{"id":"https://openalex.org/W4402234944","doi":"https://doi.org/10.1080/10447318.2024.2391605","title":"Analyzing Operator States and the Impact of AI-Enhanced Decision Support in Control Rooms: A Human-in-the-Loop Specialized Reinforcement Learning Framework for Intervention Strategies","display_name":"Analyzing Operator States and the Impact of AI-Enhanced Decision Support in Control Rooms: A Human-in-the-Loop Specialized Reinforcement Learning Framework for Intervention Strategies","publication_year":2024,"publication_date":"2024-09-04","ids":{"openalex":"https://openalex.org/W4402234944","doi":"https://doi.org/10.1080/10447318.2024.2391605"},"language":"en","primary_location":{"id":"doi:10.1080/10447318.2024.2391605","is_oa":true,"landing_page_url":"https://doi.org/10.1080/10447318.2024.2391605","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1080/10447318.2024.2391605","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035308242","display_name":"Ammar N. Abbas","orcid":"https://orcid.org/0000-0002-2578-5137"},"institutions":[{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Ammar N. Abbas","raw_affiliation_strings":["Computer Science, Technological University Dublin","Computer Science, Technological University Dublin, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-2578-5137","affiliations":[{"raw_affiliation_string":"Computer Science, Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Computer Science, Technological University Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I4210144925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092801421","display_name":"Chidera Winifred Amazu","orcid":"https://orcid.org/0000-0001-8788-3173"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Chidera W. Amazu","raw_affiliation_strings":["Department of Applied Sciences and Technology, Politecnico di Torino","Department of Applied Sciences and Technology, Politecnico di Torino, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8788-3173","affiliations":[{"raw_affiliation_string":"Department of Applied Sciences and Technology, Politecnico di Torino","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Applied Sciences and Technology, Politecnico di Torino, Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092648483","display_name":"Joseph Mietkiewicz","orcid":"https://orcid.org/0009-0007-3109-5865"},"institutions":[{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Joseph Mietkiewicz","raw_affiliation_strings":["Food Science and Environmental Health, Technological University Dublin","Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0009-0007-3109-5865","affiliations":[{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I4210144925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092928402","display_name":"Houda Briwa","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Houda Briwa","raw_affiliation_strings":["Food Science and Environmental Health, Technological University Dublin","Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I4210144925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023722754","display_name":"Andres Alonso Perez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Andres Alonso Perez","raw_affiliation_strings":["Food Science and Environmental Health, Technological University Dublin","Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I4210144925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072784913","display_name":"Gabriele Baldissone","orcid":"https://orcid.org/0000-0001-7015-8995"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriele Baldissone","raw_affiliation_strings":["Department of Applied Sciences and Technology, Politecnico di Torino","Department of Applied Sciences and Technology, Politecnico di Torino, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7015-8995","affiliations":[{"raw_affiliation_string":"Department of Applied Sciences and Technology, Politecnico di Torino","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Applied Sciences and Technology, Politecnico di Torino, Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030140969","display_name":"Micaela Demichela","orcid":null},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Micaela Demichela","raw_affiliation_strings":["Department of Applied Sciences and Technology, Politecnico di Torino","Department of Applied Sciences and Technology, Politecnico di Torino, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0001-5247-7634","affiliations":[{"raw_affiliation_string":"Department of Applied Sciences and Technology, Politecnico di Torino","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Applied Sciences and Technology, Politecnico di Torino, Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013626823","display_name":"Georgios C. Chasparis","orcid":"https://orcid.org/0000-0003-3059-3575"},"institutions":[{"id":"https://openalex.org/I4210126338","display_name":"Software Competence Center Hagenberg (Austria)","ror":"https://ror.org/02ks3nr96","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210126338"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Georgios C. Chasparis","raw_affiliation_strings":["Data Science, Software Competence Center Hagenberg GmbH","Data Science, Software Competence Center Hagenberg GmbH, Hagenberg, Austria"],"raw_orcid":"https://orcid.org/0000-0003-3059-3575","affiliations":[{"raw_affiliation_string":"Data Science, Software Competence Center Hagenberg GmbH","institution_ids":["https://openalex.org/I4210126338"]},{"raw_affiliation_string":"Data Science, Software Competence Center Hagenberg GmbH, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210126338"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079991004","display_name":"John D. Kelleher","orcid":"https://orcid.org/0000-0001-6462-3248"},"institutions":[{"id":"https://openalex.org/I204442077","display_name":"Trinity College","ror":"https://ror.org/019dhar59","country_code":"CA","type":"education","lineage":["https://openalex.org/I204442077"]},{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["CA","IE"],"is_corresponding":false,"raw_author_name":"John D. Kelleher","raw_affiliation_strings":["ADAPT Research Centre, School of Computer Science and Statistics, Trinity College Dublin","ADAPT Research Centre, School of Computer Science and Statistics, Trinity College Dublin, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0001-6462-3248","affiliations":[{"raw_affiliation_string":"ADAPT Research Centre, School of Computer Science and Statistics, Trinity College Dublin","institution_ids":["https://openalex.org/I204442077","https://openalex.org/I205274468"]},{"raw_affiliation_string":"ADAPT Research Centre, School of Computer Science and Statistics, Trinity College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061312792","display_name":"Maria Chiara Leva","orcid":"https://orcid.org/0000-0002-6770-8332"},"institutions":[{"id":"https://openalex.org/I4210144925","display_name":"Technological University Dublin","ror":"https://ror.org/04t0qbt32","country_code":"IE","type":"education","lineage":["https://openalex.org/I4210144925"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Maria Chiara Leva","raw_affiliation_strings":["Food Science and Environmental Health, Technological University Dublin","Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-6770-8332","affiliations":[{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin","institution_ids":["https://openalex.org/I4210144925"]},{"raw_affiliation_string":"Food Science and Environmental Health, Technological University Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I4210144925"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5035308242"],"corresponding_institution_ids":["https://openalex.org/I4210144925"],"apc_list":null,"apc_paid":null,"fwci":9.4552,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.98301354,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"41","issue":"12","first_page":"7218","last_page":"7252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9934999942779541,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9934999942779541,"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/T10809","display_name":"Occupational Health and Safety Research","score":0.9704999923706055,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7480398416519165},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.6790294647216797},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.6262370944023132},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5509995222091675},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.537903904914856},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5176368355751038},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.4878575801849365},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45815742015838623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43589332699775696},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3491269648075104},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.32613688707351685},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18116018176078796},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1795472800731659},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08428159356117249}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7480398416519165},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.6790294647216797},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.6262370944023132},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5509995222091675},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.537903904914856},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5176368355751038},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.4878575801849365},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45815742015838623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43589332699775696},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3491269648075104},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32613688707351685},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18116018176078796},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1795472800731659},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08428159356117249},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/10447318.2024.2391605","is_oa":true,"landing_page_url":"https://doi.org/10.1080/10447318.2024.2391605","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:arrow.tudublin.ie:tfschhmtart-1136","is_oa":true,"landing_page_url":"https://arrow.tudublin.ie/tfschhmtart/115","pdf_url":null,"source":{"id":"https://openalex.org/S4377196307","display_name":"Arrow - TU Dublin (Technological University Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210144925","host_organization_name":"Technological University Dublin","host_organization_lineage":["https://openalex.org/I4210144925"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Articles","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/10447318.2024.2391605","is_oa":true,"landing_page_url":"https://doi.org/10.1080/10447318.2024.2391605","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1556824961","https://openalex.org/W1590736827","https://openalex.org/W2006228232","https://openalex.org/W2033198735","https://openalex.org/W2071302132","https://openalex.org/W2076177853","https://openalex.org/W2087309216","https://openalex.org/W2094358804","https://openalex.org/W2109032167","https://openalex.org/W2125838338","https://openalex.org/W2168035954","https://openalex.org/W2183659962","https://openalex.org/W2750660875","https://openalex.org/W2768908797","https://openalex.org/W2783416238","https://openalex.org/W2787938642","https://openalex.org/W2913758949","https://openalex.org/W2949676527","https://openalex.org/W2964227312","https://openalex.org/W2978462138","https://openalex.org/W2996263724","https://openalex.org/W3013778231","https://openalex.org/W3100366369","https://openalex.org/W3168892396","https://openalex.org/W4205563072","https://openalex.org/W4211000520","https://openalex.org/W4283590182","https://openalex.org/W4287456207","https://openalex.org/W4292332539","https://openalex.org/W4319592702","https://openalex.org/W4385872653","https://openalex.org/W4386987648","https://openalex.org/W4387929501","https://openalex.org/W4388090033","https://openalex.org/W4391530538","https://openalex.org/W4391597754","https://openalex.org/W4400823827","https://openalex.org/W6889954150","https://openalex.org/W6930191575","https://openalex.org/W6930240054","https://openalex.org/W6948043755"],"related_works":["https://openalex.org/W2920061524","https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W4367173559","https://openalex.org/W2782058284","https://openalex.org/W3103937890"],"abstract_inverted_index":{"In":[0],"complex":[1],"industrial":[2],"and":[3,14,24,46,62,79,97,122,137,158,200,209,217],"chemical":[4],"process":[5,135,216],"control":[6],"rooms,":[7],"effective":[8,241],"decision-making":[9],"is":[10],"crucial":[11],"for":[12,108,162],"safety":[13],"efficiency.":[15],"The":[16,50,141],"experiments":[17],"in":[18,89,152,221,225],"this":[19],"paper":[20],"evaluate":[21],"the":[22,68,72,77,103,147,150,163,167,181,193,197,210,237],"impact":[23],"applications":[25],"of":[26,75,91,126,149,176,196,239],"an":[27,34],"AI-based":[28],"decision":[29],"support":[30,52],"system":[31,53,78,84,182],"integrated":[32],"into":[33],"improved":[35],"human-machine":[36,218],"interface,":[37],"using":[38,180,215,230],"dynamic":[39],"influence":[40],"diagrams,":[41],"a":[42,83,123,206,226],"hidden":[43,231],"Markov":[44,232],"model,":[45],"deep":[47],"reinforcement":[48],"learning.":[49],"enhanced":[51],"aims":[54],"to":[55,67,71,171,203,213],"reduce":[56],"operator":[57,69],"workload,":[58,157],"improve":[59],"situational":[60,160],"awareness,":[61],"provide":[63,169],"different":[64],"intervention":[65,242],"strategies":[66],"adapted":[70],"current":[73],"state":[74],"both":[76],"human":[80],"performance.":[81],"Such":[82],"can":[85],"be":[86],"particularly":[87,189],"useful":[88],"cases":[90],"information":[92,177],"overload":[93],"when":[94,179,191],"many":[95],"alarms":[96,211],"inputs":[98],"are":[99,188],"presented":[100],"all":[101],"within":[102],"same":[104],"time":[105],"window,":[106],"or":[107],"junior":[109],"operators":[110],"during":[111],"training.":[112],"A":[113],"comprehensive":[114],"cross-data":[115],"analysis":[116],"was":[117],"conducted,":[118],"involving":[119],"47":[120],"participants":[121],"diverse":[124],"range":[125],"data":[127],"sources":[128],"such":[129],"as":[130],"smartwatch":[131],"metrics,":[132],"eye-tracking":[133],"data,":[134],"logs,":[136],"responses":[138],"from":[139],"questionnaires.":[140],"results":[142,168],"indicate":[143],"interesting":[144],"insights":[145,170],"regarding":[146],"effectiveness":[148],"approach":[151],"aiding":[153],"decision-making,":[154],"decreasing":[155],"perceived":[156],"increasing":[159],"awareness":[161],"scenarios":[164],"considered.":[165],"Additionally,":[166],"compare":[172],"differences":[173],"between":[174],"styles":[175],"gathering":[178],"by":[183],"individual":[184,198],"participants.":[185],"These":[186,234],"findings":[187],"relevant":[190],"predicting":[192],"overall":[194],"performance":[195],"participant":[199],"their":[201],"capacity":[202],"successfully":[204],"handle":[205],"plant":[207],"upset":[208],"connected":[212],"it":[214],"interaction":[219],"logs":[220],"real-time":[222],"which":[223],"resulted":[224],"95.8%":[227],"prediction":[228],"accuracy":[229],"model.":[233],"predictions":[235],"enable":[236],"development":[238],"more":[240],"strategies.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
