{"id":"https://openalex.org/W2057378479","doi":"https://doi.org/10.1109/iceee.2013.6676033","title":"Analysis and classification of electroencephalographic signals (EEG) to identify arm movements","display_name":"Analysis and classification of electroencephalographic signals (EEG) to identify arm movements","publication_year":2013,"publication_date":"2013-09-01","ids":{"openalex":"https://openalex.org/W2057378479","doi":"https://doi.org/10.1109/iceee.2013.6676033","mag":"2057378479"},"language":"en","primary_location":{"id":"doi:10.1109/iceee.2013.6676033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceee.2013.6676033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 10th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066780558","display_name":"Alejandro P. Marquez L.","orcid":null},"institutions":[{"id":"https://openalex.org/I68368234","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/009eqmr18","country_code":"MX","type":"facility","lineage":["https://openalex.org/I59361560","https://openalex.org/I68368234"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Alejandro P. Marquez L.","raw_affiliation_strings":["Bioelectronic section, Department of electrical engineering, CINVESTAV, Mexico city, Mexico","Dept. of Electr. Eng., CINVESTAV, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioelectronic section, Department of electrical engineering, CINVESTAV, Mexico city, Mexico","institution_ids":["https://openalex.org/I68368234"]},{"raw_affiliation_string":"Dept. of Electr. Eng., CINVESTAV, Mexico City, Mexico","institution_ids":["https://openalex.org/I68368234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102880279","display_name":"R. Mu\u00f1oz","orcid":"https://orcid.org/0000-0001-5247-4580"},"institutions":[{"id":"https://openalex.org/I68368234","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/009eqmr18","country_code":"MX","type":"facility","lineage":["https://openalex.org/I59361560","https://openalex.org/I68368234"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Roberto Munoz G.","raw_affiliation_strings":["Dept. of Electr. Eng., CINVESTAV, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electr. Eng., CINVESTAV, Mexico City, Mexico","institution_ids":["https://openalex.org/I68368234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I68368234"],"apc_list":null,"apc_paid":null,"fwci":0.4702,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.64637373,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"4","issue":null,"first_page":"138","last_page":"143"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9704999923706055,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7929298877716064},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6736778020858765},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6522186994552612},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5179480910301208},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.508272111415863},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5058443546295166},{"id":"https://openalex.org/keywords/alpha","display_name":"Alpha (finance)","score":0.5014023780822754},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4929497241973877},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49218860268592834},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.49152764678001404},{"id":"https://openalex.org/keywords/delta-rhythm","display_name":"Delta Rhythm","score":0.4419757127761841},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4416666626930237},{"id":"https://openalex.org/keywords/time\u2013frequency-analysis","display_name":"Time\u2013frequency analysis","score":0.43871498107910156},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4379059076309204},{"id":"https://openalex.org/keywords/beta","display_name":"BETA (programming language)","score":0.43690192699432373},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.42880162596702576},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26010745763778687},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25341835618019104},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2321963906288147},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18689385056495667},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.16621485352516174},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12734940648078918},{"id":"https://openalex.org/keywords/theta-rhythm","display_name":"Theta rhythm","score":0.1209743320941925}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7929298877716064},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6736778020858765},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6522186994552612},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5179480910301208},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.508272111415863},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5058443546295166},{"id":"https://openalex.org/C64943373","wikidata":"https://www.wikidata.org/wiki/Q2651003","display_name":"Alpha (finance)","level":4,"score":0.5014023780822754},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4929497241973877},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49218860268592834},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.49152764678001404},{"id":"https://openalex.org/C2909515847","wikidata":"https://www.wikidata.org/wiki/Q2623205","display_name":"Delta Rhythm","level":4,"score":0.4419757127761841},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4416666626930237},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.43871498107910156},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4379059076309204},{"id":"https://openalex.org/C2776174256","wikidata":"https://www.wikidata.org/wiki/Q830842","display_name":"BETA (programming language)","level":2,"score":0.43690192699432373},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.42880162596702576},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26010745763778687},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25341835618019104},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2321963906288147},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18689385056495667},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.16621485352516174},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12734940648078918},{"id":"https://openalex.org/C84644016","wikidata":"https://www.wikidata.org/wiki/Q2370623","display_name":"Theta rhythm","level":3,"score":0.1209743320941925},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C49453240","wikidata":"https://www.wikidata.org/wiki/Q1592163","display_name":"Construct validity","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceee.2013.6676033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceee.2013.6676033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 10th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"},{"id":"https://openalex.org/F4320335331","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W94169221","https://openalex.org/W1498494124","https://openalex.org/W1553407966","https://openalex.org/W1608292140","https://openalex.org/W1914666848","https://openalex.org/W2005200369","https://openalex.org/W2099121865","https://openalex.org/W2134754074","https://openalex.org/W2145198815","https://openalex.org/W2149212636","https://openalex.org/W2338283827","https://openalex.org/W4233518571","https://openalex.org/W4233705760","https://openalex.org/W6640226259","https://openalex.org/W6680003990","https://openalex.org/W6703980346"],"related_works":["https://openalex.org/W4402452563","https://openalex.org/W2250488071","https://openalex.org/W2356150353","https://openalex.org/W2018643641","https://openalex.org/W2380744779","https://openalex.org/W2967867994","https://openalex.org/W2469878540","https://openalex.org/W1999647744","https://openalex.org/W2765337000","https://openalex.org/W2113454941"],"abstract_inverted_index":{"The":[0,18,30,55,104,119,185],"objective":[1],"of":[2,10,35,39,87,122,136,144,168,171],"this":[3],"work":[4],"is":[5,26],"the":[6,24,36,40,63,85,88,111,145,151,169,199,203],"analysis":[7,93],"and":[8,42,53,60,77,82,94,116,166,178,183,193],"classification":[9,95,130,152],"electroencephalographic":[11],"signals":[12,32,73],"(EEG)":[13],"to":[14,67,102,110,113,128],"identify":[15],"arm":[16],"movements.":[17],"system":[19,129],"must":[20],"similarly":[21],"recognize":[22],"if":[23],"movement":[25,201],"executed":[27],"or":[28,69],"imagined.":[29],"EEG":[31,100],"are":[33,43,134],"recordings":[34],"electrical":[37],"activity":[38],"brain":[41],"subdivided":[44],"into":[45],"frequency":[46,78,117],"bands":[47],"(Alpha,":[48],"Beta,":[49],"Delta,":[50],"Gamma,":[51],"Mu,":[52],"Theta).":[54],"interest":[56],"waves":[57],"alpha,":[58],"beta":[59],"mu":[61],"reflect":[62],"cerebral":[64],"activation":[65],"due":[66],"real":[68],"imagined":[70],"movement.":[71],"These":[72,132],"vary":[74],"in":[75],"time":[76,115],"hindered":[79],"their":[80],"identification":[81],"classification.":[83],"With":[84],"help":[86],"literature,":[89],"statistical":[90],"analysis,":[91],"wavelet":[92,105],"tests":[96],"were":[97,124],"selected":[98],"8":[99],"channels":[101,142],"use.":[103],"transformed":[106],"(WT)":[107],"was":[108,188],"applied":[109],"signal":[112],"extract":[114],"characteristics.":[118],"approximation":[120],"coefficients":[121],"WT":[123],"integrated":[125],"as":[126,202],"vectors":[127,133],"inputs.":[131],"composed":[135],"different":[137],"decomposition":[138],"levels":[139],"for":[140,190,195],"some":[141],"depending":[143],"wave":[146],"(alpha,":[147],"betha,":[148],"mu).":[149],"In":[150],"we":[153,161],"used":[154],"a":[155,172],"multilayer":[156],"perceptron":[157],"neural":[158],"network.":[159],"Finally":[160],"identified":[162],"four":[163],"movements":[164,192,197],"(real":[165],"imagined)":[167],"arms":[170],"healthy":[173],"person:":[174],"right":[175],"hand":[176,181],"back":[177,182],"forth,":[179],"left":[180],"forth.":[184],"accuracy":[186],"obtained":[187],"88.72%":[189],"4":[191],"82.71%":[194],"5":[196,204],"with":[198],"leg":[200],"<sup":[205],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[206],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">th</sup>":[207],"class.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
