{"id":"https://openalex.org/W3128777341","doi":"https://doi.org/10.1109/icoin50884.2021.9333929","title":"Using Machine Learning for Task Distribution in Fog-Cloud Scenarios: A Deep Performance Analysis","display_name":"Using Machine Learning for Task Distribution in Fog-Cloud Scenarios: A Deep Performance Analysis","publication_year":2021,"publication_date":"2021-01-13","ids":{"openalex":"https://openalex.org/W3128777341","doi":"https://doi.org/10.1109/icoin50884.2021.9333929","mag":"3128777341"},"language":"en","primary_location":{"id":"doi:10.1109/icoin50884.2021.9333929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icoin50884.2021.9333929","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Information Networking (ICOIN)","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/A5079493136","display_name":"Mohammadreza Pourkiani","orcid":null},"institutions":[{"id":"https://openalex.org/I4665924","display_name":"University of Rostock","ror":"https://ror.org/03zdwsf69","country_code":"DE","type":"education","lineage":["https://openalex.org/I4665924"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Mohammadreza Pourkiani","raw_affiliation_strings":["Institute of Computer Science, University of Rostock, Rostock, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Rostock, Rostock, Germany","institution_ids":["https://openalex.org/I4665924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015827208","display_name":"Masoud Abedi","orcid":null},"institutions":[{"id":"https://openalex.org/I4665924","display_name":"University of Rostock","ror":"https://ror.org/03zdwsf69","country_code":"DE","type":"education","lineage":["https://openalex.org/I4665924"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Masoud Abedi","raw_affiliation_strings":["Institute of Computer Science, University of Rostock, Rostock, Germany","Thunen Institute of Baltic Sea Fisheries, Rostock, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Rostock, Rostock, Germany","institution_ids":["https://openalex.org/I4665924"]},{"raw_affiliation_string":"Thunen Institute of Baltic Sea Fisheries, Rostock, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5079493136"],"corresponding_institution_ids":["https://openalex.org/I4665924"],"apc_list":null,"apc_paid":null,"fwci":0.3056,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5650272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"445","last_page":"450"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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":0.9998000264167786,"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":0.996399998664856,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9789999723434448,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.8250123262405396},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8176133036613464},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.7182079553604126},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6099428534507751},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6013166904449463},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5753387212753296},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5649394392967224},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4824148416519165},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44500190019607544},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4412071704864502},{"id":"https://openalex.org/keywords/response-time","display_name":"Response time","score":0.4352363646030426},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.41547125577926636},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3859431743621826},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3506183326244354},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.26832741498947144},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1396150290966034},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10189798474311829}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8250123262405396},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8176133036613464},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.7182079553604126},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6099428534507751},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6013166904449463},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5753387212753296},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5649394392967224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4824148416519165},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44500190019607544},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4412071704864502},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.4352363646030426},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.41547125577926636},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3859431743621826},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3506183326244354},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.26832741498947144},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1396150290966034},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10189798474311829},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icoin50884.2021.9333929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icoin50884.2021.9333929","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Information Networking (ICOIN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2041724917","https://openalex.org/W2064256075","https://openalex.org/W2075557304","https://openalex.org/W2100365039","https://openalex.org/W2114623221","https://openalex.org/W2137463301","https://openalex.org/W2394115245","https://openalex.org/W2412353053","https://openalex.org/W2488544472","https://openalex.org/W2501948295","https://openalex.org/W2552388056","https://openalex.org/W2576765166","https://openalex.org/W2586459757","https://openalex.org/W2702883767","https://openalex.org/W2787773076","https://openalex.org/W2887479174","https://openalex.org/W2896075375","https://openalex.org/W2896469856","https://openalex.org/W2945730492","https://openalex.org/W2947930479","https://openalex.org/W2988015189","https://openalex.org/W2997114736","https://openalex.org/W2997404236","https://openalex.org/W3045266511","https://openalex.org/W3095147942","https://openalex.org/W3098536541","https://openalex.org/W4292928688","https://openalex.org/W4384822877","https://openalex.org/W6755109821"],"related_works":["https://openalex.org/W2092530219","https://openalex.org/W2388464034","https://openalex.org/W2533125852","https://openalex.org/W2140460949","https://openalex.org/W2105580438","https://openalex.org/W2057435755","https://openalex.org/W2018782216","https://openalex.org/W2949620858","https://openalex.org/W2070427278","https://openalex.org/W2099084456"],"abstract_inverted_index":{"For":[0],"efficient":[1],"utilization":[2],"of":[3,46,65,73,89,104,116],"Internet":[4,74],"bandwidth":[5,75],"and":[6,36,79,100],"reducing":[7],"the":[8,25,34,44,53,63,87,97,101,105,114],"response":[9,77],"time":[10],"for":[11,29],"delay-sensitive":[12],"applications,":[13],"we":[14,42,61],"propose":[15],"Machine":[16],"Learning":[17],"Based":[18],"Task":[19],"Distribution":[20],"(MLTD)":[21],"technique,":[22],"which":[23],"uses":[24],"Artificial":[26],"Neural":[27],"Networks":[28],"smart":[30],"task":[31],"distribution":[32],"between":[33],"fog":[35],"cloud":[37],"servers.":[38],"In":[39],"this":[40],"paper,":[41],"evaluate":[43],"efficiency":[45,115],"MLTD":[47,66,90],"in":[48,71,112],"different":[49],"conditions":[50],"to":[51],"detect":[52],"parameters":[54],"that":[55,86],"can":[56,91],"impact":[57],"its":[58],"performance.":[59],"Also,":[60],"compare":[62],"performance":[64,88],"with":[67],"other":[68,98],"similar":[69],"methods":[70],"terms":[72],"utilization,":[76],"time,":[78],"resource":[80],"utilization.":[81],"The":[82],"achieved":[83],"results":[84],"show":[85],"be":[92],"better":[93],"or":[94],"worse":[95],"than":[96],"methods,":[99],"training":[102],"procedure":[103],"neural":[106],"networks":[107],"plays":[108],"an":[109],"important":[110],"role":[111],"increasing":[113],"MLTD.":[117]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
