{"id":"https://openalex.org/W4400476638","doi":"https://doi.org/10.17977/um018v7i12024p27-39","title":"Convolutional Neural Network in Motion Detection for Physiotherapy Exercise Movement","display_name":"Convolutional Neural Network in Motion Detection for Physiotherapy Exercise Movement","publication_year":2024,"publication_date":"2024-04-01","ids":{"openalex":"https://openalex.org/W4400476638","doi":"https://doi.org/10.17977/um018v7i12024p27-39"},"language":"en","primary_location":{"id":"doi:10.17977/um018v7i12024p27-39","is_oa":true,"landing_page_url":"http://dx.doi.org/10.17977/um018v7i12024p27-39","pdf_url":null,"source":{"id":"https://openalex.org/S4210237352","display_name":"Knowledge Engineering and Data Science","issn_l":"2597-4602","issn":["2597-4602","2597-4637"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310314921","host_organization_name":"State University of Malang","host_organization_lineage":["https://openalex.org/P4310314921"],"host_organization_lineage_names":["State University of Malang"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge Engineering and Data Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://dx.doi.org/10.17977/um018v7i12024p27-39","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025507958","display_name":"Dika Fikri Laistulloh","orcid":null},"institutions":[{"id":"https://openalex.org/I102893293","display_name":"State University of Malang","ror":"https://ror.org/00ypgyy34","country_code":"ID","type":"education","lineage":["https://openalex.org/I102893293"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dika Fikri Laistulloh","raw_affiliation_strings":["Department of Electrical Engineering and Informatics, Faculty of Engineering, Universitas Negeri Malang, Indonesia","Universitas Negeri Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Informatics, Faculty of Engineering, Universitas Negeri Malang, Indonesia","institution_ids":["https://openalex.org/I102893293"]},{"raw_affiliation_string":"Universitas Negeri Malang","institution_ids":["https://openalex.org/I102893293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000592828","display_name":"Anik Nur Handayani","orcid":"https://orcid.org/0009-0003-0767-8471"},"institutions":[{"id":"https://openalex.org/I102893293","display_name":"State University of Malang","ror":"https://ror.org/00ypgyy34","country_code":"ID","type":"education","lineage":["https://openalex.org/I102893293"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Anik Nur Handayani","raw_affiliation_strings":["Department of Electrical Engineering and Informatics, Faculty of Engineering, Universitas Negeri Malang, Indonesia","Universitas Negeri Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Informatics, Faculty of Engineering, Universitas Negeri Malang, Indonesia","institution_ids":["https://openalex.org/I102893293"]},{"raw_affiliation_string":"Universitas Negeri Malang","institution_ids":["https://openalex.org/I102893293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038013526","display_name":"Rosa Andrie Asmara","orcid":"https://orcid.org/0000-0002-1141-3199"},"institutions":[{"id":"https://openalex.org/I102893293","display_name":"State University of Malang","ror":"https://ror.org/00ypgyy34","country_code":"ID","type":"education","lineage":["https://openalex.org/I102893293"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Rosa Andrie Asmara","raw_affiliation_strings":["Informatics Engineering Study Program, Information Technology Department, State Polytechnic of Malang, Indonesia","State Polytechnic of Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics Engineering Study Program, Information Technology Department, State Polytechnic of Malang, Indonesia","institution_ids":["https://openalex.org/I102893293"]},{"raw_affiliation_string":"State Polytechnic of Malang","institution_ids":["https://openalex.org/I102893293"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100292880","display_name":"Phillip Taw","orcid":null},"institutions":[{"id":"https://openalex.org/I1340685415","display_name":"United States Department of State","ror":"https://ror.org/03vvynj75","country_code":"US","type":"government","lineage":["https://openalex.org/I1340685415"]},{"id":"https://openalex.org/I4210107233","display_name":"Language Science (South Korea)","ror":"https://ror.org/01h9v1373","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210107233"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"Phillip Taw","raw_affiliation_strings":["Regional English Language Office (RELO) U.S. Department of State, USA","English Language Fellow"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Regional English Language Office (RELO) U.S. Department of State, USA","institution_ids":["https://openalex.org/I1340685415"]},{"raw_affiliation_string":"English Language Fellow","institution_ids":["https://openalex.org/I4210107233"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07954261,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"1","first_page":"27","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13559","display_name":"Edcuational Technology Systems","score":0.9520000219345093,"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"}},"topics":[{"id":"https://openalex.org/T13559","display_name":"Edcuational Technology Systems","score":0.9520000219345093,"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"}},{"id":"https://openalex.org/T14495","display_name":"Public Health and Nutrition","score":0.9437999725341797,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13224","display_name":"Sports and Physical Education Research","score":0.9341999888420105,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.7233371138572693},{"id":"https://openalex.org/keywords/cerebral-palsy","display_name":"Cerebral palsy","score":0.6021294593811035},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.5844055414199829},{"id":"https://openalex.org/keywords/sitting","display_name":"Sitting","score":0.5546391010284424},{"id":"https://openalex.org/keywords/functional-movement","display_name":"Functional movement","score":0.5336132049560547},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.4977474510669708},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.4676465690135956},{"id":"https://openalex.org/keywords/elbow","display_name":"Elbow","score":0.41030627489089966},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3898330330848694},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3636360764503479}],"concepts":[{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.7233371138572693},{"id":"https://openalex.org/C2779421357","wikidata":"https://www.wikidata.org/wiki/Q210427","display_name":"Cerebral palsy","level":2,"score":0.6021294593811035},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.5844055414199829},{"id":"https://openalex.org/C2776370487","wikidata":"https://www.wikidata.org/wiki/Q1144593","display_name":"Sitting","level":2,"score":0.5546391010284424},{"id":"https://openalex.org/C64635419","wikidata":"https://www.wikidata.org/wiki/Q5508837","display_name":"Functional movement","level":2,"score":0.5336132049560547},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.4977474510669708},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.4676465690135956},{"id":"https://openalex.org/C2781184374","wikidata":"https://www.wikidata.org/wiki/Q42586","display_name":"Elbow","level":2,"score":0.41030627489089966},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3898330330848694},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3636360764503479},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.17977/um018v7i12024p27-39","is_oa":true,"landing_page_url":"http://dx.doi.org/10.17977/um018v7i12024p27-39","pdf_url":null,"source":{"id":"https://openalex.org/S4210237352","display_name":"Knowledge Engineering and Data Science","issn_l":"2597-4602","issn":["2597-4602","2597-4637"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310314921","host_organization_name":"State University of Malang","host_organization_lineage":["https://openalex.org/P4310314921"],"host_organization_lineage_names":["State University of Malang"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge Engineering and Data Science","raw_type":"journal-article"},{"id":"pmh:oai:eprints.uad.ac.id:83071","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401955","display_name":"Selamat Datang di Repository UAD (Universitas Ahmad Dahlan)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2608206482","host_organization_name":"Universitas Ahmad Dahlan","host_organization_lineage":["https://openalex.org/I2608206482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.17977/um018v7i12024p27-39","is_oa":true,"landing_page_url":"http://dx.doi.org/10.17977/um018v7i12024p27-39","pdf_url":null,"source":{"id":"https://openalex.org/S4210237352","display_name":"Knowledge Engineering and Data Science","issn_l":"2597-4602","issn":["2597-4602","2597-4637"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310314921","host_organization_name":"State University of Malang","host_organization_lineage":["https://openalex.org/P4310314921"],"host_organization_lineage_names":["State University of Malang"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge Engineering and Data Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.5199999809265137}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2734389934","https://openalex.org/W2972546487","https://openalex.org/W2980251091","https://openalex.org/W2996305950","https://openalex.org/W3011419123","https://openalex.org/W3011809529","https://openalex.org/W3016840980","https://openalex.org/W3027276198","https://openalex.org/W3077684344","https://openalex.org/W3087720408","https://openalex.org/W3119910833","https://openalex.org/W3122562830","https://openalex.org/W3126697167","https://openalex.org/W3143148078","https://openalex.org/W3166020125","https://openalex.org/W3173590174","https://openalex.org/W3198736296","https://openalex.org/W3202071572","https://openalex.org/W3202672969","https://openalex.org/W3215866477","https://openalex.org/W3216463631","https://openalex.org/W4207050394","https://openalex.org/W4212929460","https://openalex.org/W4226117483","https://openalex.org/W4252617674","https://openalex.org/W4280583171","https://openalex.org/W4280644903","https://openalex.org/W4292162320","https://openalex.org/W4304688771","https://openalex.org/W4308866572","https://openalex.org/W4378717924"],"related_works":["https://openalex.org/W1666086067","https://openalex.org/W4205701643","https://openalex.org/W2585190064","https://openalex.org/W2125580534","https://openalex.org/W2414618191","https://openalex.org/W2068774066","https://openalex.org/W2626694394","https://openalex.org/W2806652088","https://openalex.org/W4400014583","https://openalex.org/W2347061164"],"abstract_inverted_index":{"Physiotherapy":[0,56],"focuses":[1,19],"on":[2,21],"movement":[3,63],"and":[4,23,91,176],"optimal":[5],"utilization":[6],"of":[7,32,35,38,52,62,68,105,132,143,156,197],"the":[8,33,39,53,66,141,154,170,184,190],"patient's":[9],"potential.":[10],"Exercise":[11,57],"Therapy":[12],"is":[13],"a":[14,94,98,124,166],"physiotherapy":[15],"procedure":[16],"that":[17],"specifically":[18],"exercises":[20,64],"active":[22],"passive":[24],"movements.":[25],"Cerebral":[26,42],"Palsy":[27,43],"(CP)":[28,44],"patients":[29,45],"are":[30],"one":[31],"sufferers":[34],"motor":[36,50],"disorders":[37,48],"upper":[40,54,71],"extremities.":[41,55],"suffer":[46],"from":[47,93],"in":[49,78,89,108,134,153],"functions":[51],"Movement":[58],"has":[59],"4":[60,103],"categories":[61,104],"for":[65,126],"therapy":[67,133],"people":[69],"with":[70,193],"extremity":[72],"body":[73],"disorders:":[74],"Elbow":[75],"flexor":[76],"strengthening":[77],"sitting":[79],"using":[80,114,162,169],"free":[81],"weights,":[82],"lifting":[83],"an":[84,194],"object":[85],"up,":[86],"reaching":[87,92],"diagonally":[88],"sitting,":[90],"low":[95],"surface":[96],"to":[97,139,148],"high":[99],"surface.":[100],"By":[101],"taking":[102],"motion":[106,157],"movements":[107],"exercise":[109],"therapy,":[110],"data":[111],"were":[112],"taken":[113],"normal":[115],"child":[116,128],"subjects":[117],"as":[118,146,165],"standard":[119],"movements,":[120],"which":[121],"then":[122],"became":[123],"reference":[125],"CP":[127],"therapy.":[129,159],"The":[130,180],"limitations":[131],"physical":[135],"care":[136],"prompted":[137],"researchers":[138],"investigate":[140],"use":[142],"image":[144],"processing":[145],"input":[147],"Human":[149],"Computer":[150],"Interaction":[151],"(HCI)":[152],"process":[155],"detection-based":[158],"In":[160],"research":[161],"Deep":[163],"learning":[164],"classifier,":[167],"namely":[168],"CNN":[171,185],"Model":[172],"(Inception":[173,186],"V3,":[174],"Resnet152,":[175],"VGG16":[177],"architectural":[178],"models).":[179],"results":[181],"obtained":[182],"by":[183],"V3)":[187],"model":[188],"have":[189],"best":[191],"performance":[192],"accuracy":[195],"percentage":[196],"98%.":[198]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}