{"id":"https://openalex.org/W3002315502","doi":"https://doi.org/10.1109/robio49542.2019.8961436","title":"Real-Time Surface EMG Pattern Recognition for Hand Gestures Based on Support Vector Machine","display_name":"Real-Time Surface EMG Pattern Recognition for Hand Gestures Based on Support Vector Machine","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3002315502","doi":"https://doi.org/10.1109/robio49542.2019.8961436","mag":"3002315502"},"language":"en","primary_location":{"id":"doi:10.1109/robio49542.2019.8961436","is_oa":false,"landing_page_url":"https://doi.org/10.1109/robio49542.2019.8961436","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Robotics and Biomimetics (ROBIO)","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/A5028310716","display_name":"Zhen Zhang","orcid":"https://orcid.org/0000-0001-6966-0208"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhen Zhang","raw_affiliation_strings":["School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054527488","display_name":"Yugui Tang","orcid":"https://orcid.org/0000-0002-1244-3023"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yugui Tang","raw_affiliation_strings":["School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050459636","display_name":"Sichen Zhao","orcid":"https://orcid.org/0000-0002-0697-7299"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sichen Zhao","raw_affiliation_strings":["School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071724015","display_name":"Xinpeng Zhang","orcid":"https://orcid.org/0000-0001-5867-1315"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinpeng Zhang","raw_affiliation_strings":["School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028310716"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":null,"apc_paid":null,"fwci":0.8803,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.7253626,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1258","last_page":"1262"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9998999834060669,"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9941999912261963,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.8506585359573364},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.7873715162277222},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7824443578720093},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7490147352218628},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6987979412078857},{"id":"https://openalex.org/keywords/sliding-window-protocol","display_name":"Sliding window protocol","score":0.683548629283905},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6175110340118408},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5749887228012085},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5745723843574524},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.5618612170219421},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4854736626148224},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.477812796831131},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4640129804611206},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.22457948327064514}],"concepts":[{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.8506585359573364},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.7873715162277222},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7824443578720093},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7490147352218628},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6987979412078857},{"id":"https://openalex.org/C102392041","wikidata":"https://www.wikidata.org/wiki/Q592860","display_name":"Sliding window protocol","level":3,"score":0.683548629283905},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6175110340118408},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5749887228012085},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5745723843574524},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.5618612170219421},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4854736626148224},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.477812796831131},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4640129804611206},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.22457948327064514},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"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/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/robio49542.2019.8961436","is_oa":false,"landing_page_url":"https://doi.org/10.1109/robio49542.2019.8961436","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Robotics and Biomimetics (ROBIO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1610566672","https://openalex.org/W1943054406","https://openalex.org/W2021148355","https://openalex.org/W2044628302","https://openalex.org/W2062715730","https://openalex.org/W2108225567","https://openalex.org/W2165294693","https://openalex.org/W2262340947","https://openalex.org/W2419742225","https://openalex.org/W2468530846","https://openalex.org/W2782554572","https://openalex.org/W2892706221","https://openalex.org/W2903167714","https://openalex.org/W2956309146","https://openalex.org/W2957121425"],"related_works":["https://openalex.org/W2313787451","https://openalex.org/W56956144","https://openalex.org/W2984615118","https://openalex.org/W1634774238","https://openalex.org/W1999635775","https://openalex.org/W2029363397","https://openalex.org/W4206197930","https://openalex.org/W1485951484","https://openalex.org/W4376096235","https://openalex.org/W2168312374"],"abstract_inverted_index":{"In":[0,90],"this":[1,94,138],"paper,":[2],"a":[3,38],"real-time":[4,142],"hand":[5,29],"gesture":[6,54],"recognition":[7,85,125],"model":[8,52,119,139],"based":[9],"on":[10],"surface":[11,23],"electromyography":[12,24],"signals":[13,26],"is":[14,19,57,127,133],"proposed.":[15],"The":[16],"Myo":[17],"armband":[18],"applied":[20],"to":[21,41,86,92],"acquire":[22],"(sEMG)":[25],"generated":[27],"by":[28,36,59,65,73,107],"movement":[30],"and":[31,63,75,123],"we":[32,46,96],"extract":[33],"the":[34,43,60,70,77,82,87,114,124,130],"features":[35],"using":[37],"sliding":[39],"window":[40],"split":[42],"data.":[44],"Then":[45],"select":[47],"support":[48],"vector":[49],"machine":[50],"(SVM)":[51],"for":[53],"recognition,":[55],"which":[56,105,135],"trained":[58],"training":[61],"set":[62,97],"tested":[64,88],"testing":[66],"set.":[67],"We":[68],"count":[69],"labels":[71],"returned":[72],"classifier":[74],"assign":[76],"label":[78],"whose":[79],"times":[80],"reach":[81,121],"threshold":[83],"of":[84,117],"gesture.":[89],"order":[91],"evaluate":[93],"model,":[95],"up":[98],"an":[99],"experiment":[100],"with":[101,144],"five":[102],"target":[103],"gestures":[104],"conducted":[106],"12":[108],"subjects.":[109],"Experimental":[110],"results":[111],"show":[112],"that":[113,137],"average":[115],"accuracy":[116],"proposed":[118],"can":[120,140],"97.8%":[122],"process":[126],"completed":[128],"before":[129],"continuous":[131],"action":[132],"finished,":[134],"means":[136],"achieve":[141],"identification":[143],"high":[145],"accuracy.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
