{"id":"https://openalex.org/W4405304093","doi":"https://doi.org/10.1109/access.2024.3516536","title":"AI-Integrated AR as an Intelligent Companion for Industrial Workers: A Systematic Review","display_name":"AI-Integrated AR as an Intelligent Companion for Industrial Workers: A Systematic Review","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405304093","doi":"https://doi.org/10.1109/access.2024.3516536"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3516536","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3516536","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3516536","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055840787","display_name":"Dong Woo Yoo","orcid":"https://orcid.org/0000-0002-5054-9873"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven Yoo","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-5054-9873","affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083773298","display_name":"Sakib Reza","orcid":"https://orcid.org/0000-0001-8491-0316"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sakib Reza","raw_affiliation_strings":["Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA, USA","Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8491-0316","affiliations":[{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093411966","display_name":"Hamid Tarashiyoun","orcid":"https://orcid.org/0009-0002-8848-4347"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hamid Tarashiyoun","raw_affiliation_strings":["Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA, USA","Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0009-0002-8848-4347","affiliations":[{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107036126","display_name":"Akhil Ajikumar","orcid":null},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akhil Ajikumar","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017863793","display_name":"Mohsen Moghaddam","orcid":"https://orcid.org/0000-0002-3201-6010"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohsen Moghaddam","raw_affiliation_strings":["H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-3201-6010","affiliations":[{"raw_affiliation_string":"H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, &#x0026; Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.988,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8597786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"191808","last_page":"191827"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.8955000042915344,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.8955000042915344,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.8605999946594238,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5883323550224304}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5883323550224304}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3516536","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3516536","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0fb6538872404876a919670d83422b78","is_oa":true,"landing_page_url":"https://doaj.org/article/0fb6538872404876a919670d83422b78","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":"IEEE Access, Vol 12, Pp 191808-191827 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3516536","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3516536","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6899999976158142}],"awards":[{"id":"https://openalex.org/G1158794305","display_name":"FW-HTF-R: Fostering Learning and Adaptability of Future Manufacturing Workers with Intelligent Extended Reality (IXR)","funder_award_id":"2128743","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2674156225","display_name":null,"funder_award_id":"HR00112220001","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G6278099248","display_name":null,"funder_award_id":"HR001112220001","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G6602785421","display_name":"Accelerating Skill Acquisition in Complex Psychomotor Tasks via an Intelligent Extended Reality Tutoring System","funder_award_id":"2302838","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":120,"referenced_works":["https://openalex.org/W78449300","https://openalex.org/W641318514","https://openalex.org/W1517797238","https://openalex.org/W1571750337","https://openalex.org/W1932489592","https://openalex.org/W1994900553","https://openalex.org/W2005501262","https://openalex.org/W2021111407","https://openalex.org/W2030907491","https://openalex.org/W2055669065","https://openalex.org/W2064841972","https://openalex.org/W2083176184","https://openalex.org/W2084749978","https://openalex.org/W2087168813","https://openalex.org/W2103983009","https://openalex.org/W2122122381","https://openalex.org/W2135572748","https://openalex.org/W2144116465","https://openalex.org/W2163239685","https://openalex.org/W2234485030","https://openalex.org/W2530735505","https://openalex.org/W2560438049","https://openalex.org/W2588009745","https://openalex.org/W2612680006","https://openalex.org/W2676550479","https://openalex.org/W2784988069","https://openalex.org/W2791480559","https://openalex.org/W2793427126","https://openalex.org/W2802609531","https://openalex.org/W2810638738","https://openalex.org/W2894468641","https://openalex.org/W2899026724","https://openalex.org/W2905313739","https://openalex.org/W2921205582","https://openalex.org/W2963892972","https://openalex.org/W2975043526","https://openalex.org/W2991606114","https://openalex.org/W3034213471","https://openalex.org/W3045739279","https://openalex.org/W3102196857","https://openalex.org/W3111610620","https://openalex.org/W3111943207","https://openalex.org/W3119777791","https://openalex.org/W3124122917","https://openalex.org/W3127633302","https://openalex.org/W3130921258","https://openalex.org/W3135819479","https://openalex.org/W3138431583","https://openalex.org/W3138670654","https://openalex.org/W3154720999","https://openalex.org/W3154978941","https://openalex.org/W3158840678","https://openalex.org/W3159780311","https://openalex.org/W3159948078","https://openalex.org/W3160354278","https://openalex.org/W3162918992","https://openalex.org/W3166570142","https://openalex.org/W3177626910","https://openalex.org/W3184458714","https://openalex.org/W3190327530","https://openalex.org/W3190988267","https://openalex.org/W3193686508","https://openalex.org/W3197998327","https://openalex.org/W3199629770","https://openalex.org/W3201345620","https://openalex.org/W3201791849","https://openalex.org/W3203130017","https://openalex.org/W3204522475","https://openalex.org/W3205107448","https://openalex.org/W3207456112","https://openalex.org/W3208033854","https://openalex.org/W3208833213","https://openalex.org/W3210604564","https://openalex.org/W3211548033","https://openalex.org/W3212450652","https://openalex.org/W3214904392","https://openalex.org/W3216205210","https://openalex.org/W3216800902","https://openalex.org/W4205618481","https://openalex.org/W4205632760","https://openalex.org/W4206247887","https://openalex.org/W4206434639","https://openalex.org/W4206792469","https://openalex.org/W4207046678","https://openalex.org/W4220792857","https://openalex.org/W4220844735","https://openalex.org/W4221093314","https://openalex.org/W4225365585","https://openalex.org/W4226083484","https://openalex.org/W4232692970","https://openalex.org/W4233647771","https://openalex.org/W4237073550","https://openalex.org/W4241062046","https://openalex.org/W4281761703","https://openalex.org/W4283727508","https://openalex.org/W4285187150","https://openalex.org/W4285541168","https://openalex.org/W4286561155","https://openalex.org/W4287509586","https://openalex.org/W4287846165","https://openalex.org/W4290098611","https://openalex.org/W4293002984","https://openalex.org/W4295708769","https://openalex.org/W4312424618","https://openalex.org/W4315620581","https://openalex.org/W4368276049","https://openalex.org/W4372405972","https://openalex.org/W4382318347","https://openalex.org/W4386590689","https://openalex.org/W4388240195","https://openalex.org/W4389296839","https://openalex.org/W4389302594","https://openalex.org/W4399089020","https://openalex.org/W4399119094","https://openalex.org/W4399388685","https://openalex.org/W4402727748","https://openalex.org/W6745200526","https://openalex.org/W6765068390","https://openalex.org/W6793561988","https://openalex.org/W6851607685"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Augmented":[0],"reality":[1],"(AR)":[2],"has":[3],"gained":[4],"significant":[5],"attention":[6],"in":[7,13,17,84,94,149,193],"recent":[8,147],"years":[9],"for":[10,81,239,252],"its":[11],"applications":[12,83],"training":[14,182],"and":[15,40,52,88,108,112,124,133,137,160,183,187,210,227,244,249],"assistance":[16],"various":[18],"industrial":[19,82,153,213,253],"settings.":[20],"Yet,":[21],"a":[22,66,219],"less":[23],"understood":[24],"question":[25,63],"is:":[26],"How":[27],"can":[28,127,174],"AR":[29,96,121,173,199,203,232],"systems,":[30],"coupled":[31],"with":[32,181,218,235],"artificial":[33],"intelligence":[34],"(AI)":[35],"capabilities,":[36,90],"adaptively":[37],"tailor":[38,202],"instructions":[39],"feedback":[41],"interventions":[42],"to":[43,103,130,200,205,229],"the":[44,76,91,105,109,150],"specific":[45,73],"needs":[46],"of":[47,54,78,86,116,152],"users,":[48],"their":[49,156],"cognitive":[50],"states,":[51],"levels":[53],"expertise":[55],"during":[56],"task":[57,135],"execution?":[58],"This":[59],"paper":[60,145,216],"addresses":[61],"this":[62,142,144],"by":[64,120],"conducting":[65],"systematic":[67],"review":[68],"that":[69,101,172],"delves":[70],"into":[71,97,167,198],"three":[72],"research":[74,225],"areas:":[75],"state-of-the-art":[77],"AR-based":[79],"systems":[80,233],"terms":[85],"features":[87],"training/assistance":[89],"existing":[92],"gaps":[93],"transforming":[95],"an":[98],"\u201cintelligent":[99],"companion\u201d":[100],"adapts":[102],"both":[104],"work":[106],"context":[107],"user\u2019s":[110],"needs,":[111],"how":[113,206],"these":[114],"sources":[115],"multimodal":[117,195],"data":[118],"captured":[119],"headsets,":[122],"wearables,":[123],"IoT":[125],"sensors":[126],"be":[128],"harnessed":[129],"interpret,":[131],"predict,":[132],"guide":[134],"performance":[136],"learning":[138],"through":[139],"AR.":[140,168],"To":[141],"end,":[143],"synthesizes":[146],"studies":[148],"field":[151],"AR,":[154],"summarizing":[155],"main":[157],"findings,":[158],"contributions,":[159],"associated":[161,180],"limitations":[162,191],"when":[163],"integrating":[164,194],"AI":[165,237],"capabilities":[166,197,238],"The":[169,215],"results":[170],"suggest":[171],"effectively":[175,201],"tackle":[176],"key":[177],"industry":[178],"challenges":[179],"upskilling,":[184],"process":[185],"improvement,":[186],"error":[188],"prevention.":[189],"However,":[190],"remain":[192],"data-driven":[196],"guides":[204],"individual":[207],"workers":[208],"learn":[209],"perform":[211],"complex":[212],"tasks.":[214],"concludes":[217],"framework":[220],"as":[221,223,247],"well":[222],"several":[224],"directions":[226],"examples":[228],"realize":[230],"intelligent":[231],"enhanced":[234],"advanced":[236],"activity":[240],"understanding,":[241],"user":[242],"modeling,":[243],"interventions,":[245],"serving":[246],"adaptive":[248],"personalized":[250],"companions":[251],"workers.":[254]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
