{"id":"https://openalex.org/W4311214792","doi":"https://doi.org/10.1109/camad55695.2022.9966903","title":"Power Control in massive MIMO Networks Using Transfer Learning with Deep Neural Networks","display_name":"Power Control in massive MIMO Networks Using Transfer Learning with Deep Neural Networks","publication_year":2022,"publication_date":"2022-11-02","ids":{"openalex":"https://openalex.org/W4311214792","doi":"https://doi.org/10.1109/camad55695.2022.9966903"},"language":"en","primary_location":{"id":"doi:10.1109/camad55695.2022.9966903","is_oa":false,"landing_page_url":"https://doi.org/10.1109/camad55695.2022.9966903","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","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/A5048259053","display_name":"Neda Ahmadi","orcid":"https://orcid.org/0000-0002-0038-8936"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Neda Ahmadi","raw_affiliation_strings":["Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","institution_ids":["https://openalex.org/I141584323"]},{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016006232","display_name":"Iosif Mporas","orcid":"https://orcid.org/0000-0001-6984-0268"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Iosif Mporas","raw_affiliation_strings":["Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","institution_ids":["https://openalex.org/I141584323"]},{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055961126","display_name":"Anastasios Papazafeiropoulos","orcid":"https://orcid.org/0000-0003-1841-6461"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anastasios Papazafeiropoulos","raw_affiliation_strings":["Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","institution_ids":["https://openalex.org/I141584323"]},{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053560016","display_name":"Pandelis Kourtessis","orcid":"https://orcid.org/0000-0003-3392-670X"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pandelis Kourtessis","raw_affiliation_strings":["Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","institution_ids":["https://openalex.org/I141584323"]},{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033083229","display_name":"John M. Senior","orcid":"https://orcid.org/0000-0002-4881-560X"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Senior","raw_affiliation_strings":["Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire,Hatfield,United Kingdom","institution_ids":["https://openalex.org/I141584323"]},{"raw_affiliation_string":"Communications and Intelligent Systems Group School of Physics, Engineering, and Computer Science, University of Hertfordshire, Hatfield, United Kingdom","institution_ids":["https://openalex.org/I141584323"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I141584323"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"89","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":1.0,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":1.0,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9995999932289124,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9975000023841858,"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/computer-science","display_name":"Computer science","score":0.7670989632606506},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.712044894695282},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.603675365447998},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.5715989470481873},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.570665717124939},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5520638227462769},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.5294311046600342},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4980802536010742},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4788484573364258},{"id":"https://openalex.org/keywords/power-control","display_name":"Power control","score":0.46084830164909363},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40238913893699646},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3752634525299072}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7670989632606506},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.712044894695282},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.603675365447998},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.5715989470481873},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.570665717124939},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5520638227462769},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.5294311046600342},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4980802536010742},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4788484573364258},{"id":"https://openalex.org/C56685638","wikidata":"https://www.wikidata.org/wiki/Q2300474","display_name":"Power control","level":3,"score":0.46084830164909363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40238913893699646},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3752634525299072},{"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/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/camad55695.2022.9966903","is_oa":false,"landing_page_url":"https://doi.org/10.1109/camad55695.2022.9966903","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.kingston.ac.uk:54780","is_oa":false,"landing_page_url":"https://eprints.kingston.ac.uk/id/eprint/54780/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6499999761581421,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2033407996","https://openalex.org/W2076933439","https://openalex.org/W2103972037","https://openalex.org/W2114569096","https://openalex.org/W2147601077","https://openalex.org/W2286275639","https://openalex.org/W2293606211","https://openalex.org/W2587406654","https://openalex.org/W2788350651","https://openalex.org/W2911263297","https://openalex.org/W2943794240","https://openalex.org/W2953921772","https://openalex.org/W2963101290","https://openalex.org/W2963799356","https://openalex.org/W2968018638","https://openalex.org/W3023365694","https://openalex.org/W3023723329","https://openalex.org/W3032666109","https://openalex.org/W3037569421","https://openalex.org/W3104556221","https://openalex.org/W3148915686","https://openalex.org/W3164308355","https://openalex.org/W3165580226","https://openalex.org/W3170956499","https://openalex.org/W3183478447","https://openalex.org/W3188358066","https://openalex.org/W4236431017","https://openalex.org/W4312536332"],"related_works":["https://openalex.org/W3201126466","https://openalex.org/W2545343974","https://openalex.org/W4291895924","https://openalex.org/W1783583321","https://openalex.org/W2038397443","https://openalex.org/W2941374357","https://openalex.org/W2112785353","https://openalex.org/W2026727497","https://openalex.org/W4388520214","https://openalex.org/W2134520490"],"abstract_inverted_index":{"Power":[0],"control":[1],"(PC)":[2],"plays":[3],"a":[4,68],"crucial":[5],"role":[6],"in":[7],"massive":[8],"multiple-input-multiple-output":[9],"(mMIMO)":[10],"networks.":[11],"There":[12],"are":[13],"several":[14],"heuristic":[15],"algorithms,":[16],"like":[17],"the":[18,28,36,52,75,86,90,100,104,116],"weighted":[19],"mean":[20],"square":[21],"error":[22],"(WMMSE)":[23],"algorithm,":[24],"used":[25],"to":[26,34,64],"optimise":[27],"PC.":[29,119],"In":[30,44],"order":[31],"these":[32],"algorithms":[33,58],"perform":[35],"power":[37],"allocation":[38],"they":[39,60],"require":[40],"high":[41],"computational":[42,71],"power.":[43],"this":[45,49],"paper,":[46],"we":[47],"address":[48],"problem":[50],"through":[51],"application":[53],"of":[54,77,88],"machine":[55],"learning":[56,79],"(ML)-based":[57],"as":[59],"can":[61],"produce":[62],"close":[63],"optimal":[65],"solutions":[66],"with":[67,80],"very":[69],"low":[70],"complexity.":[72],"We":[73],"propose":[74],"use":[76],"transfer":[78],"deep":[81,105],"neural":[82,106],"networks":[83],"(TLDNN)":[84],"under":[85],"objective":[87],"maximising":[89],"sum":[91],"spectral":[92],"efficiency":[93],"(SE).":[94],"The":[95],"evaluation":[96],"results":[97],"demonstrate":[98],"that":[99],"TLDNN":[101],"approach":[102],"outperforms":[103],"network":[107],"(DNN)":[108],"based":[109,118],"PC":[110],"and":[111],"is":[112],"twice":[113],"faster":[114],"than":[115],"WMMSE":[117]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
