{"id":"https://openalex.org/W2100470343","doi":"https://doi.org/10.1109/wcnc.2012.6214281","title":"Reinforcement learning strategies for self-organized coverage and capacity optimization","display_name":"Reinforcement learning strategies for self-organized coverage and capacity optimization","publication_year":2012,"publication_date":"2012-04-01","ids":{"openalex":"https://openalex.org/W2100470343","doi":"https://doi.org/10.1109/wcnc.2012.6214281","mag":"2100470343"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc.2012.6214281","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc.2012.6214281","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Wireless Communications and Networking Conference (WCNC)","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/A5070298978","display_name":"Muhammad Naseer ul Islam","orcid":null},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Muhammad Naseer ul Islam","raw_affiliation_strings":["Ilmenau University of Technology, Ilmenau, Germany","Ilmenau University of Technology Ilmenau Germany#TAB#"],"affiliations":[{"raw_affiliation_string":"Ilmenau University of Technology, Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]},{"raw_affiliation_string":"Ilmenau University of Technology Ilmenau Germany#TAB#","institution_ids":["https://openalex.org/I119449181"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067157934","display_name":"Andreas Mitschele\u2010Thiel","orcid":"https://orcid.org/0000-0002-7956-5228"},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Mitschele-Thiel","raw_affiliation_strings":["Ilmenau University of Technology, Ilmenau, Germany","Ilmenau University of Technology Ilmenau Germany#TAB#"],"affiliations":[{"raw_affiliation_string":"Ilmenau University of Technology, Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181"]},{"raw_affiliation_string":"Ilmenau University of Technology Ilmenau Germany#TAB#","institution_ids":["https://openalex.org/I119449181"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070298978"],"corresponding_institution_ids":["https://openalex.org/I119449181"],"apc_list":null,"apc_paid":null,"fwci":6.1376,"has_fulltext":false,"cited_by_count":69,"citation_normalized_percentile":{"value":0.96780547,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2818","last_page":"2823"},"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/T10796","display_name":"Cooperative Communication and Network Coding","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/T10575","display_name":"Wireless Communication Networks Research","score":0.9990000128746033,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8426926732063293},{"id":"https://openalex.org/keywords/snapshot","display_name":"Snapshot (computer storage)","score":0.8271797895431519},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7892627120018005},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6226643323898315},{"id":"https://openalex.org/keywords/self-organizing-network","display_name":"Self-organizing network","score":0.5438538193702698},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4637577533721924},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.44949081540107727},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4309495687484741},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.384345144033432},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35113877058029175},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1255720555782318}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8426926732063293},{"id":"https://openalex.org/C55282118","wikidata":"https://www.wikidata.org/wiki/Q252683","display_name":"Snapshot (computer storage)","level":2,"score":0.8271797895431519},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7892627120018005},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6226643323898315},{"id":"https://openalex.org/C179618828","wikidata":"https://www.wikidata.org/wiki/Q3478119","display_name":"Self-organizing network","level":2,"score":0.5438538193702698},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4637577533721924},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.44949081540107727},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4309495687484741},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.384345144033432},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35113877058029175},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1255720555782318},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/wcnc.2012.6214281","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc.2012.6214281","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325850","display_name":"Universit\u00e4t Stuttgart","ror":"https://ror.org/04vnq7t77"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1545177587","https://openalex.org/W1568897184","https://openalex.org/W2016570615","https://openalex.org/W2058536250","https://openalex.org/W2111654717","https://openalex.org/W2121863487","https://openalex.org/W2134393683","https://openalex.org/W2147184971","https://openalex.org/W2159534057","https://openalex.org/W2170291692","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W96612179","https://openalex.org/W2770234245","https://openalex.org/W2566006169","https://openalex.org/W2542847180","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2903628741","https://openalex.org/W2081459161","https://openalex.org/W2545234387"],"abstract_inverted_index":{"Traditional":[0],"manual":[1],"procedures":[2],"for":[3,27,42],"Coverage":[4],"and":[5,10,30,71,156,179],"Capacity":[6],"Optimization":[7],"are":[8],"complex":[9],"time":[11],"consuming":[12],"due":[13,188],"to":[14,50,73,136,172,189],"the":[15,74,83,119,138,164,174,185],"increasing":[16],"complexity":[17],"of":[18,60,67,82,140],"cellular":[19],"networks.":[20],"This":[21],"paper":[22],"presents":[23],"reinforcement":[24],"learning":[25,40,58,69,91],"strategies":[26,41,62],"self-organized":[28],"coverage":[29],"capacity":[31],"optimization":[32,55],"through":[33],"antenna":[34],"downtilt":[35],"adaptation.":[36],"We":[37,127],"analyze":[38],"different":[39,80,149],"a":[43,52,86,96,113,130],"Fuzzy":[44],"Q-Learning":[45],"based":[46,132,167],"solution":[47],"in":[48,65,124,146],"order":[49],"have":[51,85],"fully":[53],"autonomous":[54],"process.":[56],"The":[57,142,159],"behavior":[59],"these":[61],"is":[63,144,169],"presented":[64],"terms":[66],"their":[68],"speed":[70],"convergence":[72,191],"optimal":[75,175],"settings.":[76],"Simultaneous":[77],"actions":[78,123],"by":[79],"cells":[81,120],"network":[84,108,150],"great":[87],"impact":[88],"on":[89],"this":[90],"behavior.":[92],"Therefore,":[93],"we":[94],"study":[95],"stable":[97],"strategy":[98,116,133,168,187],"where":[99,117],"only":[100],"one":[101],"cell":[102,157],"can":[103,180],"take":[104,121],"an":[105],"action":[106],"per":[107],"snapshot":[109],"as":[110,112],"well":[111],"more":[114],"dynamic":[115],"all":[118,147],"simultaneous":[122],"every":[125],"snapshot.":[126],"also":[128,181],"propose":[129],"cluster":[131,166],"that":[134,163],"tries":[135],"combine":[137],"benefits":[139],"both.":[141],"performance":[143],"evaluated":[145],"three":[148],"states,":[151],"i.e.":[152],"deployment,":[153],"normal":[154],"operation":[155],"outage.":[158],"simulation":[160],"results":[161],"show":[162],"proposed":[165],"much":[170],"faster":[171],"learn":[173],"configuration":[176],"than":[177,184],"one-cell-per-snapshot":[178],"perform":[182],"better":[183,190],"all-cells-per-snapshot":[186],"capabilities.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":10},{"year":2013,"cited_by_count":8},{"year":2012,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
