{"id":"https://openalex.org/W2963732377","doi":"https://doi.org/10.1109/iwcmc.2019.8766546","title":"A Machine Learning Approach of Load Balance Routing to Support Next-Generation Wireless Networks","display_name":"A Machine Learning Approach of Load Balance Routing to Support Next-Generation Wireless Networks","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2963732377","doi":"https://doi.org/10.1109/iwcmc.2019.8766546","mag":"2963732377"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc.2019.8766546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc.2019.8766546","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 15th International Wireless Communications &amp; Mobile Computing Conference (IWCMC)","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/A5100666106","display_name":"Haipeng Yao","orcid":"https://orcid.org/0000-0003-1391-7363"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haipeng Yao","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049765501","display_name":"Xin Yuan","orcid":"https://orcid.org/0000-0002-9167-1613"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yuan","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067299655","display_name":"Peiying Zhang","orcid":"https://orcid.org/0000-0002-0990-5581"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiying Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100426898","display_name":"Jingjing Wang","orcid":"https://orcid.org/0000-0003-3170-8952"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Wang","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005072193","display_name":"Chunxiao Jiang","orcid":"https://orcid.org/0000-0002-3703-121X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxiao Jiang","raw_affiliation_strings":["Tsinghua Space Center, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua Space Center, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057916222","display_name":"Mohsen Guizani","orcid":"https://orcid.org/0000-0002-8972-8094"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["College of Engineering, Qatar University, Qatar"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Qatar University, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100666106"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":0.5961,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.68546205,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1317","last_page":"1322"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9997000098228455,"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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9995999932289124,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9994999766349792,"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":0.7612255811691284},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5527077913284302},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.537145733833313},{"id":"https://openalex.org/keywords/balance","display_name":"Balance (ability)","score":0.4953390657901764},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4638090133666992},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4485005736351013},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38908058404922485},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16286155581474304}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7612255811691284},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5527077913284302},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.537145733833313},{"id":"https://openalex.org/C168031717","wikidata":"https://www.wikidata.org/wiki/Q1530280","display_name":"Balance (ability)","level":2,"score":0.4953390657901764},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4638090133666992},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4485005736351013},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38908058404922485},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16286155581474304},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwcmc.2019.8766546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc.2019.8766546","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 15th International Wireless Communications &amp; Mobile Computing Conference (IWCMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/15002","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/15002","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"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":"Conference"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1555148682","https://openalex.org/W1966441918","https://openalex.org/W2012546067","https://openalex.org/W2088003613","https://openalex.org/W2103972037","https://openalex.org/W2118605352","https://openalex.org/W2140556610","https://openalex.org/W2151688044","https://openalex.org/W2153556974","https://openalex.org/W2157828860","https://openalex.org/W2169528473","https://openalex.org/W2463357960","https://openalex.org/W2470924389","https://openalex.org/W2471288191","https://openalex.org/W2592758511","https://openalex.org/W2594997153","https://openalex.org/W2617931713","https://openalex.org/W2620303912","https://openalex.org/W2791279818","https://openalex.org/W2888977251","https://openalex.org/W2964121744","https://openalex.org/W2997198836","https://openalex.org/W3126135128","https://openalex.org/W6631190155","https://openalex.org/W6633204899"],"related_works":["https://openalex.org/W2386367800","https://openalex.org/W2353574976","https://openalex.org/W1824021510","https://openalex.org/W4384702906","https://openalex.org/W2360150702","https://openalex.org/W2360176913","https://openalex.org/W2023046755","https://openalex.org/W2301381828","https://openalex.org/W3133147449","https://openalex.org/W1901143057"],"abstract_inverted_index":{"With":[0,29],"the":[1,27,30,87,92,107,110,142,153,166,170,173],"development":[2],"of":[3,26,41,61,91,109,144,165],"Next-generation":[4],"Wireless":[5],"Networks":[6],"(NWNs),":[7],"delay-sensitive":[8],"traffic":[9],"triggered":[10],"by":[11,95],"mobile":[12],"applications":[13],"(such":[14],"as":[15,118],"video":[16,35],"stream":[17],"and":[18,38,159,172],"online":[19],"games)":[20],"will":[21],"become":[22],"an":[23],"important":[24],"part":[25],"NWNs.":[28],"increasing":[31],"demand":[32],"for":[33,106,121],"massive":[34],"content":[36],"transmission":[37],"good":[39],"quality":[40],"users'":[42],"experience,":[43],"NWNs":[44],"have":[45],"to":[46,49,152],"face":[47],"up":[48],"some":[50],"serious":[51],"challenges.":[52],"As":[53],"a":[54,70,79,101,119,127],"remedy,":[55],"efficient":[56],"routing":[57,73,124,130,149],"schemes":[58],"are":[59],"capable":[60],"achieving":[62],"load":[63,71,128],"balance.":[64],"In":[65],"this":[66],"article,":[67],"we":[68],"propose":[69],"balance":[72,129],"based":[74],"on":[75],"machine":[76,147],"learning.":[77],"First,":[78],"dimension-reduced":[80],"vector":[81],"matrix":[82,90],"can":[83,115],"be":[84,116],"obtained":[85],"from":[86],"original":[88],"adjacency":[89],"network":[93,103,111],"topology":[94],"Principal":[96],"Component":[97],"Analysis":[98],"(PCA).":[99],"Then,":[100],"neural":[102],"is":[104,136],"used":[105,117],"prediction":[108],"queue":[112],"status,":[113],"which":[114],"metric":[120],"making":[122],"intelligent":[123],"decisions.":[125],"Finally,":[126],"algorithm":[131,156],"considering":[132],"Queue":[133],"Utilization":[134],"(QU)":[135],"designed":[137],"accordingly.":[138],"Simulation":[139],"results":[140],"show":[141],"performance":[143],"our":[145],"proposed":[146],"learning-based":[148],"scheme":[150],"compared":[151],"shortest":[154],"path":[155],"(Bellman-Ford":[157],"(BF))":[158],"its":[160],"variant":[161],"(QUBF)":[162],"in":[163],"terms":[164],"packet":[167],"loss":[168],"ratio,":[169],"throughput":[171],"delay.":[174]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
