{"id":"https://openalex.org/W3005917081","doi":"https://doi.org/10.1109/tvt.2019.2959347","title":"Network Function Virtualization Resource Allocation Based on Joint Benders Decomposition and ADMM","display_name":"Network Function Virtualization Resource Allocation Based on Joint Benders Decomposition and ADMM","publication_year":2019,"publication_date":"2019-12-12","ids":{"openalex":"https://openalex.org/W3005917081","doi":"https://doi.org/10.1109/tvt.2019.2959347","mag":"3005917081"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2019.2959347","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2019.2959347","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-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/A5101619104","display_name":"Ye Yu","orcid":"https://orcid.org/0000-0003-3783-0684"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Yu","raw_affiliation_strings":["School of Information and Electronics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3783-0684","affiliations":[{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051501314","display_name":"Xiangyuan Bu","orcid":"https://orcid.org/0000-0001-9092-487X"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyuan Bu","raw_affiliation_strings":["School of Information and Electronics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9092-487X","affiliations":[{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006316216","display_name":"Kai Yang","orcid":"https://orcid.org/0000-0003-1059-0705"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Yang","raw_affiliation_strings":["School of Information and Electronics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1059-0705","affiliations":[{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053130294","display_name":"Hung Khanh Nguyen","orcid":"https://orcid.org/0000-0002-0782-6820"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hung Khanh Nguyen","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Houston, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Houston, Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063667378","display_name":"Zhu Han","orcid":"https://orcid.org/0000-0002-6606-5822"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]},{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"Zhu Han","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Seoul, South Korea","University of Houston, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Seoul, South Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"University of Houston, Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0211,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.92322103,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"69","issue":"2","first_page":"1706","last_page":"1718"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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":1.0,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9979000091552734,"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"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9948999881744385,"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":0.803417444229126},{"id":"https://openalex.org/keywords/virtual-network","display_name":"Virtual network","score":0.7058078050613403},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.6286872625350952},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6169096827507019},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6134310364723206},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.5236049294471741},{"id":"https://openalex.org/keywords/integer-programming","display_name":"Integer programming","score":0.5164909362792969},{"id":"https://openalex.org/keywords/network-virtualization","display_name":"Network virtualization","score":0.49860668182373047},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.43036407232284546},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4213232398033142},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.39207106828689575},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.39018648862838745},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.30872446298599243},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.18760082125663757},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14986541867256165}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.803417444229126},{"id":"https://openalex.org/C2776874963","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Virtual network","level":2,"score":0.7058078050613403},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.6286872625350952},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6169096827507019},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6134310364723206},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.5236049294471741},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.5164909362792969},{"id":"https://openalex.org/C2779898492","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Network virtualization","level":4,"score":0.49860668182373047},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.43036407232284546},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4213232398033142},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.39207106828689575},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.39018648862838745},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.30872446298599243},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18760082125663757},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14986541867256165},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvt.2019.2959347","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2019.2959347","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G111310164","display_name":"\u8d85\u5bc6\u5ea6\u8702\u7a9d\u7f51\u7edc\u5efa\u6a21\u5206\u6790\u4e0e\u8d44\u6e90\u5206\u914d\u6280\u672f\u7814\u7a76","funder_award_id":"61771054","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1967788546","display_name":null,"funder_award_id":"CNS1717454","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2273049818","display_name":null,"funder_award_id":"18RT0073","funder_id":"https://openalex.org/F4320333591","funder_display_name":"Multidisciplinary University Research Initiative"},{"id":"https://openalex.org/G3113351901","display_name":null,"funder_award_id":"CNS-1731424","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4940453275","display_name":null,"funder_award_id":"EARS-1839818","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5072586218","display_name":null,"funder_award_id":"CNS-1646607","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G721611289","display_name":null,"funder_award_id":"CNS-1702850","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8178734926","display_name":null,"funder_award_id":"61501028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333591","display_name":"Multidisciplinary University Research Initiative","ror":null},{"id":"https://openalex.org/F4320338279","display_name":"Air Force Office of Scientific Research","ror":"https://ror.org/011e9bt93"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W783438975","https://openalex.org/W1483918358","https://openalex.org/W1564243655","https://openalex.org/W1598064945","https://openalex.org/W1969164019","https://openalex.org/W1988541384","https://openalex.org/W2022283591","https://openalex.org/W2048670190","https://openalex.org/W2093223549","https://openalex.org/W2115456330","https://openalex.org/W2123705108","https://openalex.org/W2127749376","https://openalex.org/W2133294820","https://openalex.org/W2152926496","https://openalex.org/W2158613598","https://openalex.org/W2164278908","https://openalex.org/W2171978813","https://openalex.org/W2173213060","https://openalex.org/W2203584209","https://openalex.org/W2266411564","https://openalex.org/W2291007186","https://openalex.org/W2296319761","https://openalex.org/W2317912100","https://openalex.org/W2342397732","https://openalex.org/W2395461791","https://openalex.org/W2433461165","https://openalex.org/W2485682066","https://openalex.org/W2492652809","https://openalex.org/W2500898769","https://openalex.org/W2508691354","https://openalex.org/W2520713530","https://openalex.org/W2537188595","https://openalex.org/W2546759705","https://openalex.org/W2547452416","https://openalex.org/W2550384411","https://openalex.org/W2550820308","https://openalex.org/W2553420401","https://openalex.org/W2558938659","https://openalex.org/W2561492987","https://openalex.org/W2565024605","https://openalex.org/W2569386959","https://openalex.org/W2569526740","https://openalex.org/W2581172747","https://openalex.org/W2584807792","https://openalex.org/W2616757124","https://openalex.org/W2886902868","https://openalex.org/W2900452440","https://openalex.org/W2901492543","https://openalex.org/W2911262833","https://openalex.org/W2962836907","https://openalex.org/W2963871273","https://openalex.org/W2964261924","https://openalex.org/W2971940203","https://openalex.org/W3003430997","https://openalex.org/W3099524428","https://openalex.org/W4250589301","https://openalex.org/W4292363360","https://openalex.org/W6696809223","https://openalex.org/W6772871961"],"related_works":["https://openalex.org/W2088620127","https://openalex.org/W2461440407","https://openalex.org/W2317094215","https://openalex.org/W2743348030","https://openalex.org/W1963799338","https://openalex.org/W2160885694","https://openalex.org/W2900408237","https://openalex.org/W2036412865","https://openalex.org/W2542775576","https://openalex.org/W2128291817"],"abstract_inverted_index":{"Network":[0],"function":[1,69],"virtualization":[2],"(NFV)":[3],"has":[4],"emerged":[5],"as":[6,106],"a":[7,107,118,123,143,203],"new":[8],"technology":[9],"to":[10,30,43,74,126,147,174,200],"reduce":[11],"the":[12,27,45,50,66,76,85,94,98,149,160,181,194,207,213,217,220],"cost":[13,79],"of":[14,34,49,168,197,219],"hardware":[15],"deployment.":[16],"It":[17],"is":[18,104,134,156],"an":[19],"architecture":[20],"that":[21],"using":[22,35,206],"virtualized":[23],"functions":[24],"run":[25,201],"on":[26,159,202],"virtual":[28,67,90,131,189],"machine":[29,91],"achieve":[31,148],"services":[32],"instead":[33],"specific":[36],"hardware.":[37],"Although":[38,112],"NFV":[39],"brings":[40],"more":[41],"opportunities":[42],"enhance":[44],"flexibility":[46],"and":[47,92,164,179],"efficiency":[48],"network,":[51],"resource":[52,71],"allocation":[53,72],"problems":[54],"should":[55],"be":[56,115],"well":[57],"taken":[58],"into":[59,184],"consideration.":[60],"In":[61],"this":[62],"paper,":[63],"we":[64,141,192],"investigate":[65],"network":[68,77,99],"(VNF)":[70],"problem":[73,103,183],"minimize":[75],"operation":[78],"for":[80,88,137,187],"different":[81],"services.":[82],"Both":[83],"setting":[84],"VNF":[86],"instances":[87],"each":[89,188],"allocating":[93],"traffic":[95],"volume":[96],"in":[97,117],"are":[100],"considered.":[101],"The":[102,152],"formulated":[105],"mixed":[108],"integer":[109,177],"programming":[110],"problem.":[111],"it":[113,133],"can":[114],"solved":[116],"centralized":[119],"fashion":[120],"which":[121,171],"requires":[122],"central":[124],"controller":[125],"collect":[127],"information":[128],"from":[129],"all":[130],"machines,":[132],"not":[135],"practical":[136],"large-scale":[138],"networks.":[139],"Thus,":[140],"propose":[142],"distributed":[144],"iteration":[145],"algorithm":[146,154,199],"optimal":[150],"solution.":[151],"proposed":[153],"framework":[155],"developed":[157],"based":[158],"joint":[161],"Benders":[162],"decomposition":[163],"alternating":[165],"direction":[166],"method":[167],"multipliers":[169],"(ADMM),":[170],"allows":[172],"us":[173],"deal":[175],"with":[176],"variables":[178],"decompose":[180],"original":[182],"multiple":[185],"subproblems":[186],"machine.":[190],"Furthermore,":[191],"describe":[193],"detail":[195],"implementation":[196],"our":[198],"computer":[204],"cluster":[205],"Hadoop":[208],"MapReduce":[209],"software":[210],"framework.":[211],"Finally,":[212],"simulation":[214],"results":[215],"indicate":[216],"effectiveness":[218],"algorithm.":[221]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}