{"id":"https://openalex.org/W4366148619","doi":"https://doi.org/10.1109/mwc.014.2200271","title":"Intelligent RAN Automation for 5G and Beyond","display_name":"Intelligent RAN Automation for 5G and Beyond","publication_year":2023,"publication_date":"2023-04-17","ids":{"openalex":"https://openalex.org/W4366148619","doi":"https://doi.org/10.1109/mwc.014.2200271"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.014.2200271","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.014.2200271","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","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/A5100427513","display_name":"Qi Sun","orcid":"https://orcid.org/0009-0003-5107-1909"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Sun","raw_affiliation_strings":["China Mobile Research Institute,China","China Mobile Research Institute, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China Mobile Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100341079","display_name":"Nan Li","orcid":"https://orcid.org/0000-0002-8148-1891"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Li","raw_affiliation_strings":["China Mobile Research Institute,China","China Mobile Research Institute, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China Mobile Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064607385","display_name":"I Chih-Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210118935","display_name":"Innovative Wireless Technologies (United States)","ror":"https://ror.org/029xftc44","country_code":"US","type":"company","lineage":["https://openalex.org/I4210118935"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chih-Lin I","raw_affiliation_strings":["Wireless Technologies,USA","Wireless Technologies, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wireless Technologies,USA","institution_ids":["https://openalex.org/I4210118935"]},{"raw_affiliation_string":"Wireless Technologies, USA","institution_ids":["https://openalex.org/I4210118935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015225884","display_name":"Jinri Huang","orcid":"https://orcid.org/0000-0002-6960-2574"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinri Huang","raw_affiliation_strings":["China Mobile Research Institute,China","China Mobile Research Institute, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China Mobile Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008289090","display_name":"Xiaofei Xu","orcid":"https://orcid.org/0000-0002-8019-9245"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Xu","raw_affiliation_strings":["China Mobile Research Institute,China","China Mobile Research Institute, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China Mobile Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100758645","display_name":"Yuxuan Xie","orcid":"https://orcid.org/0000-0002-9110-9874"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Xie","raw_affiliation_strings":["China Mobile Research Institute,China","China Mobile Research Institute, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China Mobile Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.577,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.89880793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"31","issue":"1","first_page":"94","last_page":"102"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","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/T11458","display_name":"Advanced Wireless Communication Technologies","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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9947999715805054,"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/c-ran","display_name":"C-RAN","score":0.9060734510421753},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8152403831481934},{"id":"https://openalex.org/keywords/ran","display_name":"Ran","score":0.6197486519813538},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.617970883846283},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5886868238449097},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.57769775390625},{"id":"https://openalex.org/keywords/radio-access-network","display_name":"Radio access network","score":0.5384402871131897},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5071697235107422},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.4630231261253357},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.45618051290512085},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4165342450141907},{"id":"https://openalex.org/keywords/intelligent-network","display_name":"Intelligent Network","score":0.41022780537605286},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.40120062232017517},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3660805821418762},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35614657402038574},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1631644070148468}],"concepts":[{"id":"https://openalex.org/C2779765720","wikidata":"https://www.wikidata.org/wiki/Q5005908","display_name":"C-RAN","level":5,"score":0.9060734510421753},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8152403831481934},{"id":"https://openalex.org/C160704184","wikidata":"https://www.wikidata.org/wiki/Q18031028","display_name":"Ran","level":2,"score":0.6197486519813538},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.617970883846283},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5886868238449097},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.57769775390625},{"id":"https://openalex.org/C106365562","wikidata":"https://www.wikidata.org/wiki/Q3078360","display_name":"Radio access network","level":4,"score":0.5384402871131897},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5071697235107422},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.4630231261253357},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.45618051290512085},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4165342450141907},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.41022780537605286},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.40120062232017517},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3660805821418762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35614657402038574},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1631644070148468},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.0},{"id":"https://openalex.org/C207029474","wikidata":"https://www.wikidata.org/wiki/Q384018","display_name":"Mobile station","level":3,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwc.014.2200271","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.014.2200271","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8600000143051147}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2602923095","https://openalex.org/W2773405367","https://openalex.org/W2963516518","https://openalex.org/W2969519626","https://openalex.org/W3044492235","https://openalex.org/W3163231210"],"related_works":["https://openalex.org/W2436923341","https://openalex.org/W3037103914","https://openalex.org/W3018338683","https://openalex.org/W4205856738","https://openalex.org/W2902151128","https://openalex.org/W2922954044","https://openalex.org/W4313555347","https://openalex.org/W2885627391","https://openalex.org/W104163691","https://openalex.org/W4315630224"],"abstract_inverted_index":{"5G":[0,30],"is":[1,20,117,150],"becoming":[2,21],"more":[3,7],"agile":[4],"and":[5,14,36,45,75,83,93,111,134],"inevitably":[6],"complicated":[8],"for":[9,29,66,81,85,119,162],"supporting":[10],"various":[11],"deployment":[12],"scenarios":[13],"diversified":[15],"applications.":[16],"Artificial":[17],"Intelligence":[18],"(AI)":[19],"one":[22],"of":[23,57,122,126,142],"the":[24,34,39,53,58,67,120,143,147,165],"most":[25],"essential":[26],"driving":[27],"forces":[28],"evolution":[31],"to":[32,145,153,159],"handle":[33],"complexity":[35],"further":[37,76],"improve":[38],"network":[40,161],"spectrum":[41],"efficiency,":[42],"energy":[43],"efficiency":[44],"user":[46],"experience.":[47],"In":[48],"this":[49],"article,":[50],"we":[51],"share":[52],"latest":[54],"standardization":[55],"progress":[56],"industry":[59],"on":[60,78,90,157],"AI":[61,80,86,163],"in":[62],"5G.":[63],"Evolving":[64],"directions":[65],"intelligent":[68,95],"radio":[69],"access":[70],"networks":[71],"(RAN)":[72],"are":[73,87,100],"analyzed":[74],"enhancements":[77],"both":[79],"RAN":[82,84,96,110],"proposed":[88],"based":[89],"a":[91],"hierarchical":[92],"distributed":[94],"architecture.":[97],"Case":[98],"studies":[99],"presented":[101],"along":[102],"with":[103,131],"field":[104],"trial":[105],"results.":[106],"An":[107],"innovative":[108],"AI-empowered":[109],"service-aware":[112],"cross":[113],"layer":[114],"optimization":[115,125],"framework":[116],"illustrated":[118],"quality":[121],"experience":[123],"(QoE)":[124],"cloud":[127],"virtual":[128],"reality":[129],"(VR)":[130],"converged":[132],"communication":[133],"computing":[135],"services":[136,149],"provided":[137],"by":[138],"RAN.":[139],"The":[140],"extension":[141],"solution":[144],"support":[146],"AI/ML":[148],"also":[151],"discussed":[152],"shed":[154],"some":[155],"light":[156],"how":[158],"evolve":[160],"toward":[164],"6G":[166],"vision.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
