{"id":"https://openalex.org/W4288389003","doi":"https://doi.org/10.1109/jcsse54890.2022.9836284","title":"Fall Detection and Prediction Based on IMU and EMG Sensors for Elders","display_name":"Fall Detection and Prediction Based on IMU and EMG Sensors for Elders","publication_year":2022,"publication_date":"2022-06-22","ids":{"openalex":"https://openalex.org/W4288389003","doi":"https://doi.org/10.1109/jcsse54890.2022.9836284"},"language":"en","primary_location":{"id":"doi:10.1109/jcsse54890.2022.9836284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jcsse54890.2022.9836284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th International Joint Conference on Computer Science and Software Engineering (JCSSE)","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/A5052357079","display_name":"Wigran Siwadamrongpong","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Wigran Siwadamrongpong","raw_affiliation_strings":["Sirindhorn International Institute of Technology, Thammasat University,Pathum","Sirindhorn International Institute of Technology, Thammasat University, Pathum"],"affiliations":[{"raw_affiliation_string":"Sirindhorn International Institute of Technology, Thammasat University,Pathum","institution_ids":["https://openalex.org/I108108428"]},{"raw_affiliation_string":"Sirindhorn International Institute of Technology, Thammasat University, Pathum","institution_ids":["https://openalex.org/I108108428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021020260","display_name":"Jatuporn Chinrungrueng","orcid":"https://orcid.org/0009-0000-3476-5819"},"institutions":[{"id":"https://openalex.org/I14316845","display_name":"National Electronics and Computer Technology Center","ror":"https://ror.org/04z82ry91","country_code":"TH","type":"government","lineage":["https://openalex.org/I1332092204","https://openalex.org/I14316845"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Jatuporn Chinrungrueng","raw_affiliation_strings":["National Electronics and Computer Technology Center,Pathum Thani,Thailand","National Electronics and Computer Technology Center, Pathum Thani, Thailand"],"affiliations":[{"raw_affiliation_string":"National Electronics and Computer Technology Center,Pathum Thani,Thailand","institution_ids":["https://openalex.org/I14316845"]},{"raw_affiliation_string":"National Electronics and Computer Technology Center, Pathum Thani, Thailand","institution_ids":["https://openalex.org/I14316845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062559370","display_name":"Shoichi Hasegawa","orcid":"https://orcid.org/0000-0001-5525-2924"},"institutions":[{"id":"https://openalex.org/I182069643","display_name":"Kanagawa Institute of Technology","ror":"https://ror.org/007gj5v75","country_code":"JP","type":"education","lineage":["https://openalex.org/I182069643"]},{"id":"https://openalex.org/I114531698","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960","country_code":"JP","type":"education","lineage":["https://openalex.org/I114531698"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shoichi Hasegawa","raw_affiliation_strings":["School of Engineering, Tokyo Institute of Technology,Kanagawa,Japan","School of Engineering, Tokyo Institute of Technology, Kanagawa, Japan"],"affiliations":[{"raw_affiliation_string":"School of Engineering, Tokyo Institute of Technology,Kanagawa,Japan","institution_ids":["https://openalex.org/I182069643","https://openalex.org/I114531698"]},{"raw_affiliation_string":"School of Engineering, Tokyo Institute of Technology, Kanagawa, Japan","institution_ids":["https://openalex.org/I114531698"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087449143","display_name":"Ekawit Nantajeewarawat","orcid":null},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Ekawit Nantajeewarawat","raw_affiliation_strings":["Sirindhorn International Institute of Technology, Thammasat University,Pathum","Sirindhorn International Institute of Technology, Thammasat University, Pathum"],"affiliations":[{"raw_affiliation_string":"Sirindhorn International Institute of Technology, Thammasat University,Pathum","institution_ids":["https://openalex.org/I108108428"]},{"raw_affiliation_string":"Sirindhorn International Institute of Technology, Thammasat University, Pathum","institution_ids":["https://openalex.org/I108108428"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5052357079"],"corresponding_institution_ids":["https://openalex.org/I108108428"],"apc_list":null,"apc_paid":null,"fwci":0.5722,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.60388487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9907000064849854,"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":0.9907000064849854,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9749000072479248,"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/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.9135733246803284},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.7465466260910034},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6564791202545166},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5472670197486877},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5278254151344299},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.4782494604587555},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4751155972480774},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.46435144543647766},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4242952764034271},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3866598606109619},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37043821811676025},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.35474538803100586},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16325998306274414}],"concepts":[{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.9135733246803284},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.7465466260910034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6564791202545166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5472670197486877},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5278254151344299},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.4782494604587555},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4751155972480774},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.46435144543647766},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4242952764034271},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3866598606109619},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37043821811676025},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35474538803100586},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16325998306274414},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jcsse54890.2022.9836284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jcsse54890.2022.9836284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 19th International Joint Conference on Computer Science and Software Engineering (JCSSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322437","display_name":"National Science and Technology Development Agency","ror":"https://ror.org/04vy95b61"},{"id":"https://openalex.org/F4320322704","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960"},{"id":"https://openalex.org/F4320323439","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20"},{"id":"https://openalex.org/F4320326788","display_name":"National Electronics and Computer Technology Center","ror":"https://ror.org/04z82ry91"},{"id":"https://openalex.org/F4320335051","display_name":"Sirindhorn International Institute of Technology, Thammasat University","ror":"https://ror.org/002yp7f20"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1881835717","https://openalex.org/W1979645534","https://openalex.org/W2038891589","https://openalex.org/W2158728671","https://openalex.org/W2579359310","https://openalex.org/W2904081792","https://openalex.org/W2913601164","https://openalex.org/W2951146285","https://openalex.org/W2974858261","https://openalex.org/W3202787438","https://openalex.org/W4232732617","https://openalex.org/W4285827178"],"related_works":["https://openalex.org/W2133973503","https://openalex.org/W2471060339","https://openalex.org/W2111603423","https://openalex.org/W2148547327","https://openalex.org/W2125892956","https://openalex.org/W4226236273","https://openalex.org/W2790560349","https://openalex.org/W2130975749","https://openalex.org/W2493973380","https://openalex.org/W3082879976"],"abstract_inverted_index":{"One":[0],"of":[1,9,15,30,112,166],"the":[2,7,13,16,21,38,52,83,98,103,108,145,151,162,172],"most":[3,34],"crucial":[4],"changes":[5],"in":[6,20,37],"future":[8],"social":[10],"structure":[11],"is":[12,122,138,169,175],"increase":[14],"aging":[17],"population.":[18],"Accidents":[19],"elderly":[22,39],"are":[23,40],"often":[24],"caused":[25],"by":[26],"degeneration":[27],"and":[28,47,58,70,75,91,119,135,159],"worsening":[29],"their":[31],"bodies.":[32],"The":[33,94,140],"common":[35],"accidents":[36],"falls.":[41],"This":[42,61],"research":[43],"proposes":[44],"fall":[45,92],"prediction":[46],"detection":[48],"methods":[49],"based":[50,101],"on":[51,102,144,154],"Inertial":[53],"Measurement":[54],"Unit":[55],"(IMU)":[56],"sensor":[57,74,142],"Electromyogram":[59],"(EMG).":[60],"method":[62],"used":[63,77],"features":[64],"from":[65],"EMG":[66,99],"signal":[67,100],"to":[68,81],"adjust":[69],"co-verify":[71],"with":[72],"IMU":[73,141],"then":[76],"machine":[78],"learning":[79],"technicians":[80],"create":[82],"model":[84,106,149],"for":[85],"abnormal":[86],"classification":[87,168,174],"gait,":[88,90,116,118,134],"normal":[89],"event.":[93],"results":[95],"show":[96],"that":[97],"Random":[104,146],"forest":[105],"gained":[107],"average":[109,163],"accuracy":[110,164],"values":[111],"3-class":[113,158,167],"classifications":[114,126],"(Abnormal":[115,127],"Normal":[117,133],"Fall":[120,136],"event)":[121,137],"71.91%.":[123],"For":[124,171],"4-class":[125,160,173],"left":[128],"leg,":[129,132],"Abnormal":[130],"right":[131],"67.76%.":[139],"base":[143],"Forest":[147],"(RF)":[148],"got":[150],"best":[152],"performance":[153],"both":[155],"accuracies":[156],"at":[157],"classification;":[161],"value":[165],"94.72%.":[170],"87.70%,":[176],"respectively.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-20T07:46:08.049788","created_date":"2025-10-10T00:00:00"}