{"id":"https://openalex.org/W3095147942","doi":"https://doi.org/10.23919/softcom50211.2020.9238309","title":"Machine Learning Based Task Distribution in Heterogeneous Fog-Cloud Environments","display_name":"Machine Learning Based Task Distribution in Heterogeneous Fog-Cloud Environments","publication_year":2020,"publication_date":"2020-09-17","ids":{"openalex":"https://openalex.org/W3095147942","doi":"https://doi.org/10.23919/softcom50211.2020.9238309","mag":"3095147942"},"language":"en","primary_location":{"id":"doi:10.23919/softcom50211.2020.9238309","is_oa":false,"landing_page_url":"https://doi.org/10.23919/softcom50211.2020.9238309","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","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","Th\u00fcnen 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":"Th\u00fcnen 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":0.1542,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.53299987,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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":0.9955000281333923,"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/T12079","display_name":"IoT Networks and Protocols","score":0.9890999794006348,"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/testbed","display_name":"Testbed","score":0.8552112579345703},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8500655293464661},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8242765069007874},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.7924189567565918},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6031274199485779},{"id":"https://openalex.org/keywords/response-time","display_name":"Response time","score":0.5334437489509583},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5226445198059082},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.507295548915863},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5055594444274902},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5003347396850586},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4103337228298187},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3743700087070465},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3525850772857666},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.29728463292121887},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.17182588577270508}],"concepts":[{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.8552112579345703},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8500655293464661},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8242765069007874},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.7924189567565918},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6031274199485779},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.5334437489509583},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5226445198059082},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.507295548915863},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5055594444274902},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5003347396850586},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4103337228298187},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3743700087070465},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3525850772857666},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.29728463292121887},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17182588577270508},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/softcom50211.2020.9238309","is_oa":false,"landing_page_url":"https://doi.org/10.23919/softcom50211.2020.9238309","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5299999713897705,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W317456669","https://openalex.org/W335298240","https://openalex.org/W1687728386","https://openalex.org/W1837982953","https://openalex.org/W2030234080","https://openalex.org/W2100365039","https://openalex.org/W2114623221","https://openalex.org/W2154384045","https://openalex.org/W2183201255","https://openalex.org/W2340091034","https://openalex.org/W2522509808","https://openalex.org/W2586923239","https://openalex.org/W2603830071","https://openalex.org/W2702883767","https://openalex.org/W2736823879","https://openalex.org/W2783804091","https://openalex.org/W2787773076","https://openalex.org/W2799855045","https://openalex.org/W2809963016","https://openalex.org/W2887479174","https://openalex.org/W2906253005","https://openalex.org/W2929921254","https://openalex.org/W2947930479","https://openalex.org/W2997114736","https://openalex.org/W2997404236","https://openalex.org/W3098536541","https://openalex.org/W4384822877"],"related_works":["https://openalex.org/W2883256816","https://openalex.org/W2171408034","https://openalex.org/W3003320923","https://openalex.org/W2106140982","https://openalex.org/W2152313554","https://openalex.org/W2064303750","https://openalex.org/W4285042611","https://openalex.org/W1509300825","https://openalex.org/W2070427278","https://openalex.org/W2099084456"],"abstract_inverted_index":{"In":[0,92],"order":[1],"to":[2,28,53],"improve":[3],"the":[4,30,33,42,57,66,72,97,104,108,116],"quality":[5],"of":[6,44,48,59,74,110],"service":[7],"for":[8,64],"delay-sensitive":[9],"applications,":[10],"in":[11,51,81,89,120],"this":[12],"paper,":[13],"we":[14,78],"propose":[15],"Machine":[16],"Learning":[17],"based":[18],"Task":[19],"Distribution":[20],"(MLTD)":[21],"technique,":[22,77],"which":[23],"utilizes":[24],"Artificial":[25],"Neural":[26],"Networks":[27],"distribute":[29],"tasks":[31],"between":[32],"fog":[34],"and":[35,85,114],"cloud":[36],"resources":[37],"intelligently.":[38],"This":[39],"technique":[40],"takes":[41],"diversity":[43],"servers":[45,111],"(in":[46],"terms":[47],"computing":[49],"power)":[50],"addition":[52],"their":[54],"workloads":[55,109],"at":[56],"time":[58,106],"task":[60],"distribution":[61],"into":[62],"account":[63],"providing":[65],"best":[67],"possible":[68],"response":[69,105],"time.":[70],"Evaluating":[71],"performance":[73,88],"our":[75],"proposed":[76],"utilized":[79],"it":[80],"a":[82],"real-world":[83],"testbed":[84],"investigated":[86],"its":[87],"different":[90],"conditions.":[91],"comparison":[93],"with":[94],"similar":[95],"methods,":[96],"achieved":[98],"results":[99],"show":[100],"that":[101],"MLTD":[102],"improves":[103],"when":[107],"change":[112],"continuously":[113],"reduces":[115],"internet":[117],"bandwidth":[118],"utilization":[119],"most":[121],"cases.":[122]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"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"}