{"id":"https://openalex.org/W2809832199","doi":"https://doi.org/10.1109/mcom.2019.1800434","title":"An Overview of Machine Learning Approaches in Wireless Mesh Networks","display_name":"An Overview of Machine Learning Approaches in Wireless Mesh Networks","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2809832199","doi":"https://doi.org/10.1109/mcom.2019.1800434","mag":"2809832199"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.2019.1800434","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.2019.1800434","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","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/A5046376290","display_name":"Samurdhi Karunaratne","orcid":"https://orcid.org/0000-0002-9341-0222"},"institutions":[{"id":"https://openalex.org/I111199411","display_name":"University of Peradeniya","ror":"https://ror.org/025h79t26","country_code":"LK","type":"education","lineage":["https://openalex.org/I111199411"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Samurdhi Karunaratne","raw_affiliation_strings":["University of Peradeniya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Peradeniya","institution_ids":["https://openalex.org/I111199411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026448728","display_name":"Haris Gacanin","orcid":"https://orcid.org/0000-0003-3168-8883"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haris Gacanin","raw_affiliation_strings":["Nokia Bell Labs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4948,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.8955598,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"57","issue":"4","first_page":"102","last_page":"108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10246","display_name":"Mobile Ad Hoc Networks","score":1.0,"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/T10246","display_name":"Mobile Ad Hoc Networks","score":1.0,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9993000030517578,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","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/computer-science","display_name":"Computer science","score":0.873805046081543},{"id":"https://openalex.org/keywords/wireless-mesh-network","display_name":"Wireless mesh network","score":0.7887250185012817},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5632936954498291},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5155274868011475},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5120404362678528},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5098754167556763},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.49697282910346985},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42770832777023315},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2631268799304962},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23476353287696838}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.873805046081543},{"id":"https://openalex.org/C31548570","wikidata":"https://www.wikidata.org/wiki/Q6453712","display_name":"Wireless mesh network","level":4,"score":0.7887250185012817},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5632936954498291},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5155274868011475},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5120404362678528},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5098754167556763},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.49697282910346985},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42770832777023315},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2631268799304962},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23476353287696838}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcom.2019.1800434","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.2019.1800434","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W607505555","https://openalex.org/W1571428298","https://openalex.org/W1989582478","https://openalex.org/W2023786459","https://openalex.org/W2045687447","https://openalex.org/W2079020570","https://openalex.org/W2102439084","https://openalex.org/W2121863487","https://openalex.org/W2133492106","https://openalex.org/W2148093456","https://openalex.org/W2148198165","https://openalex.org/W2161982361","https://openalex.org/W2562947506","https://openalex.org/W2569775632","https://openalex.org/W2784053764","https://openalex.org/W4214717370","https://openalex.org/W4236362309","https://openalex.org/W6661776109"],"related_works":["https://openalex.org/W2088748318","https://openalex.org/W3048384332","https://openalex.org/W2810292777","https://openalex.org/W333662112","https://openalex.org/W2557999406","https://openalex.org/W2059245631","https://openalex.org/W2067864308","https://openalex.org/W2371404191","https://openalex.org/W3133147449","https://openalex.org/W1901143057"],"abstract_inverted_index":{"Wireless":[0],"mesh":[1],"networks":[2,26,35],"(WMNs)":[3],"have":[4],"been":[5,70],"extensively":[6],"studied":[7],"for":[8,33],"nearly":[9],"two":[10],"decades":[11],"as":[12],"one":[13],"of":[14,27,73],"the":[15,22,28,71,126],"most":[16],"promising":[17],"candidates":[18],"expected":[19],"to":[20,46,77,85],"power":[21],"high-bandwidth,":[23],"high-coverage":[24],"wireless":[25],"future.":[29],"However,":[30],"consumer":[31],"demand":[32],"such":[34],"has":[36,69],"only":[37],"recently":[38],"caught":[39],"up,":[40],"rendering":[41],"efforts":[42,97],"at":[43],"optimizing":[44],"WMNs":[45,101],"support":[47],"high":[48,52],"capacities":[49],"and":[50,57,81,95,109],"offer":[51],"QoS,":[53],"while":[54,104],"being":[55],"secure":[56],"fault-tolerant,":[58],"more":[59],"important":[60],"than":[61],"ever.":[62],"To":[63],"this":[64,88],"end,":[65],"a":[66],"recent":[67],"trend":[68],"application":[72],"machine":[74],"learning":[75],"(ML)":[76],"solve":[78],"various":[79],"design":[80],"management":[82],"tasks":[83],"related":[84],"WMNs.":[86],"In":[87],"work,":[89],"key":[90],"ML":[91,118],"techniques":[92],"are":[93,102,114,128],"discussed":[94],"past":[96],"applying":[98],"them":[99],"in":[100,125],"analyzed,":[103],"noting":[105],"some":[106],"existing":[107],"issues":[108],"suggesting":[110],"potential":[111],"solutions.":[112],"Directions":[113],"provided":[115],"on":[116],"how":[117],"could":[119],"advance":[120],"future":[121],"research.":[122],"Recent":[123],"developments":[124],"field":[127],"also":[129],"examined.":[130]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
