance, some studies [20]–[22] found that when a person executes a real or imagined uni-lateral movement, is attenuated or enhanced the amplitude of mu (from 8 to 12 Hz) and beta (from 13 to 30 Hz) rhythms over the primary motor cortex on both contralateral and ipsilateral hemispheres,…”
BackgroundMethodGeller, A. S., Burke, J. F., Sperling, M. R., Sharan, A. D., Litt, B., Baltuch, G. H., Lucas, T. H., & Kahana, M. J. (2014) · Clinical Neurophysiology · doi:10.1016/j.clinph.2014.01.021 · Cited by 73
“…and Lopes Da Silva, 1999), is often observed during the active component of many behaviors including movement and other motor functions (Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1992; Crone et al., 1998; Crone et al., 1998; Graimann et al., 2002; Miller et al.,…”
BackgroundDefebvre, L., Bourriez, J., Dujardin, K., Derambure, P., Dest�e, A., & Guieu, J. (1994) · Brain Topography · doi:10.1007/bf01187715 · Cited by 71
Sburlea, A., Montesano, L., & Minguez, J. (2015) · Journal of Neural Engineering · doi:10.1088/1741-2560/12/3/036007 · Cited by 76
Babiloni, C., Babiloni, F., Carducci, F., Cappa, S. F., Cincotti, F., Percio, C. D., Miniussi, C., Moretti, D. V., Rossi, S., Sosta, K., et al. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(03)00286-4 · Cited by 69
“To quantify the event-related changes of EEG power, a popular procedure was used, namely the computation of event-related desynchronization/synchronization (ERD/ERS; Pfurtscheller and Aranibar, 1979; Pfurtscheller and Neuper, 1994; Pfurtscheller et al., 1997).”
MethodMartineau, J., Schmitz, C., Assaiante, C., Blanc, R., & Barthélémy, C. (2004) · Neuroscience Letters · doi:10.1016/j.neulet.2004.06.018 · Cited by 76
Babiloni, C., Vecchio, F., Mirabella, G., Buttiglione, M., Sebastiano, F., Picardi, A., Gennaro, G. D., Quarato, P. P., Grammaldo, L. G., Buffo, P., et al. (2008) · Human Brain Mapping · doi:10.1002/hbm.20648 · Cited by 69
Brain-computer interfaces for communication
Vansteensel, M. J., & Jarosiewicz, B. (2020) · Handbook of clinical neurology · doi:10.1016/b978-0-444-63934-9.00007-x · Cited by 72
“It is most prominent in awake, relaxed individua ls with eyes open, and is usually reduced, or desynchronized, by contralateral movement (Pfurtscheller and Aranibar, 1979) or the imagination of that movement (McFarland et al., 2000).”
BackgroundExtracting features from phase space of EEG signals in brain–computer interfaces
Yonghui Fang, B., Chen, M., & Zheng, X. (2014) · Neurocomputing · doi:10.1016/j.neucom.2014.10.038 · Cited by 68
“Processing of motor commands or somatosensory stimuli causes an attenuation of the rhythmic activity termed ERD, while an increase in the rhythmic activity is termed ERS [7].”
BackgroundInfluentialA novel self-guided approach to alpha activity training
Boxtel, G. J. M. V., Denissen, A. J. M., Jäger, M., Vernon, D. J., Dekker, M. K. J., Mihajlović, V., & Sitskoorn, M. M. (2011) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2011.11.004 · Cited by 68
“Functionally, it is thought to be similar to the alpha rhythm in that it blocks in response to motor action, just as the alpha rhythm blocks in response to visual input (Pfurtscheller and Aranibar, 1979).”
BackgroundModulation of Motor Learning Capacity by Transcranial Alternating Current Stimulation
Sugata, H., Yagi, K., Yazawa, S., Nagase, Y., Tsuruta, K., Ikeda, T., Matsushita, K., Hara, M., Kawakami, K., & Kawakami, K. (2018) · Neuroscience · doi:10.1016/j.neuroscience.2018.09.013 · Cited by 71
Alpha and beta oscillatory activity during a sequence of two movements
Alegre, M., de Gurtubay, I. G., Labarga, A., Iriarte, J., Malanda, A., & Artieda, J. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(03)00311-0 · Cited by 68
“In the alpha band, a decrease in energy begins about 1 s before the movement (alpha eventrelated desynchronisation, ERD), is sustained until the end of it, and is followed by a slow increase after movement (alpha event-related synchronisation, ERS) (Pfurtscheller and Aranibar, 1979; Derambure et al., 1993).”
BackgroundPfurtscheller, G., Flotzinger, D., Mohl, W., & Peltoranta, M. (1992) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(92)90112-u · Cited by 68
Self-citationOscillatory changes related to the forced termination of a movement
Alegre, M., Alvarez-Gerriko, I., Valencia, M., Iriarte, J., & Artieda, J. (2008) · Clinical Neurophysiology · doi:10.1016/j.clinph.2007.10.017 · Cited by 67
“In the alpha band, a decrease in energy begins up to 2 s before the movement, and lasts up to 2–3 s after its end (Pfurtscheller and Aranibar, 1979; Derambure et al., 1993).”
BackgroundChoi, J. W., Huh, S., & Jo, S. (2020) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2020.104079 · Cited by 66
“…activated regions within the sensorimotor cortex, exhibit themselves in two distinct patterns: event-related desynchronization (ERD), or a blocking of oscillatory neural activity, and event-related synchronization (ERS), a recovery of oscillatory activity shortly after desynchronization [9 – 11].”
BackgroundHeimann, K. S., Uithol, S., Calbi, M., Umiltà, M. A., Guerra, M., Fingerhut, J., & Gallese, V. (2019) · PLoS ONE · doi:10.1371/journal.pone.0211026 · Cited by 71
Interfacing with the Brain: How Nanotechnology Can Contribute
Ahmed, A. A. A., Alegret, N., Almeida, B., Álvarez‐Puebla, R. A., Andrews, A. M., Ballerini, L., Barrios‐Capuchino, J. J., Becker, C., Blick, R. H., Bonakdar, S., et al. (2025) · ACS Nano · doi:10.1021/acsnano.4c10525 · Cited by 71
Defebvre, L., Bourriez, J. L., Destée, A., & Guieu, J. D. (1996) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.60.3.307 · Cited by 65
Detecting intention to walk in stroke patients from pre-movement EEG correlates
Sburlea, A. I., Montesano, L., Cano‐de‐la‐Cuerda, R., Diego, I. M. A., Miangolarra‐Page, J. C., & Mínguez, J. (2015) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/s12984-015-0087-4 · Cited by 65
“Neural correlates of movement intention, as measured by EEG, are the motor-related cortical potential (MRCP) [7, 8] and the event-related (de)synchronization (ERD/S) [9].”
BackgroundPrediction of gait intention from pre-movement EEG signals: a feasibility study
Shafiul Hasan, S. M., Siddiquee, M. R., Atri, R., Ramon, R., Marquez, J. S., & Bai, O. (2020) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/s12984-020-00675-5 · Cited by 63
“Abbreviations EEG: Electroencephalography; BCI: Brain computer interface; SVM: Support vector machine; TPR: True positive rate; EMG: Electromyography; BMI: Brainmachine interfaces; ERP: Event-related potentials; MRCP: Movement-related cortical potential; ERD/ERS: Event-related synchronization/ desynchronization; BP: B…”
BackgroundInfluentialThe brain dynamics of architectural affordances during transition
Djebbara, Z., Fich, L. B., & Gramann, K. (2021) · Scientific Reports · doi:10.1038/s41598-021-82504-w · Cited by 61
The effect of multimodal and enriched feedback on SMR-BCI performance
Sollfrank, T., Ramsay, A., Perdikis, S., Williamson, J. H., Murray‐Smith, R., Leeb, R., Millán, J. D. R., & Kübler, A. (2015) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.06.004 · Cited by 63
“SMR decreases or desynchronizes (event related desynchronisation, ERD) with movement or movement imagery in the contralateral sensorimotor areas (Halder et al., 2011; Lotze et al., 1999; Neuper et al., 2005; Pfurtscheller and Aranibar, 1979; Schnitzler et al., 1997).”
BackgroundWireless EEG with individualized channel layout enables efficient motor imagery training
Zich, C., Vos, M. D., Kranczioch, C., & Debener, S. (2014) · Clinical Neurophysiology · doi:10.1016/j.clinph.2014.07.007 · Cited by 63
“The modulation of SMRs can be induced by voluntary internal drives, such as the execution or imagination of movements (Jasper and Penfield, 1949; Pfurtscheller and Aranibar, 1979; Pfurtscheller et al., 1997; Pfurtscheller et al., 2006).”
BackgroundAnalysis of sensorimotor rhythms for the implementation of a brain switch for healthy subjects
Solis‐Escalante, T., Muller-Putz, G. R., Brunner, C., Kaiser, V., & Pfurtscheller, G. (2009) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2009.09.002 · Cited by 63
Self-citationTime–frequency spectral analysis of TMS-evoked EEG oscillations by means of Hilbert–Huang transform
Pigorini, A., Casali, A. G., Casarotto, S., Ferrarelli, F., Baselli, G., Mariotti, M., Massimini, M., & Rosanova, M. (2011) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2011.04.013 · Cited by 62
Tacchino, G., Gandolla, M., Coelli, S., Barbieri, R., Pedrocchi, A., & Bianchi, A. M. (2016) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2016.2597157 · Cited by 62
Alegre, M., Imirizaldu, L., Valencia, M., Iriarte, J., Arcocha, J., & Artieda, J. (2005) · Clinical Neurophysiology · doi:10.1016/j.clinph.2005.08.030 · Cited by 62
“In the alpha band, a decrease in energy begins up to 2 s before the movement, and lasts till 2–3 s after its end (Derambure et al., 1993; Pfurtscheller and Aranibar, 1979).”
BackgroundSchalk, G. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00352 · Cited by 57
Magnani, G., Cursi, M., Leocani, L., Volonté, M. A., Locatelli, T., Elia, A., & Comi, G. (1998) · Movement Disorders · doi:10.1002/mds.870130408 · Cited by 61
Chen, S., Cao, L., Shu, X., Wang, H., Ding, L., Wang, S., & Jia, J. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.00809 · Cited by 60
Cajigas, I., Davis, K., Meschede-Krasa, B., Prins, N. W., Gallo, S., Naeem, J., Palermo, A. E., Wilson, A., Guerra, S., Parks, B. A., et al. (2021) · Brain Communications · doi:10.1093/braincomms/fcab248 · Cited by 65
Liao, W., Li, J., Zhang, X., & Li, C. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1117670 · Cited by 60
“For the analysis of EEG, previous studies have shown that patients with stroke can elicit ERD/ERS during motor imagining (Pfurtscheller and Aranibar, 1979; Neuper et al., 2006).”
ResultSochůrková, D., Rektor, I., Jurák, P., & Stančák, A. (2006) · Experimental Brain Research · doi:10.1007/s00221-006-0407-9 · Cited by 60
“The amplitude decrease and increase of cortical rhythms related to an external or internal event is known as event-related desynchronization (ERD) and synchronization (ERS), respectively (Pfurtscheller 1992; Pfurtscheller and Aranibar 1977, 1979).”
BackgroundResultTask induced modulation of neural oscillations in electrophysiological brain networks
Brookes, M. J., Liddle, E. B., Hale, J. R., Woolrich, M. W., Luckhoo, H., Liddle, P. F., & Morris, P. G. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.08.012 · Cited by 60
“…γ (30–200 Hz) and a great deal of previous work has begun to characterise the nature of these oscillations and their response to sensory (for examples see Pfurtscheller and Aranibar, 1979; Pfurtscheller, 1992; Tesche and Hari, 1993; Salmelin and Hari, 1994a,b; Jensen and Vanni, 2002; Hall et al.,…”
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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