{"id":"https://openalex.org/W4387620577","doi":"https://doi.org/10.21608/erjeng.2023.228909.1209","title":"Slice Admission control based on Reinforcement Learning for 5G Networks","display_name":"Slice Admission control based on Reinforcement Learning for 5G Networks","publication_year":2023,"publication_date":"2023-09-01","ids":{"openalex":"https://openalex.org/W4387620577","doi":"https://doi.org/10.21608/erjeng.2023.228909.1209"},"language":"en","primary_location":{"id":"doi:10.21608/erjeng.2023.228909.1209","doi":"https://doi.org/10.21608/erjeng.2023.228909.1209","is_oa":true,"landing_page_url":"https://doi.org/10.21608/erjeng.2023.228909.1209","pdf_url":"https://erjeng.journals.ekb.eg/article_318984_62b5878965b514a7992031cefe1ff39f.pdf","source":{"id":"https://openalex.org/S4210196379","display_name":"Journal of Engineering Research - Egypt/Journal of Engineering Research","issn_l":"2356-9441","issn":["2356-9441","2735-4873"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering Research","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W4387620577"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://erjeng.journals.ekb.eg/article_318984_62b5878965b514a7992031cefe1ff39f.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101189751","display_name":"Mai Ibrahim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21376657","display_name":"Tanta University","ror":"https://ror.org/016jp5b92","country_code":"EG","type":"education","lineage":["https://openalex.org/I21376657"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mai Ibrahim","raw_affiliation_strings":["Computer and Automatic Control Department, Faculty of Engineering, Tanta University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer and Automatic Control Department, Faculty of Engineering, Tanta University","institution_ids":["https://openalex.org/I21376657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078540244","display_name":"Mohamed TALAAT FAHIM","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21376657","display_name":"Tanta University","ror":"https://ror.org/016jp5b92","country_code":"EG","type":"education","lineage":["https://openalex.org/I21376657"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed TALAAT FAHIM","raw_affiliation_strings":["Computer and Automatic Control Department , Faculty of Engineering , Tanta University","Professor of Computer and Control Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer and Automatic Control Department , Faculty of Engineering , Tanta University","institution_ids":["https://openalex.org/I21376657"]},{"raw_affiliation_string":"Professor of Computer and Control Engineering","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091759632","display_name":"Nada M. Elshennawy","orcid":"https://orcid.org/0000-0002-8407-2719","observed_orcids":["https://orcid.org/0000-0002-8407-2719"]},"institutions":[{"id":"https://openalex.org/I21376657","display_name":"Tanta University","ror":"https://ror.org/016jp5b92","country_code":"EG","type":"education","lineage":["https://openalex.org/I21376657"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nada Elshennawy","raw_affiliation_strings":["Computer and Control Engineering Department, Faculty of Engineering, Tanta University, Tanta, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer and Control Engineering Department, Faculty of Engineering, Tanta University, Tanta, Egypt","institution_ids":["https://openalex.org/I21376657"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I21376657"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"3","first_page":"144","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","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"}},{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":9.999999747378752e-05,"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":0.0,"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/network-slicing","display_name":"network slicing","score":0.9079999923706055},{"id":"https://openalex.org/keywords/5g","display_name":"5G","score":0.9580000042915344},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.8650000095367432},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.9950000047683716},{"id":"https://openalex.org/keywords/double-q-learning","display_name":"double Q-learning","score":0.9940000176429749},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"quality of service","score":0.9549999833106995},{"id":"https://openalex.org/keywords/resource-utilization","display_name":"resource utilization","score":0.781000018119812},{"id":"https://openalex.org/keywords/network-resource-allocation","display_name":"network resource allocation","score":0.4090000092983246}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.783798336982727},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5527950525283813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.505699872970581},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31645095348358154}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21608/erjeng.2023.228909.1209","doi":"https://doi.org/10.21608/erjeng.2023.228909.1209","is_oa":true,"landing_page_url":"https://doi.org/10.21608/erjeng.2023.228909.1209","pdf_url":"https://erjeng.journals.ekb.eg/article_318984_62b5878965b514a7992031cefe1ff39f.pdf","source":{"id":"https://openalex.org/S4210196379","display_name":"Journal of Engineering Research - Egypt/Journal of Engineering Research","issn_l":"2356-9441","issn":["2356-9441","2735-4873"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.21608/erjeng.2023.228909.1209","doi":"https://doi.org/10.21608/erjeng.2023.228909.1209","is_oa":true,"landing_page_url":"https://doi.org/10.21608/erjeng.2023.228909.1209","pdf_url":"https://erjeng.journals.ekb.eg/article_318984_62b5878965b514a7992031cefe1ff39f.pdf","source":{"id":"https://openalex.org/S4210196379","display_name":"Journal of Engineering Research - Egypt/Journal of Engineering Research","issn_l":"2356-9441","issn":["2356-9441","2735-4873"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering Research","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5378999710083008,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387620577.pdf","grobid_xml":"https://content.openalex.org/works/W4387620577.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1556236121","https://openalex.org/W2080889016","https://openalex.org/W2102148524","https://openalex.org/W2115211925","https://openalex.org/W2155968351","https://openalex.org/W2740912559","https://openalex.org/W2746553466","https://openalex.org/W2912185255","https://openalex.org/W2973119664","https://openalex.org/W3033990850","https://openalex.org/W3090826728","https://openalex.org/W3130426370","https://openalex.org/W3198253960","https://openalex.org/W4214717370","https://openalex.org/W4221139009","https://openalex.org/W4221159530","https://openalex.org/W4281739120","https://openalex.org/W4285308115","https://openalex.org/W4362014496","https://openalex.org/W4366200872"],"related_works":["https://openalex.org/W3130426370","https://openalex.org/W4280559110","https://openalex.org/W3159590235","https://openalex.org/W4285308115","https://openalex.org/W3204792602","https://openalex.org/W4385607043","https://openalex.org/W3001402560","https://openalex.org/W4387664555","https://openalex.org/W4403914479","https://openalex.org/W4392153100"],"abstract_inverted_index":{"Network":[0,48],"slicing":[1],"empowers":[2],"service":[3],"providers":[4,72],"to":[5,39,61,84,95,124,163,173,201],"deploy":[6],"diverse":[7,55],"network":[8,100,108,116,132,178],"slice":[9,79,88,179,218],"architectures":[10],"within":[11],"a":[12,65,74,104,154],"shared":[13],"physical":[14],"infrastructure.":[15],"This":[16,167],"technology":[17],"enables":[18],"the":[19,78,97,113,126,131,186,190,194,214,237],"provision":[20],"of":[21,29,33,77,99,107,115,206,213,217,223],"differentiated":[22],"services":[23,60],"that":[24,185],"cater":[25],"for":[26],"specific":[27],"Quality":[28],"Service":[30],"(QoS)":[31],"requirements":[32,56,128],"different":[34,62],"use":[35],"cases":[36],"which":[37],"need":[38],"be":[40],"adequately":[41],"supported":[42],"in":[43,64,171,199],"5G":[44],"networks.":[45],"By":[46],"leveraging":[47,189],"Slicing,":[49],"operators":[50],"can":[51],"effectively":[52],"meet":[53],"these":[54],"and":[57,67,120,153,196,208,225,230,243,247],"provide":[58],"customized":[59],"tenants":[63],"flexible":[66],"efficient":[68],"manner.":[69],"However,":[70],"infrastructure":[71],"face":[73],"challenging":[75],"dilemma":[76],"admission":[80],"control":[81],"regarding":[82,177],"whether":[83],"accept":[85],"or":[86],"reject":[87],"requests.":[89,180],"From":[90,110],"one":[91],"perspective,":[92,112],"they":[93],"strive":[94],"optimize":[96],"utilization":[98],"resources":[101,117],"through":[102],"accepting":[103],"significant":[105],"number":[106],"slices.":[109,133],"another":[111],"availability":[114],"is":[118,122,161,169],"restricted,":[119],"it":[121,220,235],"crucial":[123],"fulfil":[125],"QoS":[127],"specified":[129],"by":[130,245],"In":[134,211],"this":[135,165],"research,":[136],"an":[137],"Admission":[138],"Control":[139],"(AC)":[140],"Algorithm":[141],"founded":[142],"upon":[143],"Reinforcement":[144],"Learning":[145],"mechanisms,":[146,232],"specifically":[147],"Q-Learning":[148,151],"(QL),":[149],"Double":[150,159],"(Double-QL),":[152],"proposed":[155],"mechanism":[156],"based":[157],"on":[158],"QL":[160,197,231,244],"obtained":[162],"overcome":[164],"challenge.":[166],"algorithm":[168],"applied":[170],"order":[172],"make":[174],"informed":[175],"decisions":[176],"The":[181],"simulation":[182],"results":[183],"demonstrate":[184],"AC":[187],"algorithm,":[188],"suggested":[191],"mechanism,":[192],"surpasses":[193],"Double-QL":[195,229,242],"mechanisms":[198],"relation":[200],"gained":[202],"profit":[203],"with":[204],"average":[205,222],"8%":[207],"26%,":[209],"respectively.":[210,233,249],"case":[212],"acceptance":[215],"ratio":[216],"requests,":[219],"achieves":[221],"13%":[224],"28%":[226],"higher":[227],"than":[228],"Finally,":[234],"obtains":[236],"maximum":[238],"resource":[239],"utilization,":[240],"surpassing":[241],"9%":[246],"20%,":[248]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2023-10-14T00:00:00"}