{"id":"https://openalex.org/W4399951357","doi":"https://doi.org/10.1109/iotm.001.2300285","title":"Efficient Transformer-Based Hyper-Parameter Optimization for Resource-Constrained IoT Environments","display_name":"Efficient Transformer-Based Hyper-Parameter Optimization for Resource-Constrained IoT Environments","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4399951357","doi":"https://doi.org/10.1109/iotm.001.2300285"},"language":"en","primary_location":{"id":"doi:10.1109/iotm.001.2300285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotm.001.2300285","pdf_url":null,"source":{"id":"https://openalex.org/S4210201254","display_name":"IEEE Internet of Things Magazine","issn_l":"2576-3180","issn":["2576-3180","2576-3199"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Magazine","raw_type":"journal-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/A5036132710","display_name":"Ibrahim Shaer","orcid":"https://orcid.org/0000-0002-2723-4662"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ibrahim Shaer","raw_affiliation_strings":["University of Western Ontario,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Western Ontario,Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078998486","display_name":"Soodeh Nikan","orcid":"https://orcid.org/0000-0001-8223-1571"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Soodeh Nikan","raw_affiliation_strings":["University of Western Ontario,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Western Ontario,Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041270670","display_name":"Abdallah Shami","orcid":"https://orcid.org/0000-0003-2887-0350"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abdallah Shami","raw_affiliation_strings":["University of Western Ontario,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Western Ontario,Canada","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I125749732"],"apc_list":null,"apc_paid":null,"fwci":1.4756,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.8408371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"7","issue":"6","first_page":"102","last_page":"108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9182000160217285,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9182000160217285,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/computer-science","display_name":"Computer science","score":0.57283616065979},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5575879216194153},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4866379201412201},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.408367782831192},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3618850111961365},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.21872806549072266},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.20403942465782166},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17632338404655457},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17602071166038513},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.09008210897445679}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.57283616065979},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5575879216194153},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4866379201412201},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.408367782831192},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3618850111961365},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.21872806549072266},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.20403942465782166},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17632338404655457},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17602071166038513},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.09008210897445679}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iotm.001.2300285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotm.001.2300285","pdf_url":null,"source":{"id":"https://openalex.org/S4210201254","display_name":"IEEE Internet of Things Magazine","issn_l":"2576-3180","issn":["2576-3180","2576-3199"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2892156163","https://openalex.org/W2904246096","https://openalex.org/W2946547492","https://openalex.org/W2963918968","https://openalex.org/W3045004532","https://openalex.org/W3159217042","https://openalex.org/W4200073570","https://openalex.org/W4377707878","https://openalex.org/W4380303559","https://openalex.org/W4385245566","https://openalex.org/W6684921986","https://openalex.org/W6729956949","https://openalex.org/W6729972426","https://openalex.org/W6753321367"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W2358668433","https://openalex.org/W4200598720"],"abstract_inverted_index":{"The":[0,15,102,130],"hyper-parameter":[1],"optimization":[2],"(HPO)":[3],"process":[4,17],"is":[5,20],"imperative":[6],"for":[7,126,139,153],"finding":[8],"the":[9,87,108,117,122,127,133,136],"best-performing":[10],"Convolutional":[11],"Neural":[12],"Networks":[13],"(CNNs).":[14],"automation":[16],"of":[18,30,39,76,111,124,132],"HPO":[19,128,156],"characterized":[21],"by":[22,50,83,114],"its":[23,28],"sizable":[24],"computational":[25],"footprint":[26],"and":[27,59,73,90],"lack":[29],"transparency;":[31],"both":[32],"important":[33],"factors":[34],"in":[35,158],"a":[36,52],"resource-constrained":[37,159],"Internet":[38],"Things":[40],"(IoT)":[41],"environment.":[42],"In":[43],"this":[44],"article,":[45],"we":[46],"address":[47],"these":[48,112],"problems":[49],"proposing":[51],"novel":[53],"approach":[54],"that":[55,70,96,105],"combines":[56],"transformer":[57],"architecture":[58],"actor-critic":[60],"Reinforcement":[61],"Learning":[62],"(RL)":[63],"model,":[64],"TRL-HPO,":[65],"equipped":[66],"with":[67,93],"multi-headed":[68],"attention":[69],"enables":[71],"parallelization":[72],"progressive":[74],"generation":[75],"layers.":[77,147],"These":[78],"assumptions":[79],"are":[80],"founded":[81],"empirically":[82],"evaluating":[84],"TRL-HPO":[85,106,125],"on":[86],"MNIST":[88],"dataset":[89],"comparing":[91],"it":[92],"state-of-the-art":[94],"approaches":[95,113],"build":[97],"CNN":[98],"models":[99],"from":[100],"scratch.":[101],"results":[103,110,134],"show":[104],"outperforms":[107],"classification":[109],"6.8%":[115],"within":[116],"same":[118],"time":[119],"frame,":[120],"demonstrating":[121],"efficiency":[123],"process.":[129],"analysis":[131],"identifies":[135,150],"main":[137],"culprit":[138],"performance":[140],"degradation":[141],"attributed":[142],"to":[143],"stacking":[144],"fully":[145],"connected":[146],"This":[148],"article":[149],"new":[151],"avenues":[152],"improving":[154],"RL-based":[155],"processes":[157],"environments.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
