{"id":"https://openalex.org/W4411949915","doi":"https://doi.org/10.1109/iwcmc65282.2025.11059473","title":"Machine Learning assisted in-device tasks scheduling optimization in context of IoT ecosystems","display_name":"Machine Learning assisted in-device tasks scheduling optimization in context of IoT ecosystems","publication_year":2025,"publication_date":"2025-05-12","ids":{"openalex":"https://openalex.org/W4411949915","doi":"https://doi.org/10.1109/iwcmc65282.2025.11059473"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc65282.2025.11059473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc65282.2025.11059473","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-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/A5106399143","display_name":"Mikhail Tishin","orcid":null},"institutions":[{"id":"https://openalex.org/I17389662","display_name":"University of Nicosia","ror":"https://ror.org/04v18t651","country_code":"CY","type":"education","lineage":["https://openalex.org/I17389662"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Mikhail Tishin","raw_affiliation_strings":["University of Nicosia,Department of Computer Science,Nicosia,Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nicosia,Department of Computer Science,Nicosia,Cyprus","institution_ids":["https://openalex.org/I17389662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050729772","display_name":"Constandinos X. Mavromoustakis","orcid":"https://orcid.org/0000-0003-0333-8034"},"institutions":[{"id":"https://openalex.org/I17389662","display_name":"University of Nicosia","ror":"https://ror.org/04v18t651","country_code":"CY","type":"education","lineage":["https://openalex.org/I17389662"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Constandinos X. Mavromoustakis","raw_affiliation_strings":["University of Nicosia,Department of Computer Science,Nicosia,Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nicosia,Department of Computer Science,Nicosia,Cyprus","institution_ids":["https://openalex.org/I17389662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064274622","display_name":"Jordi Mongay Batalla","orcid":"https://orcid.org/0000-0002-1489-5138"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jordi Mongay Batalla","raw_affiliation_strings":["Warsaw University of Technology,Institute of Telecommunications,Warsaw,Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Warsaw University of Technology,Institute of Telecommunications,Warsaw,Poland","institution_ids":["https://openalex.org/I108403487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030161759","display_name":"George Mastorakis","orcid":"https://orcid.org/0000-0002-6733-5652"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Mastorakis","raw_affiliation_strings":["Hellenic Mediterranean University,Department of Management Science and Technology,Crete,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hellenic Mediterranean University,Department of Management Science and Technology,Crete,Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009055115","display_name":"Evangelos Markakis","orcid":"https://orcid.org/0000-0003-0959-598X"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelos Markakis","raw_affiliation_strings":["Hellenic Mediterranean University,Department of Electrical and Computer Engineering,Crete,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hellenic Mediterranean University,Department of Electrical and Computer Engineering,Crete,Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082338943","display_name":"Athina Bourdena","orcid":"https://orcid.org/0000-0002-1081-2868"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athina Bourdena","raw_affiliation_strings":["Hellenic Mediterranean University,Department of Business Administration and Tourism,Crete,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hellenic Mediterranean University,Department of Business Administration and Tourism,Crete,Greece","institution_ids":["https://openalex.org/I28710699"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9042,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.75213205,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"418","last_page":"423"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.7700999975204468,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.7700999975204468,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7556999921798706,"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/T10763","display_name":"Digital Transformation in Industry","score":0.717199981212616,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7873669862747192},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6482386589050293},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5919840335845947},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4803948998451233},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.42218726873397827},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.40394914150238037},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40308260917663574},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3219548761844635},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.26233699917793274},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10857945680618286},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.0897844135761261},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.06461039185523987}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7873669862747192},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6482386589050293},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5919840335845947},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4803948998451233},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.42218726873397827},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.40394914150238037},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40308260917663574},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3219548761844635},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.26233699917793274},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10857945680618286},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0897844135761261},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.06461039185523987},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwcmc65282.2025.11059473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc65282.2025.11059473","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2948175577","https://openalex.org/W3131259913","https://openalex.org/W3133006985","https://openalex.org/W4384788152","https://openalex.org/W4391454462","https://openalex.org/W4394938887","https://openalex.org/W4400276476","https://openalex.org/W4402508452"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4410295802","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660"],"abstract_inverted_index":{"Modern":[0],"IoT":[1],"and":[2,7,21,63,179],"Fog":[3],"environments":[4],"are":[5,70],"complex":[6],"diverse":[8],"ecosystems":[9],"that":[10,41],"consist":[11],"of":[12,16,74,114,132,161,168,185],"numerous":[13],"devices.":[14],"Some":[15],"these":[17],"devices":[18,27,89,150],"can":[19],"receive":[20],"process":[22],"offloaded":[23,47,68,96,115,157,186],"tasks.":[24,48,158,187],"For":[25],"such":[26,56],"to":[28,90,106,110,121,139,148],"operate":[29],"at":[30],"the":[31,128,169,180],"highest":[32],"capacity":[33],"levels,":[34],"there":[35],"is":[36,52,164],"a":[37,72,84,92,122],"need":[38],"for":[39,94,156],"mechanisms":[40],"could":[42],"optimize":[43,111],"their":[44,100],"performance":[45],"with":[46],"That":[49],"includes,":[50],"but":[51],"not":[53,71,81],"limited":[54],"to,":[55],"aspects":[57],"as":[58],"resource":[59],"management,":[60],"workload":[61],"balancing":[62],"scheduling.":[64],"Unlike":[65],"local":[66],"tasks,":[67,116],"ones":[69],"part":[73],"device\u2019s":[75,85,123],"environment.":[76],"Therefore,":[77],"processing":[78],"them":[79],"should":[80],"irreparably":[82],"disrupt":[83],"functionality.":[86],"This":[87],"requires":[88],"have":[91],"mechanism":[93],"managing":[95],"tasks":[97],"differently":[98],"from":[99],"local.":[101],"The":[102,136,159],"current":[103],"work":[104,137,163],"attempts":[105],"research":[107],"possible":[108],"ways":[109],"in-device":[112,175],"execution":[113,182],"while":[117],"reducing":[118],"detrimental":[119],"effects":[120],"state.":[124],"To":[125],"achieve":[126],"that,":[127],"solution":[129],"involves":[130],"application":[131,177],"Reinforcement":[133],"Learning":[134],"techniques.":[135],"proposes":[138],"utilize":[140],"Deep":[141],"Deterministic":[142],"Policy":[143],"Gradient":[144],"(DDPG)":[145],"Actor/Critic":[146],"method,":[147],"allow":[149],"continuously":[151],"learn":[152],"optimal":[153],"scheduling":[154],"strategies":[155],"contribution":[160],"this":[162],"in":[165],"its":[166],"exploration":[167],"impact":[170],"machine":[171],"learning":[172],"makes":[173],"on":[174],"scheduling,":[176],"feasibility":[178],"overall":[181],"time":[183],"optimization":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}