{"id":"https://openalex.org/W4293660627","doi":"https://doi.org/10.1155/2022/2131699","title":"Mayfly Taylor Optimisation-Based Scheduling Algorithm with Deep Reinforcement Learning for Dynamic Scheduling in Fog-Cloud Computing","display_name":"Mayfly Taylor Optimisation-Based Scheduling Algorithm with Deep Reinforcement Learning for Dynamic Scheduling in Fog-Cloud Computing","publication_year":2022,"publication_date":"2022-08-28","ids":{"openalex":"https://openalex.org/W4293660627","doi":"https://doi.org/10.1155/2022/2131699"},"language":"en","primary_location":{"id":"doi:10.1155/2022/2131699","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/2131699","pdf_url":"https://downloads.hindawi.com/journals/acisc/2022/2131699.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/acisc/2022/2131699.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003530532","display_name":"G. Shruthi","orcid":null},"institutions":[{"id":"https://openalex.org/I83737708","display_name":"REVA University","ror":"https://ror.org/03gtcxd54","country_code":"IN","type":"education","lineage":["https://openalex.org/I83737708"]},{"id":"https://openalex.org/I302410947","display_name":"M S Ramaiah University of Applied Sciences","ror":"https://ror.org/02anh8x74","country_code":"IN","type":"education","lineage":["https://openalex.org/I302410947"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"G. Shruthi","raw_affiliation_strings":["M S Ramaiah Institute of Technology, VTU, Bengaluru 560054, India","School of CSE, REVA University, Bengaluru 560064, India"],"affiliations":[{"raw_affiliation_string":"M S Ramaiah Institute of Technology, VTU, Bengaluru 560054, India","institution_ids":["https://openalex.org/I302410947"]},{"raw_affiliation_string":"School of CSE, REVA University, Bengaluru 560064, India","institution_ids":["https://openalex.org/I83737708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004376448","display_name":"Monica R. Mundada","orcid":"https://orcid.org/0000-0001-7262-8997"},"institutions":[{"id":"https://openalex.org/I302410947","display_name":"M S Ramaiah University of Applied Sciences","ror":"https://ror.org/02anh8x74","country_code":"IN","type":"education","lineage":["https://openalex.org/I302410947"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Monica R. Mundada","raw_affiliation_strings":["Department of Computer Science and Engineering, M S Ramaiah Institute of Technology, Bengaluru 560054, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, M S Ramaiah Institute of Technology, Bengaluru 560054, India","institution_ids":["https://openalex.org/I302410947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110678175","display_name":"B. J. Sowmya","orcid":null},"institutions":[{"id":"https://openalex.org/I302410947","display_name":"M S Ramaiah University of Applied Sciences","ror":"https://ror.org/02anh8x74","country_code":"IN","type":"education","lineage":["https://openalex.org/I302410947"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. J. Sowmya","raw_affiliation_strings":["Department of Computer Science and Engineering, M S Ramaiah Institute of Technology, Bengaluru 560054, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, M S Ramaiah Institute of Technology, Bengaluru 560054, India","institution_ids":["https://openalex.org/I302410947"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045750868","display_name":"S Supreeth","orcid":"https://orcid.org/0000-0002-7097-6733"},"institutions":[{"id":"https://openalex.org/I83737708","display_name":"REVA University","ror":"https://ror.org/03gtcxd54","country_code":"IN","type":"education","lineage":["https://openalex.org/I83737708"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S. Supreeth","raw_affiliation_strings":["School of CSE, REVA University, Bengaluru 560064, India"],"affiliations":[{"raw_affiliation_string":"School of CSE, REVA University, Bengaluru 560064, India","institution_ids":["https://openalex.org/I83737708"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5045750868"],"corresponding_institution_ids":["https://openalex.org/I83737708"],"apc_list":{"value":900,"currency":"USD","value_usd":900},"apc_paid":{"value":900,"currency":"USD","value_usd":900},"fwci":4.1444,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.94308058,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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":0.9998999834060669,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9959999918937683,"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/T13553","display_name":"Age of Information Optimization","score":0.9923999905586243,"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/computer-science","display_name":"Computer science","score":0.874345600605011},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8077898621559143},{"id":"https://openalex.org/keywords/fog-computing","display_name":"Fog computing","score":0.7439630031585693},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.665189266204834},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6628382205963135},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5861622095108032},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.49586495757102966},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.42341914772987366},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25558364391326904},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19118091464042664},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10177692770957947},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.09028422832489014}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.874345600605011},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8077898621559143},{"id":"https://openalex.org/C2986652147","wikidata":"https://www.wikidata.org/wiki/Q21809931","display_name":"Fog computing","level":3,"score":0.7439630031585693},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.665189266204834},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6628382205963135},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5861622095108032},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.49586495757102966},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.42341914772987366},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25558364391326904},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19118091464042664},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10177692770957947},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.09028422832489014},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2022/2131699","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/2131699","pdf_url":"https://downloads.hindawi.com/journals/acisc/2022/2131699.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0d26fff5b1b74f77acb73e85d17c1736","is_oa":true,"landing_page_url":"https://doaj.org/article/0d26fff5b1b74f77acb73e85d17c1736","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Computational Intelligence and Soft Computing, Vol 2022 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2022/2131699","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/2131699","pdf_url":"https://downloads.hindawi.com/journals/acisc/2022/2131699.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293660627.pdf","grobid_xml":"https://content.openalex.org/works/W4293660627.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W2025397485","https://openalex.org/W2146775314","https://openalex.org/W2150412733","https://openalex.org/W2317386139","https://openalex.org/W2494597731","https://openalex.org/W2582170906","https://openalex.org/W2777781531","https://openalex.org/W2782955024","https://openalex.org/W2788804197","https://openalex.org/W2810048489","https://openalex.org/W2901186584","https://openalex.org/W2929242575","https://openalex.org/W2962969396","https://openalex.org/W2988015189","https://openalex.org/W3000424545","https://openalex.org/W3029517552","https://openalex.org/W3034391689","https://openalex.org/W3042576742","https://openalex.org/W3049046697","https://openalex.org/W3059506646","https://openalex.org/W3094104136","https://openalex.org/W3122696867","https://openalex.org/W3122928677","https://openalex.org/W3132076143","https://openalex.org/W3159716243","https://openalex.org/W3164050711","https://openalex.org/W3172661776","https://openalex.org/W3184364851","https://openalex.org/W3212538796","https://openalex.org/W4220778200","https://openalex.org/W4223447561","https://openalex.org/W4229054439","https://openalex.org/W4283722739","https://openalex.org/W4285037533","https://openalex.org/W4286481957","https://openalex.org/W4287719938","https://openalex.org/W4301057484"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W3168503999","https://openalex.org/W3106789060","https://openalex.org/W2942586735","https://openalex.org/W4293054626","https://openalex.org/W3128533669","https://openalex.org/W2745755793","https://openalex.org/W2799307695","https://openalex.org/W4214499119","https://openalex.org/W2894001169"],"abstract_inverted_index":{"Fog":[0],"computing":[1,29,97,148,175],"domain":[2],"plays":[3],"a":[4,31,119],"prominent":[5],"role":[6],"in":[7,36,64,70,78,115,136,145,155,172],"supporting":[8],"time-delicate":[9],"applications,":[10],"which":[11,99],"are":[12,81],"associated":[13],"with":[14,186],"smart":[15,22,25],"Internet":[16],"of":[17,45,52,87,95,112,123,196],"Things":[18],"(IoT)":[19],"services,":[20],"like":[21],"healthcare":[23],"and":[24,48,61,73,106,133,193,199],"city.":[26],"However,":[27],"cloud":[28,107],"is":[30,50,118,140,167],"capable":[32],"standard":[33],"for":[34,55,103,169],"IoT":[35],"data":[37],"processing":[38],"owing":[39],"to":[40,92,151],"the":[41,46,93,141,146,152,173],"high":[42],"latency":[43],"restriction":[44],"cloud,":[47],"it":[49],"incapable":[51],"satisfying":[53],"needs":[54],"time-sensitive":[56],"applications.":[57],"The":[58,84,109,138,177],"resource":[59,124,131],"provisioning":[60],"allocation":[62],"process":[63],"fog-cloud":[65,174],"structure":[66,149],"considers":[67],"dynamic":[68,153,170],"alternations":[69],"user":[71,156],"necessities,":[72],"also":[74],"restricted":[75],"access":[76],"resources":[77],"fog":[79,96,116,147],"devices":[80],"more":[82],"challenging.":[83],"global":[85],"adoption":[86],"IoT-driven":[88],"applications":[89],"has":[90],"led":[91],"rise":[94],"structure,":[98],"permits":[100],"perfect":[101],"connection":[102],"mobile":[104],"edge":[105],"resources.":[108],"effectual":[110],"scheduling":[111,171],"application":[113],"tasks":[114],"environments":[117],"challenging":[120],"task":[121],"because":[122],"heterogeneity,":[125],"stochastic":[126],"behaviours,":[127],"network":[128],"hierarchy,":[129],"controlled":[130],"abilities,":[132],"mobility":[134],"elements":[135],"IoT.":[137],"deadline":[139],"most":[142],"significant":[143],"challenge":[144],"due":[150],"variations":[154],"requirement":[157],"parameters.":[158],"In":[159],"this":[160],"paper,":[161],"Mayfly":[162],"Taylor":[163],"Optimisation":[164],"Algorithm":[165],"(MTOA)":[166],"developed":[168,178],"model.":[176],"MTOA-based":[179],"Deep":[180],"Q-Network":[181],"(DQN)":[182],"showed":[183],"better":[184],"performance":[185],"energy":[187],"consumption,":[188],"service":[189],"level":[190],"agreement":[191],"(SLA),":[192],"computation":[194],"cost":[195],"0.0162,":[197],"0.0114,":[198],"0.0855,":[200],"respectively.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":3}],"updated_date":"2026-03-01T08:55:55.761014","created_date":"2025-10-10T00:00:00"}
