{"id":"https://openalex.org/W4386223728","doi":"https://doi.org/10.3390/s23177441","title":"On the Distribution of Muscle Signals: A Method for Distance-Based Classification of Human Gestures","display_name":"On the Distribution of Muscle Signals: A Method for Distance-Based Classification of Human Gestures","publication_year":2023,"publication_date":"2023-08-26","ids":{"openalex":"https://openalex.org/W4386223728","doi":"https://doi.org/10.3390/s23177441","pmid":"https://pubmed.ncbi.nlm.nih.gov/37687896"},"language":"en","primary_location":{"id":"doi:10.3390/s23177441","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s23177441","pdf_url":"https://www.mdpi.com/1424-8220/23/17/7441/pdf?version=1693040931","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/17/7441/pdf?version=1693040931","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044340091","display_name":"Jonas Gro\u00dfe Sundrup","orcid":null},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Jonas Gro\u00dfe Sundrup","raw_affiliation_strings":["Canada Excellence Research Chair Human-Centred Robotics and Machine Intelligence, Systems Design Engineering & Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canada Excellence Research Chair Human-Centred Robotics and Machine Intelligence, Systems Design Engineering & Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042406934","display_name":"Katja Mombaur","orcid":"https://orcid.org/0000-0003-1353-0943"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]},{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA","DE"],"is_corresponding":false,"raw_author_name":"Katja Mombaur","raw_affiliation_strings":["Canada Excellence Research Chair Human-Centred Robotics and Machine Intelligence, Systems Design Engineering & Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada","Optimization and Biomechanics for Human-Centred Robotics, Institute of Anthropomatics and Robotics, Karlsruhe Institute of Technology, 76131 Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canada Excellence Research Chair Human-Centred Robotics and Machine Intelligence, Systems Design Engineering & Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada","institution_ids":["https://openalex.org/I151746483"]},{"raw_affiliation_string":"Optimization and Biomechanics for Human-Centred Robotics, Institute of Anthropomatics and Robotics, Karlsruhe Institute of Technology, 76131 Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5044340091"],"corresponding_institution_ids":["https://openalex.org/I151746483"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":0.2669,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.48585834,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"23","issue":"17","first_page":"7441","last_page":"7441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9805999994277954,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dynamic-time-warping","display_name":"Dynamic time warping","score":0.9349788427352905},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.8991256952285767},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.7702894806861877},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7491573095321655},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7138572931289673},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.5984655022621155},{"id":"https://openalex.org/keywords/image-warping","display_name":"Image warping","score":0.5827236175537109},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49448633193969727},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46829476952552795},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.44252145290374756},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4383430480957031},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.2816656529903412}],"concepts":[{"id":"https://openalex.org/C88516994","wikidata":"https://www.wikidata.org/wiki/Q1268863","display_name":"Dynamic time warping","level":2,"score":0.9349788427352905},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.8991256952285767},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.7702894806861877},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7491573095321655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7138572931289673},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5984655022621155},{"id":"https://openalex.org/C157202957","wikidata":"https://www.wikidata.org/wiki/Q1659609","display_name":"Image warping","level":2,"score":0.5827236175537109},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49448633193969727},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46829476952552795},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.44252145290374756},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4383430480957031},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2816656529903412},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005868","descriptor_name":"Gestures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011996","descriptor_name":"Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011996","descriptor_name":"Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011996","descriptor_name":"Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23177441","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s23177441","pdf_url":"https://www.mdpi.com/1424-8220/23/17/7441/pdf?version=1693040931","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37687896","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37687896","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10490578","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10490578","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10490578/pdf/sensors-23-07441.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:6d61af7cb22d45d194d2e4773053f281","is_oa":true,"landing_page_url":"https://doaj.org/article/6d61af7cb22d45d194d2e4773053f281","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 17, p 7441 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/17/7441/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23177441","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 17; Pages: 7441","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23177441","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s23177441","pdf_url":"https://www.mdpi.com/1424-8220/23/17/7441/pdf?version=1693040931","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386223728.pdf"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W170732776","https://openalex.org/W2056898157","https://openalex.org/W2084616221","https://openalex.org/W2087455143","https://openalex.org/W2098759488","https://openalex.org/W2101337260","https://openalex.org/W2102134492","https://openalex.org/W2107141441","https://openalex.org/W2108225567","https://openalex.org/W2121380677","https://openalex.org/W2122111042","https://openalex.org/W2126273100","https://openalex.org/W2240363574","https://openalex.org/W2274385903","https://openalex.org/W2293825892","https://openalex.org/W2487347976","https://openalex.org/W2563613069","https://openalex.org/W2589607929","https://openalex.org/W2590077993","https://openalex.org/W2684229413","https://openalex.org/W2782554572","https://openalex.org/W2791926603","https://openalex.org/W2892072324","https://openalex.org/W2904022168","https://openalex.org/W2957121425","https://openalex.org/W2980408974","https://openalex.org/W2986063033","https://openalex.org/W2993482363","https://openalex.org/W3010923682","https://openalex.org/W3033801352","https://openalex.org/W3082674773","https://openalex.org/W3111992400","https://openalex.org/W3151753634","https://openalex.org/W3163487808","https://openalex.org/W3189339526","https://openalex.org/W4205387545","https://openalex.org/W4206817668","https://openalex.org/W4214561270","https://openalex.org/W4221157599","https://openalex.org/W4226459723","https://openalex.org/W4238505807","https://openalex.org/W4282917354","https://openalex.org/W4300129230","https://openalex.org/W4365147630","https://openalex.org/W6651542416","https://openalex.org/W6755267251","https://openalex.org/W6782516406"],"related_works":["https://openalex.org/W2347413598","https://openalex.org/W1918542373","https://openalex.org/W71572444","https://openalex.org/W1997383766","https://openalex.org/W2154472250","https://openalex.org/W2350336482","https://openalex.org/W2229352698","https://openalex.org/W2315394208","https://openalex.org/W72718568","https://openalex.org/W2318081358"],"abstract_inverted_index":{"We":[0,82],"investigate":[1,37,84],"the":[2,27,32,38,41,50,78,85,101],"distribution":[3,39],"of":[4,7,40,48,52,55,87,100],"muscle":[5],"signatures":[6],"human":[8],"hand":[9],"gestures":[10],"under":[11],"Dynamic":[12,23],"Time":[13,24],"Warping.":[14],"For":[15],"this":[16],"we":[17,36,61],"present":[18,62],"a":[19,46,53],"k-Nearest-Neighbors":[20],"classifier":[21],"using":[22],"Warping":[25],"for":[26],"distance":[28],"estimate.":[29],"To":[30],"understand":[31],"resulting":[33],"classification":[34,103],"performance,":[35],"recorded":[42],"samples":[43],"and":[44,63,77,95],"derive":[45],"method":[47],"assessing":[49],"separability":[51],"set":[54],"gestures.":[56],"In":[57],"addition":[58],"to":[59,74,92],"this,":[60],"evaluate":[64],"two":[65],"approaches":[66],"with":[67,72,90],"reduced":[68],"real-time":[69],"computational":[70],"cost":[71],"regards":[73,91],"their":[75],"effectiveness":[76],"mechanics":[79],"behind":[80],"them.":[81],"further":[83],"impact":[86],"different":[88],"parameters":[89],"practical":[93],"usability":[94],"background":[96],"rejection,":[97],"allowing":[98],"fine-tuning":[99],"induced":[102],"procedure.":[104]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
