{"id":"https://openalex.org/W4407635394","doi":"https://doi.org/10.30998/semnasristek.v9i1.7948","title":"Meningkatkan Kinerja IoT dengan Reinforcement Learning: Integrasi Data Science dan GenAI untuk Industri 5.0","display_name":"Meningkatkan Kinerja IoT dengan Reinforcement Learning: Integrasi Data Science dan GenAI untuk Industri 5.0","publication_year":2025,"publication_date":"2025-01-23","ids":{"openalex":"https://openalex.org/W4407635394","doi":"https://doi.org/10.30998/semnasristek.v9i1.7948"},"language":"id","primary_location":{"id":"doi:10.30998/semnasristek.v9i1.7948","doi":"https://doi.org/10.30998/semnasristek.v9i1.7948","is_oa":true,"landing_page_url":"https://doi.org/10.30998/semnasristek.v9i1.7948","pdf_url":"https://proceeding.unindra.ac.id/index.php/semnasristek/article/download/7948/2899","source":{"id":"https://openalex.org/S4210223725","display_name":"Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi)","issn_l":"2527-5321","issn":["2527-5321","2527-5941"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315078","host_organization_name":"Indraprasta PGRI University","host_organization_lineage":["https://openalex.org/P4310315078"],"host_organization_lineage_names":["Indraprasta PGRI University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://proceeding.unindra.ac.id/index.php/semnasristek/article/download/7948/2899","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019069212","display_name":"Triyugo Winarko","orcid":"https://orcid.org/0000-0002-5593-0825","observed_orcids":["https://orcid.org/0000-0002-5593-0825"]},"institutions":[{"id":"https://openalex.org/I4402554153","display_name":"Universitas Mitra Indonesia","ror":"https://ror.org/02a1v0072","country_code":"ID","type":"education","lineage":["https://openalex.org/I4402554153"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Triyugo Winarko","raw_affiliation_strings":["Universitas Mitra Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Mitra Indonesia","institution_ids":["https://openalex.org/I4402554153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053487655","display_name":"Fatimah Fahurian","orcid":"https://orcid.org/0000-0001-8387-1562","observed_orcids":["https://orcid.org/0000-0001-8387-1562"]},"institutions":[{"id":"https://openalex.org/I4402554153","display_name":"Universitas Mitra Indonesia","ror":"https://ror.org/02a1v0072","country_code":"ID","type":"education","lineage":["https://openalex.org/I4402554153"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Fatimah Fahurian","raw_affiliation_strings":["Universitas Mitra Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Mitra Indonesia","institution_ids":["https://openalex.org/I4402554153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021807461","display_name":"Hilda Dwi Yunita","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4402554153","display_name":"Universitas Mitra Indonesia","ror":"https://ror.org/02a1v0072","country_code":"ID","type":"education","lineage":["https://openalex.org/I4402554153"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hilda Dwi Yunita","raw_affiliation_strings":["Universitas Mitra Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Mitra Indonesia","institution_ids":["https://openalex.org/I4402554153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061674706","display_name":"M. Budi Hartanto","orcid":"https://orcid.org/0000-0002-5106-9310","observed_orcids":["https://orcid.org/0000-0002-5106-9310"]},"institutions":[{"id":"https://openalex.org/I4402554153","display_name":"Universitas Mitra Indonesia","ror":"https://ror.org/02a1v0072","country_code":"ID","type":"education","lineage":["https://openalex.org/I4402554153"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"M Budi Hartanto","raw_affiliation_strings":["Universitas Mitra Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Mitra Indonesia","institution_ids":["https://openalex.org/I4402554153"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4402554153"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"1","first_page":"412","last_page":"418"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13038","display_name":"Internet of Things and AI","score":0.9262999892234802,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13038","display_name":"Internet of Things and AI","score":0.9262999892234802,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.019300000742077827,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.013399999588727951,"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/internet-of-things","display_name":"Internet of Things","score":0.9879999756813049},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.9919999837875366},{"id":"https://openalex.org/keywords/generative-ai","display_name":"generative AI","score":0.9259999990463257},{"id":"https://openalex.org/keywords/data-science","display_name":"data science","score":0.7149999737739563},{"id":"https://openalex.org/keywords/industry-5-0","display_name":"Industry 5.0","score":0.949999988079071},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.6650000214576721},{"id":"https://openalex.org/keywords/latency-reduction","display_name":"latency reduction","score":0.9070000052452087},{"id":"https://openalex.org/keywords/predictive-modeling","display_name":"predictive modeling","score":0.8140000104904175},{"id":"https://openalex.org/keywords/large-data-analysis","display_name":"large data analysis","score":0.6060000061988831}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.593553364276886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5853296518325806},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.44177180528640747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27518147230148315},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12257078289985657}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.30998/semnasristek.v9i1.7948","doi":"https://doi.org/10.30998/semnasristek.v9i1.7948","is_oa":true,"landing_page_url":"https://doi.org/10.30998/semnasristek.v9i1.7948","pdf_url":"https://proceeding.unindra.ac.id/index.php/semnasristek/article/download/7948/2899","source":{"id":"https://openalex.org/S4210223725","display_name":"Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi)","issn_l":"2527-5321","issn":["2527-5321","2527-5941"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315078","host_organization_name":"Indraprasta PGRI University","host_organization_lineage":["https://openalex.org/P4310315078"],"host_organization_lineage_names":["Indraprasta PGRI University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.30998/semnasristek.v9i1.7948","doi":"https://doi.org/10.30998/semnasristek.v9i1.7948","is_oa":true,"landing_page_url":"https://doi.org/10.30998/semnasristek.v9i1.7948","pdf_url":"https://proceeding.unindra.ac.id/index.php/semnasristek/article/download/7948/2899","source":{"id":"https://openalex.org/S4210223725","display_name":"Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi)","issn_l":"2527-5321","issn":["2527-5321","2527-5941"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315078","host_organization_name":"Indraprasta PGRI University","host_organization_lineage":["https://openalex.org/P4310315078"],"host_organization_lineage_names":["Indraprasta PGRI University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi)","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407635394.pdf","grobid_xml":"https://content.openalex.org/works/W4407635394.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W3135028703"],"related_works":["https://openalex.org/W4402916627","https://openalex.org/W7163736912","https://openalex.org/W4396790104","https://openalex.org/W4407364926","https://openalex.org/W4406658266","https://openalex.org/W7170066905","https://openalex.org/W7115698896","https://openalex.org/W4413830359","https://openalex.org/W4411306424","https://openalex.org/W4411483055"],"abstract_inverted_index":{"Perkembangan":[0],"Internet":[1],"of":[2],"Things":[3],"(IoT)":[4],"dalam":[5,57,68,78,141],"era":[6,151],"Industri":[7],"5.0":[8],"memerlukan":[9],"pendekatan":[10,63],"yang":[11,22,29,66,74,129,157],"lebih":[12,130,162],"cerdas":[13],"dan":[14,34,53,90,115,124,132,155],"adaptif":[15],"untuk":[16,40,47,86,92,146,160],"meningkatkan":[17,58,106],"kinerjanya.":[18],"Salah":[19],"satu":[20],"metode":[21],"dapat":[23,105],"digunakan":[24,67],"adalah":[25,71],"Reinforcement":[26],"Learning":[27],"(RL),":[28],"memungkinkan":[30,126],"perangkat":[31],"IoT":[32,61,104],"belajar":[33],"beradaptasi":[35],"dengan":[36,109,153],"lingkungan":[37],"secara":[38],"mandiri":[39],"mencapai":[41],"tujuan":[42],"tertentu.":[43],"Penelitian":[44,137],"ini":[45,70,138],"bertujuan":[46],"mengkaji":[48],"integrasi":[49,121],"antara":[50],"Data":[51,84,122],"Science":[52,85,123],"Generative":[54],"AI":[55],"(GenAI)":[56],"kinerja":[59],"sistem":[60,103],"melalui":[62],"RL.":[64],"Metode":[65],"penelitian":[69,97],"studi":[72],"literatur":[73],"mengidentifikasi":[75],"penerapan":[76,100],"RL":[77,101],"berbagai":[79],"kasus":[80],"IoT,":[81],"serta":[82],"pemanfaatan":[83],"analisis":[87],"data":[88],"besar":[89],"GenAI":[91,125],"pengembangan":[93],"model":[94,128],"prediktif.":[95],"Hasil":[96],"menunjukkan":[98],"bahwa":[99],"pada":[102],"efisiensi":[107],"operasional":[108],"meminimalkan":[110],"latensi,":[111],"optimasi":[112],"penggunaan":[113],"energi,":[114],"peningkatan":[116],"interaksi":[117],"perangkat.":[118],"Selain":[119],"itu,":[120],"pembuatan":[127],"akurat":[131],"responsif":[133],"terhadap":[134],"perubahan":[135],"kondisi.":[136],"memberikan":[139],"kontribusi":[140],"memahami":[142],"potensi":[143],"teknologi":[144],"canggih":[145],"memajukan":[147],"sektor":[148],"industri":[149],"menuju":[150],"5.0,":[152],"tantangan":[154],"peluang":[156],"perlu":[158],"diperhatikan":[159],"implementasi":[161],"lanjut.":[163]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-02-18T00:00:00"}