{"id":"https://openalex.org/W2977850810","doi":"https://doi.org/10.1109/iccchina.2019.8855946","title":"Intelligent Maritime Communications Enabled by Deep Reinforcement Learning","display_name":"Intelligent Maritime Communications Enabled by Deep Reinforcement Learning","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W2977850810","doi":"https://doi.org/10.1109/iccchina.2019.8855946","mag":"2977850810"},"language":"en","primary_location":{"id":"doi:10.1109/iccchina.2019.8855946","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccchina.2019.8855946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE/CIC International Conference on Communications in China (ICCC)","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/A5102001640","display_name":"Jiabo Li","orcid":"https://orcid.org/0000-0001-9499-2706"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiabo Li","raw_affiliation_strings":["Navigation College, Dalian Maritime University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Navigation College, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083657836","display_name":"Tingting Yang","orcid":"https://orcid.org/0000-0002-7406-2170"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Yang","raw_affiliation_strings":["Navigation College, Dalian Maritime University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Navigation College, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102925061","display_name":"Hailong Feng","orcid":"https://orcid.org/0000-0001-9993-0248"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hailong Feng","raw_affiliation_strings":["Navigation College, Dalian Maritime University, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Navigation College, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102001640"],"corresponding_institution_ids":["https://openalex.org/I43313876"],"apc_list":null,"apc_paid":null,"fwci":0.1768,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54490729,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"786","last_page":"791"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9986000061035156,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9986000061035156,"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/T12042","display_name":"Satellite Communication Systems","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9972000122070312,"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":0.842789888381958},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.664604902267456},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6458171606063843},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6078075170516968},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6033169031143188},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5606783628463745},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5144267678260803},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.4468914270401001},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43474018573760986},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.42008352279663086},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3308188319206238},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3087586462497711},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.29998883605003357},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.18305793404579163},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.12787878513336182},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0926637053489685}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.842789888381958},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.664604902267456},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6458171606063843},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6078075170516968},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6033169031143188},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5606783628463745},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5144267678260803},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.4468914270401001},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43474018573760986},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.42008352279663086},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3308188319206238},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3087586462497711},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.29998883605003357},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.18305793404579163},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.12787878513336182},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0926637053489685},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccchina.2019.8855946","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccchina.2019.8855946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE/CIC International Conference on Communications in China (ICCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.44999998807907104,"display_name":"Life below water"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1757796397","https://openalex.org/W1979529375","https://openalex.org/W2037691183","https://openalex.org/W2040340473","https://openalex.org/W2073609118","https://openalex.org/W2080555506","https://openalex.org/W2141185496","https://openalex.org/W2145339207","https://openalex.org/W2155593733","https://openalex.org/W2594917114","https://openalex.org/W2604420083","https://openalex.org/W2749726106","https://openalex.org/W2793732783","https://openalex.org/W2795765720","https://openalex.org/W2804941773","https://openalex.org/W2805387616","https://openalex.org/W3098436915","https://openalex.org/W3098870760","https://openalex.org/W3101264727","https://openalex.org/W4298857966","https://openalex.org/W6637967152"],"related_works":["https://openalex.org/W4400868993","https://openalex.org/W3096874164","https://openalex.org/W1985560493","https://openalex.org/W2937181779","https://openalex.org/W2386410636","https://openalex.org/W2357975469","https://openalex.org/W2145363145","https://openalex.org/W1626977535","https://openalex.org/W2341346307","https://openalex.org/W3168977894"],"abstract_inverted_index":{"Nowadays,":[0],"with":[1,57,70],"maritime":[2,22,33],"services":[3],"grows":[4],"exponentially,":[5],"quality":[6],"of":[7,21,42,86,153,175],"service":[8],"(QoS)":[9],"for":[10,108],"data":[11,54,135,154],"transmission":[12,55],"has":[13],"become":[14],"a":[15,31,52,150],"bottleneck":[16],"that":[17,160],"restricts":[18],"the":[19,40,58,84,87,105,115,120,124,128,133,137,161,173,176],"development":[20],"communication.":[23],"In":[24,48,94],"order":[25],"to":[26,38,103,118,149,165],"solve":[27],"this":[28,64],"problem,":[29],"firstly,":[30],"software-defined":[32],"communication":[34,43],"framework":[35],"is":[36,89,163,179],"proposed":[37,177],"overcome":[39],"difficulty":[41],"mode":[44],"in":[45,63,169],"heterogeneous":[46],"environment.":[47],"addition,":[49],"we":[50],"propose":[51],"novel":[53],"scheme":[56,80,162,178],"enhanced":[59],"deep":[60,116],"Q-learning":[61],"algorithm":[62],"framework,":[65],"which":[66],"combines":[67],"depth":[68],"Q-network":[69,117],"softmax":[71],"multiple":[72],"classifier,":[73],"also":[74,81],"known":[75],"as":[76,142,146],"S-DQN":[77],"algorithm.":[78],"This":[79],"mentions":[82],"what":[83],"purpose":[85],"optimization":[88],"(i.e.,":[90],"throughput,":[91],"cost,":[92],"energy).":[93],"our":[95],"system,":[96],"markov":[97],"decision":[98],"processes":[99],"(MDPs)":[100],"are":[101],"used":[102],"implement":[104],"optimal":[106,129,138],"strategy":[107,139],"network":[109],"resource":[110],"scheduling.":[111],"The":[112,156],"system":[113],"employs":[114],"establish":[119],"mapping":[121],"relationship":[122],"between":[123],"acquired":[125],"information":[126],"and":[127,131,144,172],"strategy,":[130],"when":[132],"input":[134],"arrives,":[136],"can":[140],"be":[141],"fast":[143],"accurate":[145],"possible":[147],"due":[148],"large":[151],"amount":[152],"self-learning.":[155],"simulation":[157],"results":[158],"show":[159],"superior":[164],"other":[166],"traditional":[167],"schemes":[168],"different":[170],"QoS,":[171],"effectiveness":[174],"verified.":[180]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
