{"id":"https://openalex.org/W7167287716","doi":"https://doi.org/10.1109/iwcmc69287.2026.11579862","title":"Machine Learning for Intelligent Optimization of Remote Laboratory Resources","display_name":"Machine Learning for Intelligent Optimization of Remote Laboratory Resources","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7167287716","doi":"https://doi.org/10.1109/iwcmc69287.2026.11579862"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc69287.2026.11579862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc69287.2026.11579862","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5043277476","display_name":"Taoufik Elmissaoui","orcid":"https://orcid.org/0000-0003-0903-9190"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Taoufik Elmissaoui","raw_affiliation_strings":["University of Sousse,ISTLS &#x0026; NOCCS Lab,Sousse,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sousse,ISTLS &#x0026; NOCCS Lab,Sousse,Tunisia","institution_ids":["https://openalex.org/I8636806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024919153","display_name":"Jalel Chebil","orcid":"https://orcid.org/0000-0001-6148-6436"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Jalel Chebil","raw_affiliation_strings":["University of Sousse,ISTLS &#x0026; NOCCS Lab,Sousse,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sousse,ISTLS &#x0026; NOCCS Lab,Sousse,Tunisia","institution_ids":["https://openalex.org/I8636806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053986026","display_name":"Mohamed Hadi Habaebi","orcid":"https://orcid.org/0000-0002-2263-0850"},"institutions":[{"id":"https://openalex.org/I4164984","display_name":"International Islamic University Malaysia","ror":"https://ror.org/03s9hs139","country_code":"MY","type":"education","lineage":["https://openalex.org/I4164984"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohamed Hadi Habaebi","raw_affiliation_strings":["International Islamic University,Faculty of Engineering,Dept. of Electrical and Computer Eng.,Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Islamic University,Faculty of Engineering,Dept. of Electrical and Computer Eng.,Malaysia","institution_ids":["https://openalex.org/I4164984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055325292","display_name":"Jamel Bel Hadj Taher","orcid":"https://orcid.org/0000-0001-5983-0277"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Jamel Bel Hadj Taher","raw_affiliation_strings":["ENISo &#x0026; NOCCS Lab University of Sousse,Sousse,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ENISo &#x0026; NOCCS Lab University of Sousse,Sousse,Tunisia","institution_ids":["https://openalex.org/I8636806"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.90455293,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1136","last_page":"1141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11283","display_name":"Experimental Learning in Engineering","score":0.15279999375343323,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11283","display_name":"Experimental Learning in Engineering","score":0.15279999375343323,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.051100000739097595,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.045099999755620956,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.2815999984741211},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.272599995136261},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.27140000462532043},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.25619998574256897},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.24779999256134033}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5655999779701233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5248000025749207},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4526999890804291},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.272599995136261},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26089999079704285},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.25619998574256897},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.24779999256134033},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.23929999768733978}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwcmc69287.2026.11579862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc69287.2026.11579862","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:generic.eprints.org:129884","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400713","display_name":"The International Islamic University Malaysia Repository (The International Islamic University Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4164984","host_organization_name":"International Islamic University Malaysia","host_organization_lineage":["https://openalex.org/I4164984"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1989863536","https://openalex.org/W2010217296","https://openalex.org/W2033056126","https://openalex.org/W2092453548","https://openalex.org/W2098334380","https://openalex.org/W2118603240","https://openalex.org/W2335797930","https://openalex.org/W2756455890","https://openalex.org/W2908239807","https://openalex.org/W2962663109","https://openalex.org/W2969394915","https://openalex.org/W3200706625","https://openalex.org/W4214546263","https://openalex.org/W4282826961","https://openalex.org/W4312438278","https://openalex.org/W4312690862","https://openalex.org/W4386307679","https://openalex.org/W4390471880","https://openalex.org/W4390471939","https://openalex.org/W4391164227","https://openalex.org/W4391557893","https://openalex.org/W4392737315","https://openalex.org/W4402452647","https://openalex.org/W4404075331"],"related_works":[],"abstract_inverted_index":{"Remote":[0],"laboratory":[1],"systems":[2,50],"(RLS)":[3],"are":[4,51],"a":[5,65,112],"key":[6],"component":[7],"of":[8,151],"Education":[9],"4.0":[10],"technologies":[11,31],"that":[12,99,116],"span":[13],"flexibility,":[14],"accessibility,":[15],"and":[16,21,39,60,75,88,105,122,129,149],"experiential":[17],"learning.":[18],"Interoperability,":[19],"reliability,":[20],"user":[22],"experience":[23],"continue":[24],"to":[25,28,53,68],"be":[26],"targeted":[27],"position":[29],"the":[30,70,147],"with":[32],"more":[33],"robust":[34],"integration":[35],"between":[36],"software,":[37],"hardware,":[38],"networking":[40],"into":[41,119],"future":[42],"engineering":[43],"education.":[44],"For":[45],"remote":[46],"labs,":[47],"efficient":[48],"reservation":[49,71],"essential":[52],"ensure":[54],"smooth":[55],"resource":[56],"allocation,":[57],"low":[58],"costs,":[59],"maintained":[61],"compatibility.":[62],"We":[63,73],"propose":[64],"machine-learningbased":[66],"approach":[67],"optimize":[69],"process.":[72],"assess":[74],"compare":[76],"several":[77],"predictive":[78,103],"models":[79],"\u2014":[80,92],"Random":[81],"Forest,":[82],"Long":[83],"Short-Term":[84],"Memory":[85],"(LSTM)":[86],"networks,":[87],"Reinforcement":[89],"Learning":[90],"(RL)":[91],"against":[93],"an":[94],"XGBoost-based":[95],"framework.":[96],"Results":[97],"demonstrate":[98],"XGBoost":[100],"provides":[101],"superior":[102],"accuracy":[104],"computational":[106],"efficiency":[107],"for":[108,137],"scheduling":[109,127],"tasks,":[110],"using":[111],"threshold-based":[113],"decision":[114],"logic":[115],"categorizes":[117],"requests":[118],"approved,":[120],"moderate-risk,":[121],"rejected":[123],"states,":[124],"thereby":[125],"reducing":[126],"conflicts":[128],"equipment":[130],"idle":[131],"time.":[132],"An":[133],"integrated":[134],"feedback":[135],"loop":[136],"periodic":[138],"model":[139,143],"retraining":[140],"ensures":[141],"continuous":[142],"refinement,":[144],"further":[145],"increasing":[146],"reliability":[148],"scalability":[150],"RLS":[152],"in":[153],"challenging":[154],"academic":[155],"settings.":[156]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-07-04T00:00:00"}
