{"id":"https://openalex.org/W3131785125","doi":"https://doi.org/10.3390/fi13020054","title":"Load Balancing Oriented Predictive Routing Algorithm for Data Center Networks","display_name":"Load Balancing Oriented Predictive Routing Algorithm for Data Center Networks","publication_year":2021,"publication_date":"2021-02-22","ids":{"openalex":"https://openalex.org/W3131785125","doi":"https://doi.org/10.3390/fi13020054","mag":"3131785125"},"language":"en","primary_location":{"id":"doi:10.3390/fi13020054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi13020054","pdf_url":"https://www.mdpi.com/1999-5903/13/2/54/pdf?version=1614229207","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/13/2/54/pdf?version=1614229207","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089707070","display_name":"Yazhi Liu","orcid":"https://orcid.org/0000-0002-8843-1555"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yazhi Liu","raw_affiliation_strings":["Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China"],"raw_orcid":"https://orcid.org/0000-0002-8843-1555","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China","institution_ids":["https://openalex.org/I137506752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101782393","display_name":"Jiye Zhang","orcid":"https://orcid.org/0000-0002-9886-8814"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiye Zhang","raw_affiliation_strings":["Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China"],"raw_orcid":"https://orcid.org/0000-0002-9886-8814","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China","institution_ids":["https://openalex.org/I137506752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689772","display_name":"Wei Li","orcid":"https://orcid.org/0000-0002-9147-0846"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China","institution_ids":["https://openalex.org/I137506752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011339225","display_name":"Qianqian Wu","orcid":"https://orcid.org/0000-0001-5154-5578"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianqian Wu","raw_affiliation_strings":["Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China","institution_ids":["https://openalex.org/I137506752"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053901765","display_name":"Pengmiao Li","orcid":"https://orcid.org/0000-0002-6823-2161"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengmiao Li","raw_affiliation_strings":["Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North China University of Science and Technology, Tangshan 063000, China","institution_ids":["https://openalex.org/I137506752"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5089707070"],"corresponding_institution_ids":["https://openalex.org/I137506752"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":1.6888,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.8358519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"13","issue":"2","first_page":"54","last_page":"54"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","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/T10714","display_name":"Software-Defined Networks and 5G","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":0.9990000128746033,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9909999966621399,"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":0.8854228258132935},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.6896721124649048},{"id":"https://openalex.org/keywords/load-balancing","display_name":"Load balancing (electrical power)","score":0.565231442451477},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5453084111213684},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48997560143470764},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.46423617005348206},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.4610869288444519},{"id":"https://openalex.org/keywords/round-robin-scheduling","display_name":"Round-robin scheduling","score":0.41959571838378906},{"id":"https://openalex.org/keywords/fair-share-scheduling","display_name":"Fair-share scheduling","score":0.41938599944114685},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4041052460670471},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38410529494285583},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.2576010823249817},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.13787055015563965}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8854228258132935},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.6896721124649048},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.565231442451477},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5453084111213684},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48997560143470764},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.46423617005348206},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4610869288444519},{"id":"https://openalex.org/C175893541","wikidata":"https://www.wikidata.org/wiki/Q1196582","display_name":"Round-robin scheduling","level":4,"score":0.41959571838378906},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.41938599944114685},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4041052460670471},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38410529494285583},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.2576010823249817},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.13787055015563965},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/fi13020054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi13020054","pdf_url":"https://www.mdpi.com/1999-5903/13/2/54/pdf?version=1614229207","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:13:y:2021:i:2:p:54-:d:503702","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/13/2/54/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:d0d15402e2e5407ab333d17f96456237","is_oa":true,"landing_page_url":"https://doaj.org/article/d0d15402e2e5407ab333d17f96456237","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 13, Iss 2, p 54 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-5903/13/2/54/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/fi13020054","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet; Volume 13; Issue 2; Pages: 54","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/fi13020054","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi13020054","pdf_url":"https://www.mdpi.com/1999-5903/13/2/54/pdf?version=1614229207","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3131785125.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1598796236","https://openalex.org/W1999031381","https://openalex.org/W2067453331","https://openalex.org/W2069354103","https://openalex.org/W2081512948","https://openalex.org/W2123046913","https://openalex.org/W2127658890","https://openalex.org/W2127724413","https://openalex.org/W2159881389","https://openalex.org/W2163605009","https://openalex.org/W2186886274","https://openalex.org/W2528639018","https://openalex.org/W2549139847","https://openalex.org/W2552554409","https://openalex.org/W2588632273","https://openalex.org/W2618530766","https://openalex.org/W2726103619","https://openalex.org/W2744567246","https://openalex.org/W2760815570","https://openalex.org/W2769255129","https://openalex.org/W2802304306","https://openalex.org/W2813384060","https://openalex.org/W2824027552","https://openalex.org/W2889979842","https://openalex.org/W2892758955","https://openalex.org/W2894677423","https://openalex.org/W2908871699","https://openalex.org/W2923194330","https://openalex.org/W2945501030","https://openalex.org/W2964388642","https://openalex.org/W2968986602","https://openalex.org/W2981078570","https://openalex.org/W2997553958","https://openalex.org/W3003877694","https://openalex.org/W3005288283","https://openalex.org/W3014911683","https://openalex.org/W3034813965","https://openalex.org/W3036820765","https://openalex.org/W3049170968","https://openalex.org/W3082972036","https://openalex.org/W6635679246","https://openalex.org/W6773857475"],"related_works":["https://openalex.org/W2086948995","https://openalex.org/W2184166483","https://openalex.org/W4386580182","https://openalex.org/W2225350526","https://openalex.org/W1556202433","https://openalex.org/W2385359088","https://openalex.org/W4386128920","https://openalex.org/W4386764057","https://openalex.org/W1545991362","https://openalex.org/W2098801044"],"abstract_inverted_index":{"A":[0],"data":[1,12,19,50,104],"center":[2,20],"undertakes":[3],"increasing":[4],"background":[5],"services":[6],"of":[7,32,49,62,85,145],"various":[8],"applications,":[9],"and":[10,159,179,199,221],"the":[11,16,27,30,47,53,60,79,83,93,107,132,143,146,150,156,161,169,187,197,201,206,213,223],"flows":[13,51,105],"transmitted":[14],"between":[15],"nodes":[17],"in":[18,35,65,110,149,186],"networks":[21,129],"(DCNs)":[22],"are":[23,184],"consequently":[24],"increased.":[25],"At":[26],"same":[28,188],"time,":[29],"traffic":[31,163],"each":[33],"link":[34,63,87,95,118,133],"a":[36,66,111,116,124],"DCN":[37,125],"changes":[38],"dynamically":[39],"over":[40],"time.":[41],"Flow":[42],"scheduling":[43,76,96,103,177,182],"algorithms":[44],"can":[45,204],"improve":[46,59,222],"distribution":[48],"among":[52,106],"network":[54,108,147,171],"links":[55,81,109,148],"so":[56],"as":[57],"to":[58,78,155,168,219],"balance":[61,120,135],"loads":[64],"DCN.":[67,112],"However,":[68],"most":[69],"current":[70,80],"load":[71,119,134],"balancing":[72],"works":[73],"achieve":[74],"flow":[75,88],"decisions":[77,101],"on":[82,127],"basis":[84],"past":[86],"conditions.":[89],"This":[90,113],"situation":[91],"impedes":[92],"existing":[94],"methods":[97],"from":[98,217],"implementing":[99],"optimal":[100,162],"for":[102,123],"paper":[114],"proposes":[115],"predictive":[117,170],"routing":[121],"algorithm":[122,141,203],"based":[126],"residual":[128],"(ResNet),":[130],"i.e.,":[131],"route":[136,164],"(LLBR)":[137],"algorithm.":[138],"The":[139,173],"LLBR":[140,174,202],"predicts":[142],"occupancy":[144],"next":[151],"duty":[152],"cycle,":[153],"according":[154,167],"ResNet":[157],"architecture,":[158],"then":[160],"is":[165],"selected":[166],"environment.":[172,190],"algorithm,":[175],"round-robin":[176,181],"(RRS),":[178],"weighted":[180],"(WRRS)":[183],"used":[185],"experimental":[189],"Experimental":[191],"results":[192],"show":[193],"that":[194],"compared":[195],"with":[196],"WRRS":[198],"RRS,":[200],"reduce":[205,212],"transmission":[207],"time":[208],"by":[209,226],"approximately":[210],"50%,":[211],"packet":[214],"loss":[215],"rate":[216],"0.05%":[218],"0.02%,":[220],"bandwidth":[224],"utilization":[225],"30%.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":8}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2021-03-01T00:00:00"}
