{"id":"https://openalex.org/W4385882118","doi":"https://doi.org/10.1109/bmsb58369.2023.10211332","title":"A Low Complexity ML-Assisted Multi-knapsack-based Approach for User Association and Resource Allocation in 5G HetNets","display_name":"A Low Complexity ML-Assisted Multi-knapsack-based Approach for User Association and Resource Allocation in 5G HetNets","publication_year":2023,"publication_date":"2023-06-14","ids":{"openalex":"https://openalex.org/W4385882118","doi":"https://doi.org/10.1109/bmsb58369.2023.10211332"},"language":"en","primary_location":{"id":"doi:10.1109/bmsb58369.2023.10211332","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb58369.2023.10211332","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","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/A5088307873","display_name":"Bharat Agarwal","orcid":"https://orcid.org/0000-0002-4040-8145"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Bharat Agarwal","raw_affiliation_strings":["Dublin City University,School of Electronic Engineering,Ireland","School of Electronic Engineering, Dublin City University, Ireland"],"affiliations":[{"raw_affiliation_string":"Dublin City University,School of Electronic Engineering,Ireland","institution_ids":["https://openalex.org/I42934936"]},{"raw_affiliation_string":"School of Electronic Engineering, Dublin City University, Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045501875","display_name":"Mohammed Amine Togou","orcid":"https://orcid.org/0000-0002-8374-910X"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mohammed Amine Togou","raw_affiliation_strings":["Dublin City University,School of Computing,Ireland","School of Computing, Dublin City University, Ireland"],"affiliations":[{"raw_affiliation_string":"Dublin City University,School of Computing,Ireland","institution_ids":["https://openalex.org/I42934936"]},{"raw_affiliation_string":"School of Computing, Dublin City University, Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068107481","display_name":"Marco Ruffini","orcid":"https://orcid.org/0000-0001-6220-0065"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Marco Ruffini","raw_affiliation_strings":["Trinity College Dublin,Computer Science and Statistic Department,Ireland","Computer Science and Statistic Department, Trinity College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Trinity College Dublin,Computer Science and Statistic Department,Ireland","institution_ids":["https://openalex.org/I205274468"]},{"raw_affiliation_string":"Computer Science and Statistic Department, Trinity College Dublin, Ireland","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050234051","display_name":"Gabriel\u2010Miro Muntean","orcid":"https://orcid.org/0000-0002-9332-4770"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Gabriel-Miro Muntean","raw_affiliation_strings":["Dublin City University,School of Electronic Engineering,Ireland","School of Electronic Engineering, Dublin City University, Ireland"],"affiliations":[{"raw_affiliation_string":"Dublin City University,School of Electronic Engineering,Ireland","institution_ids":["https://openalex.org/I42934936"]},{"raw_affiliation_string":"School of Electronic Engineering, Dublin City University, Ireland","institution_ids":["https://openalex.org/I42934936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088307873"],"corresponding_institution_ids":["https://openalex.org/I42934936"],"apc_list":null,"apc_paid":null,"fwci":0.5355,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.64798842,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998999834060669,"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":0.9998999834060669,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9994000196456909,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9976000189781189,"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":0.6419422626495361},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6182297468185425},{"id":"https://openalex.org/keywords/heterogeneous-network","display_name":"Heterogeneous network","score":0.5930977463722229},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.48548224568367004},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.45947426557540894},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.4464966058731079},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39130350947380066},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.35672762989997864},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.35578781366348267},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32170259952545166},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1029062271118164},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09529191255569458}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6419422626495361},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6182297468185425},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.5930977463722229},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.48548224568367004},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.45947426557540894},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.4464966058731079},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39130350947380066},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.35672762989997864},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.35578781366348267},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32170259952545166},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1029062271118164},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09529191255569458},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bmsb58369.2023.10211332","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb58369.2023.10211332","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W151955962","https://openalex.org/W2926938737","https://openalex.org/W2969776825","https://openalex.org/W3025716770","https://openalex.org/W3155295792","https://openalex.org/W3158564838","https://openalex.org/W3178992970","https://openalex.org/W3197164486","https://openalex.org/W3201782498","https://openalex.org/W3201791501","https://openalex.org/W4226175194","https://openalex.org/W4285125975"],"related_works":["https://openalex.org/W2030816003","https://openalex.org/W2280422768","https://openalex.org/W3143197806","https://openalex.org/W4252555497","https://openalex.org/W4239992647","https://openalex.org/W2150013480","https://openalex.org/W1554458299","https://openalex.org/W81423522","https://openalex.org/W2084470113","https://openalex.org/W2016044612"],"abstract_inverted_index":{"Small":[0],"cells":[1],"are":[2,14,54,69],"being":[3],"deployed":[4],"in":[5,32,93,131,214],"the":[6,23,129,132,141,161,205,218],"most":[7],"recent":[8],"Heterogeneous":[9],"Network":[10],"(HetNet)":[11],"environments,":[12],"which":[13,173],"supported":[15],"by":[16,154],"5th-generation":[17],"(5G)":[18],"network":[19,61],"solutions.":[20],"They":[21],"improve":[22,217],"performance":[24],"of":[25,37,81,122,134,152,220],"conventional":[26],"macro-cell":[27],"networks.":[28],"Before":[29],"data":[30,58],"transmission":[31],"HetNets":[33,94],"begins,":[34],"a":[35,42,86,149],"process":[36],"user":[38],"association":[39],"(UA)":[40],"with":[41,119,128],"particular":[43],"base":[44],"station":[45],"(BS)":[46],"is":[47,114],"triggered.":[48],"Diverse":[49],"resource":[50],"allocation":[51],"(RA)":[52],"algorithms":[53],"also":[55],"used":[56,202],"during":[57],"transmission.":[59],"Enhancing":[60],"load":[62],"balancing,":[63],"spectrum":[64],"performance,":[65],"and":[66,190],"energy":[67],"efficiency":[68],"all":[70],"important":[71],"goals":[72],"that":[73],"UA-RA":[74,91,206],"solutions":[75],"help":[76],"to":[77,147,178,203,216],"achieve.":[78],"The":[79],"authors":[80],"this":[82,137],"paper":[83],"previously":[84],"presented":[85],"meta-heuristics":[87],"algorithm":[88],"for":[89,117,208],"solving":[90],"problems":[92],"known":[95],"as":[96,124],"Performance-Improved":[97],"Reduced":[98],"Search":[99],"Space":[100],"Simulated":[101],"Annealing":[102],"(PIRS":[103],"<sup":[104,110,143,164,169,196],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[105,111,144,165,170,197],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">3</sup>":[106,112,145,166,171,198],"A).":[107],"Still,":[108],"PIRS":[109,142,163,195],"A":[113,146,167,199],"only":[115],"suitable":[116],"scenarios":[118],"low":[120],"number":[121,133,151],"users":[123,153,180,186,191,210],"its":[125],"complexity":[126],"increases":[127],"increase":[130],"users.":[135],"In":[136],"paper,":[138],"we":[139],"enhance":[140],"support":[148],"large":[150],"using":[155],"Machine":[156],"Learning":[157],"(ML).":[158],"We":[159],"propose":[160],"Enhanced":[162],"(EPIRS":[168],"A)":[172],"uses":[174],"supervised":[175],"ML":[176],"techniques":[177],"classify":[179],"into":[181],"two":[182],"separate":[183],"classes,":[184],"i.e.,":[185],"who":[187,192,211],"need":[188,212],"offloading":[189,213],"do":[193],"not.":[194],"will":[200],"be":[201],"solve":[204],"problem":[207],"those":[209],"order":[215],"quality":[219],"their":[221],"services.":[222]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
