{"id":"https://openalex.org/W4282927129","doi":"https://doi.org/10.1145/3532577.3532601","title":"Evaluation of Reinforcement-Learning Queue Management Algorithm for Undersea Acoustic Networks Using ns-3","display_name":"Evaluation of Reinforcement-Learning Queue Management Algorithm for Undersea Acoustic Networks Using ns-3","publication_year":2022,"publication_date":"2022-06-15","ids":{"openalex":"https://openalex.org/W4282927129","doi":"https://doi.org/10.1145/3532577.3532601"},"language":"en","primary_location":{"id":"doi:10.1145/3532577.3532601","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3532577.3532601","pdf_url":null,"source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 Workshop on ns-3","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/A5100364185","display_name":"Peng Zhang","orcid":"https://orcid.org/0000-0002-8403-8289"},"institutions":[{"id":"https://openalex.org/I1339224429","display_name":"Naval Information Warfare Center Pacific","ror":"https://ror.org/01gs1cg95","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330347796","https://openalex.org/I1339224429","https://openalex.org/I2802223155","https://openalex.org/I3130687028"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Peng Zhang","raw_affiliation_strings":["Naval Information Warfare Center, Pacific, USA"],"affiliations":[{"raw_affiliation_string":"Naval Information Warfare Center, Pacific, USA","institution_ids":["https://openalex.org/I1339224429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055173150","display_name":"Pedro A. Forero","orcid":null},"institutions":[{"id":"https://openalex.org/I1339224429","display_name":"Naval Information Warfare Center Pacific","ror":"https://ror.org/01gs1cg95","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330347796","https://openalex.org/I1339224429","https://openalex.org/I2802223155","https://openalex.org/I3130687028"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pedro A. Forero","raw_affiliation_strings":["Naval Information Warfare Center, Pacific, USA"],"affiliations":[{"raw_affiliation_string":"Naval Information Warfare Center, Pacific, USA","institution_ids":["https://openalex.org/I1339224429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033766749","display_name":"D. Yap","orcid":null},"institutions":[{"id":"https://openalex.org/I1339224429","display_name":"Naval Information Warfare Center Pacific","ror":"https://ror.org/01gs1cg95","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330347796","https://openalex.org/I1339224429","https://openalex.org/I2802223155","https://openalex.org/I3130687028"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Yap","raw_affiliation_strings":["Naval Information Warfare Center, Pacific, USA"],"affiliations":[{"raw_affiliation_string":"Naval Information Warfare Center, Pacific, USA","institution_ids":["https://openalex.org/I1339224429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042783203","display_name":"Dusan Radosevic","orcid":null},"institutions":[{"id":"https://openalex.org/I1339224429","display_name":"Naval Information Warfare Center Pacific","ror":"https://ror.org/01gs1cg95","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330347796","https://openalex.org/I1339224429","https://openalex.org/I2802223155","https://openalex.org/I3130687028"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dusan Radosevic","raw_affiliation_strings":["Naval Information Warfare Center, Pacific, USA"],"affiliations":[{"raw_affiliation_string":"Naval Information Warfare Center, Pacific, USA","institution_ids":["https://openalex.org/I1339224429"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100364185"],"corresponding_institution_ids":["https://openalex.org/I1339224429"],"apc_list":null,"apc_paid":null,"fwci":0.1443,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43036754,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"105","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9948999881744385,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","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"}}],"keywords":[{"id":"https://openalex.org/keywords/weighted-fair-queueing","display_name":"Weighted fair queueing","score":0.8340278267860413},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7730952501296997},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.710229218006134},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.638969898223877},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5235571265220642},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.5204555988311768},{"id":"https://openalex.org/keywords/bandwidth-allocation","display_name":"Bandwidth allocation","score":0.47705212235450745},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.47301390767097473},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.46589601039886475},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4455907940864563},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38435888290405273},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21496504545211792}],"concepts":[{"id":"https://openalex.org/C102486512","wikidata":"https://www.wikidata.org/wiki/Q457762","display_name":"Weighted fair queueing","level":3,"score":0.8340278267860413},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7730952501296997},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.710229218006134},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.638969898223877},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5235571265220642},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.5204555988311768},{"id":"https://openalex.org/C200157131","wikidata":"https://www.wikidata.org/wiki/Q4854763","display_name":"Bandwidth allocation","level":3,"score":0.47705212235450745},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.47301390767097473},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.46589601039886475},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4455907940864563},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38435888290405273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21496504545211792}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3532577.3532601","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3532577.3532601","pdf_url":null,"source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 Workshop on ns-3","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W639949082","https://openalex.org/W2113852631","https://openalex.org/W2137814624","https://openalex.org/W2265074903","https://openalex.org/W2404603175","https://openalex.org/W2613136045","https://openalex.org/W2737058386","https://openalex.org/W2768533386","https://openalex.org/W2782557806","https://openalex.org/W2990740617","https://openalex.org/W3216772467","https://openalex.org/W4213221859","https://openalex.org/W4213242060"],"related_works":["https://openalex.org/W1912482272","https://openalex.org/W2581865514","https://openalex.org/W2132767805","https://openalex.org/W2128990222","https://openalex.org/W3046807813","https://openalex.org/W2611354177","https://openalex.org/W2318817008","https://openalex.org/W2062664162","https://openalex.org/W2088953037","https://openalex.org/W2172079042"],"abstract_inverted_index":{"Addressing":[0],"quality-of-service":[1],"(QoS)":[2],"requirements":[3],"for":[4,38,54,136,171],"software":[5],"applications":[6],"in":[7,15,111,116],"undersea":[8,39],"acoustic":[9,27,40,138],"networks":[10],"is":[11,14,152],"challenging.":[12],"This":[13],"part":[16],"due":[17],"to":[18,95,113],"the":[19,23,26,31,82,97,126,145,149,155,161,164,172],"strong":[20],"dependency":[21],"of":[22,33,99,128,163],"characteristics":[24],"on":[25,68],"propagation":[28],"environment":[29,151],"and":[30,74,140,148,167],"lack":[32],"effective":[34],"congestion":[35],"control":[36],"protocols":[37],"networks.":[41],"In":[42,93],"this":[43],"work":[44],"we":[45,103],"propose":[46],"a":[47,88,105,117,168],"deep":[48],"reinforcement":[49],"learning":[50],"(DRL)":[51],"based":[52,67],"algorithm":[53],"allocating":[55],"bandwidth":[56,84],"resources":[57],"across":[58],"different":[59],"traffic":[60,69],"types.":[61],"Bandwidth":[62],"allocations":[63],"are":[64],"periodically":[65],"updated":[66],"prioritization,":[70],"QoS":[71],"delay":[72],"requirements,":[73],"queue":[75],"occupancy":[76],"levels.":[77],"A":[78],"DRL":[79,146],"agent":[80,147],"learns":[81],"optimal":[83],"allocation":[85],"policy":[86,166],"via":[87],"Soft":[89],"Actor-Critic":[90],"(SAC)":[91],"algorithm.":[92],"order":[94],"test":[96],"effectiveness":[98],"our":[100],"proposed":[101],"algorithm,":[102],"developed":[104],"weighted":[106],"fair":[107],"queuing":[108],"(WFQ)":[109],"module":[110,124],"ns-3":[112,134,175],"enable":[114],"testing":[115],"high":[118],"fidelity":[119],"simulation":[120],"environment.":[121],"The":[122,142],"WFQ":[123,174],"enables":[125],"use":[127,169],"queueing":[129],"disciplines":[130],"together":[131],"with":[132],"an":[133],"library":[135],"underwater":[137],"communications":[139],"networking.":[141],"interaction":[143],"between":[144],"simulated":[150],"enabled":[153],"by":[154],"ns3-gym":[156],"framework.":[157],"Numerical":[158],"tests":[159],"illustrate":[160],"performance":[162],"DRL-based":[165],"case":[170],"new":[173],"module.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}