{"id":"https://openalex.org/W4400350845","doi":"https://doi.org/10.1109/smartnets61466.2024.10577674","title":"Data-Driven Intelligent Outage Management for High Shadowing Environments in 5G&amp;B Networks","display_name":"Data-Driven Intelligent Outage Management for High Shadowing Environments in 5G&amp;B Networks","publication_year":2024,"publication_date":"2024-05-28","ids":{"openalex":"https://openalex.org/W4400350845","doi":"https://doi.org/10.1109/smartnets61466.2024.10577674"},"language":"en","primary_location":{"id":"doi:10.1109/smartnets61466.2024.10577674","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smartnets61466.2024.10577674","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Smart Applications, Communications and Networking (SmartNets)","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/A5103222754","display_name":"Waseem Raza","orcid":"https://orcid.org/0000-0002-5544-2637"},"institutions":[{"id":"https://openalex.org/I1324540951","display_name":"RealNetworks (United States)","ror":"https://ror.org/01ry0hm85","country_code":"US","type":"company","lineage":["https://openalex.org/I1324540951"]},{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Waseem Raza","raw_affiliation_strings":["AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA","institution_ids":["https://openalex.org/I1324540951","https://openalex.org/I8692664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027128871","display_name":"Muhammad Umar Bin Farooq","orcid":"https://orcid.org/0000-0001-8034-6965"},"institutions":[{"id":"https://openalex.org/I1324540951","display_name":"RealNetworks (United States)","ror":"https://ror.org/01ry0hm85","country_code":"US","type":"company","lineage":["https://openalex.org/I1324540951"]},{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muhammad Umar Bin Farooq","raw_affiliation_strings":["AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA","institution_ids":["https://openalex.org/I1324540951","https://openalex.org/I8692664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085604133","display_name":"Aneeqa Ijaz","orcid":"https://orcid.org/0000-0003-4359-4366"},"institutions":[{"id":"https://openalex.org/I1324540951","display_name":"RealNetworks (United States)","ror":"https://ror.org/01ry0hm85","country_code":"US","type":"company","lineage":["https://openalex.org/I1324540951"]},{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aneeqa Ijaz","raw_affiliation_strings":["AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA","institution_ids":["https://openalex.org/I1324540951","https://openalex.org/I8692664"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101789165","display_name":"Ali Imran","orcid":"https://orcid.org/0000-0003-0564-6356"},"institutions":[{"id":"https://openalex.org/I1324540951","display_name":"RealNetworks (United States)","ror":"https://ror.org/01ry0hm85","country_code":"US","type":"company","lineage":["https://openalex.org/I1324540951"]},{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Imran","raw_affiliation_strings":["AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI4Networks Research Center, School of Electrical &#x0026; Computer Engineering, University of Oklahoma,OK,USA","institution_ids":["https://openalex.org/I1324540951","https://openalex.org/I8692664"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15311856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9376999735832214,"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"}},"topics":[{"id":"https://openalex.org/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9376999735832214,"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":0.9240000247955322,"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":0.7025294303894043},{"id":"https://openalex.org/keywords/shadow-mapping","display_name":"Shadow mapping","score":0.42572319507598877},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.40629664063453674},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34703364968299866},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09906849265098572}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7025294303894043},{"id":"https://openalex.org/C116544410","wikidata":"https://www.wikidata.org/wiki/Q1478122","display_name":"Shadow mapping","level":2,"score":0.42572319507598877},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.40629664063453674},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34703364968299866},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09906849265098572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smartnets61466.2024.10577674","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smartnets61466.2024.10577674","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Smart Applications, Communications and Networking (SmartNets)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1289939489","display_name":null,"funder_award_id":"1619346","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W586985871","https://openalex.org/W1484918731","https://openalex.org/W1532461462","https://openalex.org/W1535235023","https://openalex.org/W2090754752","https://openalex.org/W2098936723","https://openalex.org/W2160160578","https://openalex.org/W2160691714","https://openalex.org/W2161044775","https://openalex.org/W2295598076","https://openalex.org/W2797385508","https://openalex.org/W2985264667","https://openalex.org/W3035666529","https://openalex.org/W4200465265","https://openalex.org/W6763263377"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"In":[0],"the":[1,23,118],"evolving":[2],"landscape":[3],"of":[4],"5G":[5],"and":[6,22,46,66,93,101,117,129],"forthcoming":[7],"6G":[8],"networks,":[9],"managing":[10],"outages":[11],"becomes":[12],"increasingly":[13],"complex":[14],"due":[15],"to":[16],"higher":[17],"Base":[18],"Station":[19],"(BS)":[20],"densities":[21],"consequent":[24],"rise":[25],"in":[26,63,121,136],"outage":[27,36,56,86,100,131],"instances.":[28],"Addressing":[29],"this,":[30],"we":[31],"introduce":[32],"a":[33],"sophisticated,":[34],"two-tiered":[35],"management":[37],"framework":[38],"that":[39],"leverages":[40],"artificial":[41],"intelligence":[42],"for":[43,84],"enhanced":[44],"efficiency":[45],"automation.":[47],"Our":[48],"approach":[49,126],"features":[50],"an":[51,79],"innovative":[52],"AI":[53],"-based":[54],"cell":[55,85],"detection":[57],"strategy,":[58],"named":[59],"Impv-XGBoost,":[60],"which":[61],"excels":[62],"high-shadowing":[64],"conditions":[65],"with":[67],"sparse":[68],"training":[69],"data,":[70],"outperforming":[71],"traditional":[72],"methods.":[73],"The":[74],"framework's":[75],"second":[76],"tier":[77],"employs":[78],"actor-critic":[80],"reinforcement":[81],"learning":[82],"scheme":[83],"compensation,":[87],"finely":[88],"tuning":[89],"compensating":[90,102],"BS's":[91],"tilt":[92],"transmit":[94],"power.":[95],"This":[96],"method":[97],"uniquely":[98],"integrates":[99],"base":[103],"station's":[104],"user":[105,137],"equipment":[106],"coverage,":[107],"ensuring":[108],"equitable":[109],"service":[110],"quality.":[111],"By":[112],"incorporating":[113],"Jain's":[114],"fairness":[115],"index":[116],"geometric":[119],"mean":[120],"its":[122],"reward":[123],"mechanism,":[124],"our":[125],"achieves":[127],"fair":[128],"efficient":[130],"management,":[132],"demonstrating":[133],"notable":[134],"improvements":[135],"coverage":[138],"during":[139],"BS":[140],"outages.":[141]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
