{"id":"https://openalex.org/W2907232182","doi":"https://doi.org/10.1109/milcom.2018.8599824","title":"Reinforcement Learning for Quality of Experience Optimization in Tactical Networks","display_name":"Reinforcement Learning for Quality of Experience Optimization in Tactical Networks","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2907232182","doi":"https://doi.org/10.1109/milcom.2018.8599824","mag":"2907232182"},"language":"en","primary_location":{"id":"doi:10.1109/milcom.2018.8599824","is_oa":false,"landing_page_url":"https://doi.org/10.1109/milcom.2018.8599824","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MILCOM 2018 - 2018 IEEE Military Communications Conference (MILCOM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5020496123","display_name":"Gerome Bovet","orcid":null},"institutions":[{"id":"https://openalex.org/I2801872989","display_name":"Federal Department of Defence, Civil Protection and Sports","ror":"https://ror.org/02q3y8p81","country_code":"CH","type":"government","lineage":["https://openalex.org/I2801872989"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Gerome Bovet","raw_affiliation_strings":["Swiss Federal Department of Defence, Armasuisse Science + Technology, Thun, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swiss Federal Department of Defence, Armasuisse Science + Technology, Thun, Switzerland","institution_ids":["https://openalex.org/I2801872989"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057402438","display_name":"Kevin Chan","orcid":"https://orcid.org/0000-0002-6425-5403"},"institutions":[{"id":"https://openalex.org/I166416128","display_name":"DEVCOM Army Research Laboratory","ror":"https://ror.org/011hc8f90","country_code":"US","type":"government","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I166416128","https://openalex.org/I2802705668","https://openalex.org/I4210154437"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin S. Chan","raw_affiliation_strings":["U.S. Army Research Laboratory, Adelphi, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"U.S. Army Research Laboratory, Adelphi, MD, USA","institution_ids":["https://openalex.org/I166416128"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2018","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9970999956130981,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9970999956130981,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9940000176429749,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9930999875068665,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7362189292907715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6822595596313477},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6347255110740662},{"id":"https://openalex.org/keywords/tactical-communications","display_name":"Tactical communications","score":0.5975961685180664},{"id":"https://openalex.org/keywords/platoon","display_name":"Platoon","score":0.5954201817512512},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5394976139068604},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.49247679114341736},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4763379693031311},{"id":"https://openalex.org/keywords/battlespace","display_name":"Battlespace","score":0.44442349672317505},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.4333811402320862},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4123552143573761},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.25131309032440186},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18926212191581726},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.15783250331878662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1049271821975708}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7362189292907715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6822595596313477},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6347255110740662},{"id":"https://openalex.org/C152800680","wikidata":"https://www.wikidata.org/wiki/Q5408491","display_name":"Tactical communications","level":2,"score":0.5975961685180664},{"id":"https://openalex.org/C2777735972","wikidata":"https://www.wikidata.org/wiki/Q1061967","display_name":"Platoon","level":3,"score":0.5954201817512512},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5394976139068604},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.49247679114341736},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4763379693031311},{"id":"https://openalex.org/C2781438671","wikidata":"https://www.wikidata.org/wiki/Q1002407","display_name":"Battlespace","level":2,"score":0.44442349672317505},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4333811402320862},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4123552143573761},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25131309032440186},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18926212191581726},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.15783250331878662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1049271821975708},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/milcom.2018.8599824","is_oa":false,"landing_page_url":"https://doi.org/10.1109/milcom.2018.8599824","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MILCOM 2018 - 2018 IEEE Military Communications Conference (MILCOM)","raw_type":"proceedings-article"},{"id":"mag:3120065854","is_oa":false,"landing_page_url":"https://jglobal.jst.go.jp/en/detail?JGLOBAL_ID=201902247022514387","pdf_url":null,"source":{"id":"https://openalex.org/S4306512817","display_name":"IEEE Conference Proceedings","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"IEEE Conference Proceedings","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320326610","display_name":"Haute \u00e9cole Sp\u00e9cialis\u00e9e de Suisse Occidentale","ror":"https://ror.org/03r5zec51"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W1549535141","https://openalex.org/W1626155273","https://openalex.org/W1970200030","https://openalex.org/W2015650505","https://openalex.org/W2060807102","https://openalex.org/W2087295141","https://openalex.org/W2096069808","https://openalex.org/W2537747452","https://openalex.org/W2565425893","https://openalex.org/W2592434961","https://openalex.org/W2963083801","https://openalex.org/W2963398524"],"related_works":["https://openalex.org/W1978565772","https://openalex.org/W2107978247","https://openalex.org/W1589708739","https://openalex.org/W37426858","https://openalex.org/W2286095538","https://openalex.org/W2103039036","https://openalex.org/W4238451362","https://openalex.org/W1564139491","https://openalex.org/W317934499","https://openalex.org/W1965222577"],"abstract_inverted_index":{"The":[0,37,116],"future":[1],"tactical":[2,48,156],"battlespace":[3],"will":[4],"require":[5],"a":[6,31,60,91,133],"variety":[7],"of":[8,59,120,123,128,139,142,150,155],"services":[9,131],"that":[10,94],"are":[11,43,67],"deployed":[12],"at":[13],"the":[14,22,57,70,76,79,84,99,105,121,129,140,145],"company":[15],"or":[16,126],"platoon":[17],"level.":[18],"Tactical":[19],"radios":[20,49],"provide":[21],"communications":[23,41,130],"between":[24],"these":[25],"elements,":[26],"which":[27],"must":[28],"operate":[29],"in":[30,98,132,144,159],"disconnected":[32],"intermittent,":[33],"limited":[34],"bandwidth":[35],"environment.":[36],"projected":[38],"computing":[39],"and":[40,50,65,101,136],"requirements":[42,86,127],"significantly":[44],"greater":[45],"than":[46],"what":[47],"their":[51],"devices":[52],"currently":[53],"offer.":[54],"Capacity":[55],"is":[56],"result":[58],"bottom-up":[61],"approach,":[62],"where":[63,78],"routes":[64],"links":[66],"determined":[68],"by":[69],"nodes":[71],"locations.":[72],"This":[73],"leads":[74],"to":[75,103,107,153],"situation":[77],"capacity":[80],"does":[81],"not":[82],"take":[83],"applications":[85],"into":[87],"account.":[88],"We":[89,147],"propose":[90],"top-down":[92],"approach":[93,152],"considers":[95,118],"application":[96],"requirement":[97],"network":[100,106,110,134],"attempts":[102],"reconfigure":[104],"improve":[108],"overall":[109],"performance":[111],"through":[112],"reinforcement":[113],"learning":[114,117],"techniques.":[115],"understanding":[119],"quality":[122],"experience":[124],"demands":[125],"domain":[135],"learns":[137],"optimizations":[138],"Quality":[141],"Service":[143],"network.":[146],"present":[148],"validation":[149],"this":[151],"use":[154],"node":[157],"deployments":[158],"Switzerland.":[160]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}