{"id":"https://openalex.org/W4360604879","doi":"https://doi.org/10.1109/icaiic57133.2023.10067076","title":"Bad Sitting Posture Detection and Alerting System using EMG Sensors and Machine Learning","display_name":"Bad Sitting Posture Detection and Alerting System using EMG Sensors and Machine Learning","publication_year":2023,"publication_date":"2023-02-20","ids":{"openalex":"https://openalex.org/W4360604879","doi":"https://doi.org/10.1109/icaiic57133.2023.10067076"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic57133.2023.10067076","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic57133.2023.10067076","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5068835268","display_name":"Roufaida Laidi","orcid":"https://orcid.org/0000-0002-7282-4725"},"institutions":[{"id":"https://openalex.org/I4210095777","display_name":"Centre de Recherche sur l'Information Scientifique et Technique","ror":"https://ror.org/01k1bte55","country_code":"DZ","type":"government","lineage":["https://openalex.org/I4210095777","https://openalex.org/I4210114810"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Roufaida Laidi","raw_affiliation_strings":["CERIST Research Center,Algiers,Algeria","CERIST Research Center, Algiers, Algeria"],"affiliations":[{"raw_affiliation_string":"CERIST Research Center,Algiers,Algeria","institution_ids":["https://openalex.org/I4210095777"]},{"raw_affiliation_string":"CERIST Research Center, Algiers, Algeria","institution_ids":["https://openalex.org/I4210095777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064891049","display_name":"Lyes Khelladi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095777","display_name":"Centre de Recherche sur l'Information Scientifique et Technique","ror":"https://ror.org/01k1bte55","country_code":"DZ","type":"government","lineage":["https://openalex.org/I4210095777","https://openalex.org/I4210114810"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Lyes Khelladi","raw_affiliation_strings":["CERIST Research Center,Algiers,Algeria","CERIST Research Center, Algiers, Algeria"],"affiliations":[{"raw_affiliation_string":"CERIST Research Center,Algiers,Algeria","institution_ids":["https://openalex.org/I4210095777"]},{"raw_affiliation_string":"CERIST Research Center, Algiers, Algeria","institution_ids":["https://openalex.org/I4210095777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009199495","display_name":"Meriem Kessaissia","orcid":null},"institutions":[{"id":"https://openalex.org/I192268740","display_name":"University of Algiers Benyoucef Benkhedda","ror":"https://ror.org/011r6gp69","country_code":"DZ","type":"education","lineage":["https://openalex.org/I192268740"]},{"id":"https://openalex.org/I157169809","display_name":"University of Sciences and Technology Houari Boumediene","ror":"https://ror.org/02kb89c09","country_code":"DZ","type":"education","lineage":["https://openalex.org/I157169809"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Meriem Kessaissia","raw_affiliation_strings":["USTHB university, Algiers, Algeria"],"affiliations":[{"raw_affiliation_string":"USTHB university, Algiers, Algeria","institution_ids":["https://openalex.org/I192268740","https://openalex.org/I157169809"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078689835","display_name":"Lyna Ouandjli","orcid":null},"institutions":[{"id":"https://openalex.org/I157169809","display_name":"University of Sciences and Technology Houari Boumediene","ror":"https://ror.org/02kb89c09","country_code":"DZ","type":"education","lineage":["https://openalex.org/I157169809"]},{"id":"https://openalex.org/I192268740","display_name":"University of Algiers Benyoucef Benkhedda","ror":"https://ror.org/011r6gp69","country_code":"DZ","type":"education","lineage":["https://openalex.org/I192268740"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Lyna Ouandjli","raw_affiliation_strings":["USTHB university, Algiers, Algeria"],"affiliations":[{"raw_affiliation_string":"USTHB university, Algiers, Algeria","institution_ids":["https://openalex.org/I192268740","https://openalex.org/I157169809"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068835268"],"corresponding_institution_ids":["https://openalex.org/I4210095777"],"apc_list":null,"apc_paid":null,"fwci":3.0333,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.90599155,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"324","last_page":"329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12006","display_name":"Ergonomics and Musculoskeletal Disorders","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12006","display_name":"Ergonomics and Musculoskeletal Disorders","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9886000156402588,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9545999765396118,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bluetooth-low-energy","display_name":"Bluetooth Low Energy","score":0.7784886956214905},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7550836205482483},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7242728471755981},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6445941925048828},{"id":"https://openalex.org/keywords/sitting","display_name":"Sitting","score":0.5864604115486145},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5584186911582947},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5522937774658203},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5449931621551514},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5227846503257751},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.47701215744018555},{"id":"https://openalex.org/keywords/bluetooth","display_name":"Bluetooth","score":0.4380958080291748},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.1258939802646637},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08180868625640869}],"concepts":[{"id":"https://openalex.org/C2776418194","wikidata":"https://www.wikidata.org/wiki/Q1638779","display_name":"Bluetooth Low Energy","level":4,"score":0.7784886956214905},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7550836205482483},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7242728471755981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6445941925048828},{"id":"https://openalex.org/C2776370487","wikidata":"https://www.wikidata.org/wiki/Q1144593","display_name":"Sitting","level":2,"score":0.5864604115486145},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5584186911582947},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5522937774658203},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5449931621551514},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5227846503257751},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.47701215744018555},{"id":"https://openalex.org/C546215728","wikidata":"https://www.wikidata.org/wiki/Q39531","display_name":"Bluetooth","level":3,"score":0.4380958080291748},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.1258939802646637},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08180868625640869},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic57133.2023.10067076","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic57133.2023.10067076","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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":11,"referenced_works":["https://openalex.org/W1915341263","https://openalex.org/W1992345751","https://openalex.org/W2271471225","https://openalex.org/W2588623642","https://openalex.org/W2612120978","https://openalex.org/W2782922652","https://openalex.org/W2896634898","https://openalex.org/W2919984822","https://openalex.org/W2943916063","https://openalex.org/W3004827807","https://openalex.org/W3105181541"],"related_works":["https://openalex.org/W2026217228","https://openalex.org/W2460679371","https://openalex.org/W1566557084","https://openalex.org/W1981475037","https://openalex.org/W2956056877","https://openalex.org/W2058711580","https://openalex.org/W2911404179","https://openalex.org/W2572635530","https://openalex.org/W2223325499","https://openalex.org/W3136975152"],"abstract_inverted_index":{"Poor":[0],"sitting":[1,24],"posture":[2,25,65],"can":[3],"lead":[4],"to":[5,15,21,110],"a":[6,23,40,98,123],"variety":[7],"of":[8,48,118],"serious":[9],"diseases":[10],"raging":[11],"from":[12],"spinal":[13],"disorders":[14],"psychological":[16],"stress.":[17],"This":[18],"paper":[19],"aims":[20],"design":[22],"monitoring":[26],"system":[27,44],"that":[28,127],"detects":[29],"improper":[30],"postures":[31],"and":[32,52,73,89,105,114,135],"notifies":[33],"the":[34,46,95,111,119,130],"user":[35],"in":[36],"real":[37,124],"time":[38,137],"through":[39],"mobile":[41],"application.":[42],"The":[43,116],"leverages":[45],"use":[47],"low-cost":[49],"EMG":[50],"sensors,":[51],"relies":[53],"on":[54,122],"energy-efficient":[55],"communication":[56],"via":[57],"Bluetooth":[58],"Low":[59],"energy":[60],"(BLE).":[61],"To":[62],"ensure":[63],"bad":[64,103],"detection,":[66],"different":[67],"machine":[68,78],"learning":[69],"algorithms":[70],"are":[71],"tested":[72],"compared,":[74],"namely":[75],"support":[76],"vector":[77],"(SVM),":[79],"K-nearest":[80],"neighbours":[81],"(KNN),":[82],"decision":[83],"tree":[84],"(DT),":[85],"random":[86],"forest":[87],"(RF),":[88],"multi-layer":[90],"perception":[91],"(MLP).":[92],"We":[93],"formulated":[94],"problem":[96],"as":[97],"binary":[99],"classification":[100,107],"(good":[101],"vs.":[102],"posture)":[104],"multi-class":[106],"(good,":[108],"tilted":[109],"front,":[112],"right":[113],"left).":[115],"results":[117],"training":[120],"performed":[121],"dataset":[125],"showed":[126],"KNN":[128],"have":[129],"best":[131],"accuracy":[132],"(91%":[133],"accuracy)":[134],"execution":[136],"(0.0066":[138],"ms).":[139]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}