{"id":"https://openalex.org/W1992920134","doi":"https://doi.org/10.1109/vtcfall.2013.6692444","title":"Transfer Learning: A Paradigm for Dynamic Spectrum and Topology Management in Flexible Architectures","display_name":"Transfer Learning: A Paradigm for Dynamic Spectrum and Topology Management in Flexible Architectures","publication_year":2013,"publication_date":"2013-09-01","ids":{"openalex":"https://openalex.org/W1992920134","doi":"https://doi.org/10.1109/vtcfall.2013.6692444","mag":"1992920134"},"language":"en","primary_location":{"id":"doi:10.1109/vtcfall.2013.6692444","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2013.6692444","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 78th Vehicular Technology Conference (VTC Fall)","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/A5055773757","display_name":"Qiyang Zhao","orcid":"https://orcid.org/0000-0001-5420-2511"},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Qiyang Zhao","raw_affiliation_strings":["Department of Electronics, University of York, York, United Kingdom","Dept. of Electron., Univ. of York, York, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, University of York, York, United Kingdom","institution_ids":["https://openalex.org/I52099693"]},{"raw_affiliation_string":"Dept. of Electron., Univ. of York, York, UK#TAB#","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100678341","display_name":"Tao Jiang","orcid":"https://orcid.org/0000-0002-8482-1046"},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tao Jiang","raw_affiliation_strings":["Department of Electronics, University of York, York, United Kingdom","Dept. of Electron., Univ. of York, York, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, University of York, York, United Kingdom","institution_ids":["https://openalex.org/I52099693"]},{"raw_affiliation_string":"Dept. of Electron., Univ. of York, York, UK#TAB#","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086480465","display_name":"Nils Morozs","orcid":"https://orcid.org/0000-0001-9862-7378"},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nils Morozs","raw_affiliation_strings":["Department of Electronics, University of York, York, United Kingdom","Dept. of Electron., Univ. of York, York, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, University of York, York, United Kingdom","institution_ids":["https://openalex.org/I52099693"]},{"raw_affiliation_string":"Dept. of Electron., Univ. of York, York, UK#TAB#","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003094661","display_name":"David Grace","orcid":"https://orcid.org/0000-0003-4493-7498"},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Grace","raw_affiliation_strings":["Department of Electronics, University of York, York, United Kingdom","Dept. of Electron., Univ. of York, York, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, University of York, York, United Kingdom","institution_ids":["https://openalex.org/I52099693"]},{"raw_affiliation_string":"Dept. of Electron., Univ. of York, York, UK#TAB#","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003747911","display_name":"Tim Clarke","orcid":"https://orcid.org/0000-0002-5950-9851"},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tim Clarke","raw_affiliation_strings":["Department of Electronics, University of York, York, United Kingdom","Dept. of Electron., Univ. of York, York, UK#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, University of York, York, United Kingdom","institution_ids":["https://openalex.org/I52099693"]},{"raw_affiliation_string":"Dept. of Electron., Univ. of York, York, UK#TAB#","institution_ids":["https://openalex.org/I52099693"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055773757"],"corresponding_institution_ids":["https://openalex.org/I52099693"],"apc_list":null,"apc_paid":null,"fwci":6.8263,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.96191225,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10747","display_name":"Disaster Management and Resilience","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10747","display_name":"Disaster Management and Resilience","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11581","display_name":"Viral Infections and Outbreaks Research","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11807","display_name":"Infrastructure Resilience and Vulnerability Analysis","score":0.9480999708175659,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/computer-science","display_name":"Computer science","score":0.7597220540046692},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.6631523370742798},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6526955366134644},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6164736747741699},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5892162322998047},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5751129388809204},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.46963998675346375},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4235309064388275},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4140913486480713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3526468873023987},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33792605996131897},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19070342183113098},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.11097416281700134}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7597220540046692},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.6631523370742798},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6526955366134644},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6164736747741699},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5892162322998047},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5751129388809204},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.46963998675346375},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4235309064388275},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4140913486480713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3526468873023987},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33792605996131897},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19070342183113098},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.11097416281700134},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtcfall.2013.6692444","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2013.6692444","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 78th Vehicular Technology Conference (VTC Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.7300000190734863,"display_name":"Climate action"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338370","display_name":"FP7 Information and Communication Technologies","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1488887496","https://openalex.org/W1842087240","https://openalex.org/W2025347514","https://openalex.org/W2085366587","https://openalex.org/W2117781560","https://openalex.org/W2165698076","https://openalex.org/W2911934539","https://openalex.org/W4255421341","https://openalex.org/W6629206092","https://openalex.org/W6677242190"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W3022067003"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"introduce":[4],"a":[5,17,74,89,116],"novel":[6],"paradigm":[7,114],"of":[8,73,88],"transfer":[9,112,133],"learning":[10,52,83,113,134],"for":[11,22,152],"spectrum":[12],"and":[13,26,43,125,143],"topology":[14,150],"management":[15],"in":[16,70,85,115],"rapidly":[18,37],"deployable":[19],"opportunistic":[20],"network":[21,31,62],"the":[23,47,57,82,99,103,137,140,144],"post":[24],"disaster":[25,41],"temporary":[27,48],"event":[28,49],"scenarios.":[29],"The":[30],"architecture":[32],"is":[33,53,95,130],"designed":[34,96],"to":[35,55,76,80,97],"be":[36,77],"changing":[38],"between":[39],"different":[40],"phases,":[42],"highly":[44],"flexible":[45],"during":[46],"period.":[50],"Transfer":[51,92],"developed":[54],"learn":[56],"dynamic":[58],"radio":[59],"environment":[60],"from":[61,102],"topologies.":[63],"This":[64],"also":[65],"allows":[66],"previously":[67],"learnt":[68],"information":[69,151],"earlier":[71],"phases":[72,87],"deployment":[75],"efficiently":[78],"used":[79],"influence":[81],"process":[84],"later":[86],"deployment.":[90],"A":[91],"Learning":[93],"strategy":[94],"change":[98],"knowledge":[100],"base":[101],"most":[104],"recent":[105],"phase":[106],"via":[107],"multi-agent":[108],"coordination.":[109],"We":[110],"evaluate":[111],"small":[117],"cell":[118],"Terrestrial":[119],"eNB":[120],"architecture,":[121],"integrated":[122],"with":[123],"Q-Learning":[124],"Linear":[126],"Reinforcement":[127],"Learning.":[128],"It":[129],"demonstrated":[131],"that":[132],"significantly":[135],"improves":[136],"initial":[138],"performance,":[139],"convergence":[141],"speed":[142],"steady":[145],"state":[146],"QoS,":[147],"by":[148],"exchanging":[149],"resource":[153],"prioritization.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
