{"id":"https://openalex.org/W4389629114","doi":"https://doi.org/10.1109/icspis60075.2023.10343567","title":"IMU-based Human Activity Recognition using Machine Learning and Deep Learning models","display_name":"IMU-based Human Activity Recognition using Machine Learning and Deep Learning models","publication_year":2023,"publication_date":"2023-11-08","ids":{"openalex":"https://openalex.org/W4389629114","doi":"https://doi.org/10.1109/icspis60075.2023.10343567"},"language":"en","primary_location":{"id":"doi:10.1109/icspis60075.2023.10343567","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspis60075.2023.10343567","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 6th International Conference on Signal Processing and Information Security (ICSPIS)","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/A5093475221","display_name":"Saad AlKharji","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Saad AlKharji","raw_affiliation_strings":["Khalifa University,Computer Engineering Department,Abu Dhabi,United Arab Emirates","Computer Engineering Department, Khalifa University, Abu Dhabi, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Computer Engineering Department,Abu Dhabi,United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Computer Engineering Department, Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049022080","display_name":"Aysha Alteneiji","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]},{"id":"https://openalex.org/I4210141355","display_name":"EBTIC","ror":"https://ror.org/050mver74","country_code":"AE","type":"other","lineage":["https://openalex.org/I4210141355"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Aysha Alteneiji","raw_affiliation_strings":["Khalifa University,EBTIC (Emirates ICT Innovation Center),Abu Dhabi,United Arab Emirates","EBTIC (Emirates ICT Innovation Center), Khalifa University, Abu Dhabi, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,EBTIC (Emirates ICT Innovation Center),Abu Dhabi,United Arab Emirates","institution_ids":["https://openalex.org/I176601375","https://openalex.org/I4210141355"]},{"raw_affiliation_string":"EBTIC (Emirates ICT Innovation Center), Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375","https://openalex.org/I4210141355"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109972471","display_name":"Kin Poon","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]},{"id":"https://openalex.org/I4210141355","display_name":"EBTIC","ror":"https://ror.org/050mver74","country_code":"AE","type":"other","lineage":["https://openalex.org/I4210141355"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Kin Poon","raw_affiliation_strings":["Khalifa University,EBTIC (Emirates ICT Innovation Center),Abu Dhabi,United Arab Emirates","EBTIC (Emirates ICT Innovation Center), Khalifa University, Abu Dhabi, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,EBTIC (Emirates ICT Innovation Center),Abu Dhabi,United Arab Emirates","institution_ids":["https://openalex.org/I176601375","https://openalex.org/I4210141355"]},{"raw_affiliation_string":"EBTIC (Emirates ICT Innovation Center), Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375","https://openalex.org/I4210141355"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1228,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.80829718,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"62","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9876000285148621,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9825000166893005,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.909453272819519},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.7565167546272278},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7428311109542847},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.7361270785331726},{"id":"https://openalex.org/keywords/gyroscope","display_name":"Gyroscope","score":0.7260748147964478},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6721184253692627},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6010905504226685},{"id":"https://openalex.org/keywords/units-of-measurement","display_name":"Units of measurement","score":0.5735893249511719},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5551530718803406},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4461275339126587},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.376521497964859},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19274821877479553},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.07486763596534729}],"concepts":[{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.909453272819519},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.7565167546272278},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7428311109542847},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.7361270785331726},{"id":"https://openalex.org/C158488048","wikidata":"https://www.wikidata.org/wiki/Q483400","display_name":"Gyroscope","level":2,"score":0.7260748147964478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6721184253692627},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6010905504226685},{"id":"https://openalex.org/C151233233","wikidata":"https://www.wikidata.org/wiki/Q47574","display_name":"Units of measurement","level":2,"score":0.5735893249511719},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5551530718803406},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4461275339126587},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.376521497964859},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19274821877479553},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.07486763596534729},{"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},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icspis60075.2023.10343567","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspis60075.2023.10343567","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 6th International Conference on Signal Processing and Information Security (ICSPIS)","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":13,"referenced_works":["https://openalex.org/W2054780155","https://openalex.org/W2247209766","https://openalex.org/W2304267454","https://openalex.org/W2902374667","https://openalex.org/W2940096514","https://openalex.org/W2940248683","https://openalex.org/W2972317743","https://openalex.org/W2999723590","https://openalex.org/W3010153341","https://openalex.org/W3088796306","https://openalex.org/W3139646219","https://openalex.org/W3171617011","https://openalex.org/W4400134761"],"related_works":["https://openalex.org/W2356006086","https://openalex.org/W2545168295","https://openalex.org/W1973973903","https://openalex.org/W2365897603","https://openalex.org/W4234814094","https://openalex.org/W4287084017","https://openalex.org/W3195533899","https://openalex.org/W2156308897","https://openalex.org/W3179745820","https://openalex.org/W2768717251"],"abstract_inverted_index":{"Research":[0],"into":[1],"Human":[2],"Activity":[3],"Recognition":[4],"(HAR)":[5],"with":[6,29,110],"wearable":[7],"sensors":[8],"is":[9],"attracting":[10],"a":[11,27,55,59,72],"lot":[12],"of":[13,20,74,106],"attention":[14],"due":[15],"to":[16,36,92],"its":[17],"wide":[18],"range":[19],"applications.":[21],"In":[22],"this":[23],"paper,":[24],"we":[25],"use":[26],"microcontroller":[28],"an":[30,103],"integrated":[31],"Inertial":[32],"Measurement":[33],"Unit":[34],"(IMU)":[35],"design":[37],"various":[38],"Machine":[39],"Learning":[40,44],"(ML)":[41],"and":[42,62,66,89,112],"Deep":[43],"(DL)":[45],"models.":[46],"Five":[47],"different":[48],"activities":[49],"were":[50,69],"captured:":[51],"walking,":[52],"walking":[53,57],"up":[54],"staircase,":[56,60],"down":[58],"jumping,":[61],"falling.":[63],"Both":[64],"ML":[65],"DL":[67],"models":[68,83],"trained":[70,109],"on":[71,85],"variety":[73],"IMU":[75],"data.":[76],"A":[77],"comparison":[78],"was":[79],"performed":[80],"among":[81],"the":[82,94,116],"based":[84],"their":[86],"accuracy":[87,104],"scores":[88],"confusion":[90],"matrices":[91],"determine":[93],"most":[95],"effective":[96],"one.":[97],"The":[98],"proposed":[99],"LSTM":[100],"model":[101],"achieved":[102],"score":[105],"99%":[107],"when":[108],"accelerometer":[111],"gyroscope":[113],"data":[114],"from":[115],"IMU.":[117]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}