{"id":"https://openalex.org/W3010099486","doi":"https://doi.org/10.14209/jcis.2020.7","title":"Deep Reinforcement Learning for QoS-Constrained Resource Allocation in Multiservice Networks","display_name":"Deep Reinforcement Learning for QoS-Constrained Resource Allocation in Multiservice Networks","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3010099486","doi":"https://doi.org/10.14209/jcis.2020.7","mag":"3010099486"},"language":"en","primary_location":{"id":"doi:10.14209/jcis.2020.7","doi":"https://doi.org/10.14209/jcis.2020.7","is_oa":true,"landing_page_url":"https://doi.org/10.14209/jcis.2020.7","pdf_url":"https://jcis.sbrt.org.br/jcis/article/download/711/480","source":{"id":"https://openalex.org/S2764698983","display_name":"Journal of Communication and Information Systems","issn_l":"1980-6604","issn":["1980-6604","1980-6612"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Communication and Information Systems","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jcis.sbrt.org.br/jcis/article/download/711/480","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027494306","display_name":"Juno V. Saraiva","orcid":"https://orcid.org/0000-0001-5044-6009","observed_orcids":["https://orcid.org/0000-0001-5044-6009"]},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Juno Saraiva","raw_affiliation_strings":["Federal University of Cear\u00e1 (UFC)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Cear\u00e1 (UFC)","institution_ids":["https://openalex.org/I243754102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010512726","display_name":"Iran M. Braga","orcid":"https://orcid.org/0000-0003-0209-850X","observed_orcids":["https://orcid.org/0000-0003-0209-850X"]},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Iran Braga Junior","raw_affiliation_strings":["Federal University of Cear\u00e1 (UFC)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Cear\u00e1 (UFC)","institution_ids":["https://openalex.org/I243754102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006109856","display_name":"Victor Farias Monteiro","orcid":"https://orcid.org/0000-0002-6462-4686","observed_orcids":["https://orcid.org/0000-0002-6462-4686"]},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Victor Monteiro","raw_affiliation_strings":["Federal University of Cear\u00e1 (UFC)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Cear\u00e1 (UFC)","institution_ids":["https://openalex.org/I243754102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003511260","display_name":"Francisco Rafael Marques Lima","orcid":"https://orcid.org/0000-0002-4115-1935","observed_orcids":["https://orcid.org/0000-0002-4115-1935"]},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Francisco Rafael Lima","raw_affiliation_strings":["Federal University of Cear\u00e1 (UFC)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Cear\u00e1 (UFC)","institution_ids":["https://openalex.org/I243754102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002093446","display_name":"Tarc\u00edsio F. Maciel","orcid":"https://orcid.org/0000-0002-8861-1708","observed_orcids":["https://orcid.org/0000-0002-8861-1708"]},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Tarcisio Maciel","raw_affiliation_strings":["Federal University of Cear\u00e1 (UFC)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Cear\u00e1 (UFC)","institution_ids":["https://openalex.org/I243754102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090779581","display_name":"Walter C. Freitas","orcid":"https://orcid.org/0000-0002-0821-3460","observed_orcids":["https://orcid.org/0000-0002-0821-3460"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Walter Freitas Junior","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5085898218","display_name":"Francisco R. P. Cavalcanti","orcid":"https://orcid.org/0000-0001-8921-3448","observed_orcids":["https://orcid.org/0000-0001-8921-3448"]},"institutions":[{"id":"https://openalex.org/I243754102","display_name":"Universidade Federal do Cear\u00e1","ror":"https://ror.org/03srtnf24","country_code":"BR","type":"education","lineage":["https://openalex.org/I243754102"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Francisco Rodrigo Cavalcanti","raw_affiliation_strings":["Federal University of Cear\u00e1 (UFC)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Cear\u00e1 (UFC)","institution_ids":["https://openalex.org/I243754102"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8597,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.69460218,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":97},"biblio":{"volume":"35","issue":"1","first_page":"66","last_page":"76"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9883000254631042,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9883000254631042,"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/T10575","display_name":"Wireless Communication Networks Research","score":0.007699999958276749,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.0006000000284984708,"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/radio-resource-allocation","display_name":"radio resource allocation","score":0.9879999756813049},{"id":"https://openalex.org/keywords/qos-constraints","display_name":"quality of service constraints","score":0.8920000195503235},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.8640000224113464},{"id":"https://openalex.org/keywords/multi-agent-reinforcement-learning","display_name":"multi-agent reinforcement learning","score":0.9620000123977661},{"id":"https://openalex.org/keywords/distributed-optimization","display_name":"distributed optimization","score":0.800000011920929},{"id":"https://openalex.org/keywords/spectral-efficiency","display_name":"spectral efficiency","score":0.8149999976158142},{"id":"https://openalex.org/keywords/nonconvex-optimization","display_name":"non-convex optimization","score":0.8519999980926514},{"id":"https://openalex.org/keywords/cellular-networks","display_name":"cellular networks","score":0.9089999794960022},{"id":"https://openalex.org/keywords/outage-rate","display_name":"outage rate","score":0.8259999752044678},{"id":"https://openalex.org/keywords/throughput","display_name":"throughput","score":0.9380000233650208}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.9208226203918457},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7983764410018921},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7140375971794128},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6229605674743652},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6129066944122314},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5623542070388794},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5440911054611206},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5175461173057556},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4739525318145752},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.47185397148132324},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.46846717596054077},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4220377206802368},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.37757718563079834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3546009063720703},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1729608178138733},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09007158875465393},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0894191563129425},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07601121068000793},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.14209/jcis.2020.7","doi":"https://doi.org/10.14209/jcis.2020.7","is_oa":true,"landing_page_url":"https://doi.org/10.14209/jcis.2020.7","pdf_url":"https://jcis.sbrt.org.br/jcis/article/download/711/480","source":{"id":"https://openalex.org/S2764698983","display_name":"Journal of Communication and Information Systems","issn_l":"1980-6604","issn":["1980-6604","1980-6612"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Communication and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.ufc.br:riufc/70548","doi":null,"is_oa":true,"landing_page_url":"https://doi.org/10.14209/jcis.2020.7","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"instacron:UFC","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:arXiv.org:2003.02643","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2003.02643","pdf_url":"https://arxiv.org/pdf/2003.02643","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:www.repositorio.ufc.br:riufc/70548","doi":null,"is_oa":true,"landing_page_url":"http://www.repositorio.ufc.br/handle/riufc/70548","pdf_url":"http://repositorio.ufc.br/bitstream/riufc/70548/1/2020_art_frrpcavalcanti.pdf","source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"reponame:Reposit\u00f3rio Institucional da Universidade Federal do Cear\u00e1 (UFC)","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"mag:3010099486","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2003.02643.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2003.02643","doi":"https://doi.org/10.48550/arxiv.2003.02643","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2003.02643","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.14209/jcis.2020.7","doi":"https://doi.org/10.14209/jcis.2020.7","is_oa":true,"landing_page_url":"https://doi.org/10.14209/jcis.2020.7","pdf_url":"https://jcis.sbrt.org.br/jcis/article/download/711/480","source":{"id":"https://openalex.org/S2764698983","display_name":"Journal of Communication and Information Systems","issn_l":"1980-6604","issn":["1980-6604","1980-6612"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Communication and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3010099486.pdf","grobid_xml":"https://content.openalex.org/works/W3010099486.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1973666842","https://openalex.org/W2071009290","https://openalex.org/W2121863487","https://openalex.org/W2145339207","https://openalex.org/W2155968351","https://openalex.org/W2158111816","https://openalex.org/W2343710647","https://openalex.org/W2402144811","https://openalex.org/W2537515126","https://openalex.org/W2547892919","https://openalex.org/W2756144809","https://openalex.org/W2772526503","https://openalex.org/W2797312408","https://openalex.org/W2807731816","https://openalex.org/W2808127061","https://openalex.org/W2887286578","https://openalex.org/W2891171329","https://openalex.org/W2907626093","https://openalex.org/W2963000651","https://openalex.org/W2963620705","https://openalex.org/W2964121744","https://openalex.org/W2968782695","https://openalex.org/W2969195240","https://openalex.org/W2969482782","https://openalex.org/W3019975328","https://openalex.org/W3100366369","https://openalex.org/W3101940057","https://openalex.org/W3123212791","https://openalex.org/W4232216697"],"related_works":["https://openalex.org/W3019975328","https://openalex.org/W4391128580","https://openalex.org/W6980949684","https://openalex.org/W3132096446","https://openalex.org/W4306178475","https://openalex.org/W4322503173","https://openalex.org/W4318969838","https://openalex.org/W3191840440","https://openalex.org/W7129356155","https://openalex.org/W3047578702"],"abstract_inverted_index":{"In":[0],"this":[1,119],"article,":[2],"we":[3,72,160,172],"study":[4],"a":[5,14,78,82,88,107,133,174],"Radio":[6],"Resource":[7],"Allocation":[8],"(RRA)":[9],"that":[10,74],"was":[11],"formulated":[12],"as":[13],"non-convex":[15],"optimization":[16,65,90],"problem":[17,36,75],"whose":[18],"main":[19,129],"aim":[20],"is":[21,97],"to":[22,28,54,105,139],"maximize":[23],"the":[24,43,56,68,112,162,166,179],"spectral":[25],"efficiency":[26],"subject":[27],"satisfaction":[29,144],"guarantees":[30,145],"in":[31,42,52,67,132,152,181],"multiservice":[32,153],"wireless":[33],"systems.":[34],"This":[35],"has":[37],"already":[38],"been":[39,49],"previously":[40],"investigated":[41],"literature":[44,167],"and":[45,76,127,146,171,185],"efficient":[46],"heuristics":[47],"have":[48],"proposed.":[50],"However,":[51],"order":[53],"assess":[55],"performance":[57,177],"of":[58,70,125,148,165,178,183],"Machine":[59],"Learning":[60,84],"(ML)":[61],"algorithms":[62],"when":[63],"solving":[64],"problems":[66],"context":[69],"RRA,":[71,143],"revisit":[73],"propose":[77],"solution":[79],"based":[80,92,137],"on":[81,93,122],"Reinforcement":[83],"(RL)":[85],"framework.":[86],"Specifically,":[87],"distributed":[89],"method":[91],"multi-agent":[94],"deep":[95,135],"RL":[96,126,136],"developed,":[98],"where":[99],"each":[100],"agent":[101],"makes":[102],"its":[103],"decisions":[104],"find":[106],"policy":[108],"by":[109],"interacting":[110],"with":[111,142,168],"local":[113],"environment,":[114],"until":[115],"reaching":[116],"convergence.":[117],"Thus,":[118],"article":[120],"focuses":[121],"an":[123],"application":[124],"our":[128,169],"proposal":[130,170],"consists":[131],"new":[134],"approach":[138],"jointly":[140],"deal":[141],"Quality":[147],"Service":[149],"(QoS)":[150],"constraints":[151],"celular":[154],"networks.":[155],"Lastly,":[156],"through":[157],"computational":[158],"simulations":[159],"compare":[161],"state-of-art":[163],"solutions":[164],"show":[173],"near":[175],"optimal":[176],"latter":[180],"terms":[182],"throughput":[184],"outage":[186],"rate.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2020-03-13T00:00:00"}