{"id":"https://openalex.org/W7204800407","doi":"https://doi.org/10.1109/insect68872.2026.11663679","title":"Deep Reinforcement Learning-Based Task Offloading in 5G-Enabled Multi-Access Edge Computing","display_name":"Deep Reinforcement Learning-Based Task Offloading in 5G-Enabled Multi-Access Edge Computing","publication_year":2026,"publication_date":"2026-05-01","ids":{"openalex":"https://openalex.org/W7204800407","doi":"https://doi.org/10.1109/insect68872.2026.11663679"},"language":"en","primary_location":{"id":"doi:10.1109/insect68872.2026.11663679","doi":"https://doi.org/10.1109/insect68872.2026.11663679","is_oa":true,"landing_page_url":"https://doi.org/10.1109/insect68872.2026.11663679","pdf_url":null,"source":{"id":"https://openalex.org/S7407096306","display_name":"International Conference on Intelligent and Sustainable Electronics & Computing Technologies (INSECT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Intelligent and Sustainable Electronics &amp; Computing Technologies (INSECT)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/insect68872.2026.11663679","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116553540","display_name":"Manoj Pandekamat","orcid":"https://orcid.org/0009-0004-1728-7324","observed_orcids":["https://orcid.org/0009-0004-1728-7324"]},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manoj Madhav Pandekamat","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University","institution_ids":["https://openalex.org/I3132975163"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062538296","display_name":"D. G. Narayan","orcid":"https://orcid.org/0000-0002-2843-8931","observed_orcids":["https://orcid.org/0000-0002-2843-8931"]},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Narayan D G","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University","institution_ids":["https://openalex.org/I3132975163"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148768581","display_name":"Sadaf Savanur","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sadaf Savanur","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University","institution_ids":["https://openalex.org/I3132975163"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148768453","display_name":"P S Hiremath","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P S Hiremath","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University","institution_ids":["https://openalex.org/I3132975163"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075682499","display_name":"Amit V Kachavimath","orcid":"https://orcid.org/0000-0002-8917-8678","observed_orcids":["https://orcid.org/0000-0002-8917-8678"]},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Kachavimath","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University","institution_ids":["https://openalex.org/I3132975163"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3132975163"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"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":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":1.0,"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/T14098","display_name":"Energy Efficiency in Computing","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/task-offloading","display_name":"task offloading","score":0.9990000128746033},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"mobile edge computing","score":0.8659999966621399},{"id":"https://openalex.org/keywords/5g","display_name":"5G","score":0.9710000157356262},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.7860000133514404},{"id":"https://openalex.org/keywords/deep-q-network","display_name":"deep Q-network","score":0.9190000295639038},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.9860000014305115},{"id":"https://openalex.org/keywords/edge-cloud-computing","display_name":"edge-cloud computing","score":0.7369999885559082},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.9929999709129333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6759999990463257},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5924000144004822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4244999885559082},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3781000077724457},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.33219999074935913},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3037000000476837},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2768000066280365},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2766000032424927},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.26350000500679016},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2615000009536743},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.2540999948978424},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/insect68872.2026.11663679","doi":"https://doi.org/10.1109/insect68872.2026.11663679","is_oa":true,"landing_page_url":"https://doi.org/10.1109/insect68872.2026.11663679","pdf_url":null,"source":{"id":"https://openalex.org/S7407096306","display_name":"International Conference on Intelligent and Sustainable Electronics & Computing Technologies (INSECT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Intelligent and Sustainable Electronics &amp; Computing Technologies (INSECT)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/insect68872.2026.11663679","doi":"https://doi.org/10.1109/insect68872.2026.11663679","is_oa":true,"landing_page_url":"https://doi.org/10.1109/insect68872.2026.11663679","pdf_url":null,"source":{"id":"https://openalex.org/S7407096306","display_name":"International Conference on Intelligent and Sustainable Electronics & Computing Technologies (INSECT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Intelligent and Sustainable Electronics &amp; Computing Technologies (INSECT)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":1.0,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2808381205","https://openalex.org/W2898155611","https://openalex.org/W2959276766","https://openalex.org/W3024155406","https://openalex.org/W3092311181","https://openalex.org/W3120265095","https://openalex.org/W3168768468","https://openalex.org/W3174997142","https://openalex.org/W4290996640","https://openalex.org/W4292862198","https://openalex.org/W4308441075","https://openalex.org/W4372194388","https://openalex.org/W4385626995","https://openalex.org/W4393002679","https://openalex.org/W4401943776","https://openalex.org/W4401971185","https://openalex.org/W4410228957"],"related_works":["https://openalex.org/W7165498714","https://openalex.org/W3182617525","https://openalex.org/W3111983280","https://openalex.org/W4312454980","https://openalex.org/W4292773529","https://openalex.org/W4281623810","https://openalex.org/W7167454853","https://openalex.org/W7167456197","https://openalex.org/W7220901613","https://openalex.org/W7125260541"],"abstract_inverted_index":{"The":[0,66],"5G":[1,158],"technology":[2],"offers":[3],"capabilities":[4],"such":[5,20],"as":[6,21],"ultralow":[7],"latency,":[8],"high":[9],"data":[10,30],"rates,":[11],"and":[12,29,43,63,76,102,154],"reliable":[13],"communication.":[14],"This":[15,105],"allows":[16],"for":[17,56,111],"advanced":[18],"technologies":[19],"smart":[22],"healthcare":[23],"services,":[24],"IoT":[25],"devices,":[26],"autonomous":[27],"vehicles,":[28],"processing.":[31],"However,":[32],"extensive":[33],"dependency":[34],"on":[35,95,133],"centralized":[36],"cloud":[37,64],"computing":[38,62],"causes":[39],"additional":[40],"end-to-end":[41],"delays":[42],"congestion.":[44],"To":[45],"address":[46],"this":[47,49],"issue,":[48],"study":[50],"proposes":[51],"implementing":[52],"an":[53],"intelligent":[54],"mechanism":[55],"offloading":[57,136],"tasks,":[58],"considering":[59],"5G-enabled":[60],"edge":[61,92,100],"computing.":[65],"framework":[67],"employs":[68],"a":[69],"reinforcement":[70],"learning":[71],"approach,":[72],"specifically":[73],"Q-learning":[74],"algorithm":[75],"Deep":[77],"Q-Network":[78],"(DQN)":[79],"to":[80,90,129],"determine":[81],"whether":[82],"tasks":[83],"should":[84],"be":[85],"handled":[86],"locally":[87],"or":[88],"offloaded":[89],"the":[91,99,112,123,131,138],"layer":[93],"depending":[94],"real-time":[96],"state":[97],"of":[98,114,137],"devices":[101],"network":[103,144],"conditions.":[104],"decision-making":[106],"strategy":[107],"is":[108],"quite":[109],"effective":[110],"minimization":[113],"processing":[115,125],"latency":[116,152],"with":[117],"much":[118],"lower":[119],"energy":[120,155],"requirements":[121],"than":[122],"on-device":[124],"approach.":[126],"In":[127],"addition":[128],"this,":[130],"focus":[132],"preventing":[134],"unnecessary":[135],"task":[139],"results":[140,147],"in":[141,151,157],"improved":[142],"overall":[143],"performance.":[145],"Experimental":[146],"demonstrate":[148],"notable":[149],"improvements":[150],"reduction":[153],"efficiency":[156],"edge-cloud":[159],"networks.":[160]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-09-01T00:00:00"}
