{"id":"https://openalex.org/W7134119334","doi":"https://doi.org/10.1016/j.compeleceng.2026.111101","title":"Accelerating configuration of Reconfigurable Intelligent Surfaces through a hardware-enhanced deep learning approach","display_name":"Accelerating configuration of Reconfigurable Intelligent Surfaces through a hardware-enhanced deep learning approach","publication_year":2026,"publication_date":"2026-03-06","ids":{"openalex":"https://openalex.org/W7134119334","doi":"https://doi.org/10.1016/j.compeleceng.2026.111101"},"language":"en","primary_location":{"id":"doi:10.1016/j.compeleceng.2026.111101","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compeleceng.2026.111101","pdf_url":null,"source":{"id":"https://openalex.org/S121340289","display_name":"Computers & Electrical Engineering","issn_l":"0045-7906","issn":["0045-7906","1879-0755"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers and Electrical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.compeleceng.2026.111101","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013953301","display_name":"Rub\u00e9n Padial-Allu\u00e9","orcid":"https://orcid.org/0000-0002-9741-4351"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Rub\u00e9n Padial-Allu\u00e9","raw_affiliation_strings":["Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain"],"affiliations":[{"raw_affiliation_string":"Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093819315","display_name":"Alberto Mart\u00edn-Mart\u00edn","orcid":"https://orcid.org/0000-0001-5237-7756"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]},{"id":"https://openalex.org/I4210130984","display_name":"Safran Electronics (Canada)","ror":"https://ror.org/03vmatd47","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210130984"]}],"countries":["CA","ES"],"is_corresponding":false,"raw_author_name":"Alberto Mart\u00edn-Mart\u00edn","raw_affiliation_strings":["Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain","Safran Electronics & Defense, Granada, 18014, Spain"],"affiliations":[{"raw_affiliation_string":"Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Safran Electronics & Defense, Granada, 18014, Spain","institution_ids":["https://openalex.org/I4210130984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070140405","display_name":"Antonio Pino Garc\u00eda","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Garc\u00eda","raw_affiliation_strings":["CITIC-UGR, University of Granada, Granada, 18071, Spain","Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain"],"affiliations":[{"raw_affiliation_string":"CITIC-UGR, University of Granada, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007494036","display_name":"Eva Castillo","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Encarnaci\u00f3n Castillo","raw_affiliation_strings":["CITIC-UGR, University of Granada, Granada, 18071, Spain","Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain"],"affiliations":[{"raw_affiliation_string":"CITIC-UGR, University of Granada, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102905386","display_name":"Jos\u00e9 David Fern\u00e1ndez-Rodr\u00edguez","orcid":"https://orcid.org/0000-0003-3702-2230"},"institutions":[{"id":"https://openalex.org/I4210164724","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga","ror":"https://ror.org/05n3asa33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210164724"]},{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 David Fern\u00e1ndez-Rodr\u00edguez","raw_affiliation_strings":["Biomedic Research Institute of M\u00e1laga (IBIMA), c/Doctor Miguel D\u00edaz Recio, 28, M\u00e1laga, 29010, Spain","ITIS Software, University of M\u00e1laga, c/Arquitecto Francisco Pe\u00f1alosa 18, M\u00e1laga, 29010, Spain"],"affiliations":[{"raw_affiliation_string":"Biomedic Research Institute of M\u00e1laga (IBIMA), c/Doctor Miguel D\u00edaz Recio, 28, M\u00e1laga, 29010, Spain","institution_ids":["https://openalex.org/I4210164724"]},{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, c/Arquitecto Francisco Pe\u00f1alosa 18, M\u00e1laga, 29010, Spain","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095908619","display_name":"Marcos Baena-Molina","orcid":"https://orcid.org/0009-0009-1493-4043"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcos Baena-Molina","raw_affiliation_strings":["Department Signal Theory, Telematics and Communications, CITIC-UGR, University of Granada, Granada, 18071, Spain"],"affiliations":[{"raw_affiliation_string":"Department Signal Theory, Telematics and Communications, CITIC-UGR, University of Granada, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128279838","display_name":"Luis Parrilla","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis Parrilla","raw_affiliation_strings":["CITIC-UGR, University of Granada, Granada, 18071, Spain","Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain"],"affiliations":[{"raw_affiliation_string":"CITIC-UGR, University of Granada, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department Electronics and Computer Technology, University of Granada, Campus Universitario Fuentenueva, Granada, 18071, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5013953301"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":{"value":3100,"currency":"USD","value_usd":3100},"apc_paid":{"value":3100,"currency":"USD","value_usd":3100},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61523268,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"134","issue":null,"first_page":"111101","last_page":"111101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9851999878883362,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9851999878883362,"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/T11383","display_name":"Advanced Antenna and Metasurface Technologies","score":0.0019000000320374966,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.0010000000474974513,"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/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.8026999831199646},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6920999884605408},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5649999976158142},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.42480000853538513},{"id":"https://openalex.org/keywords/reconfigurable-computing","display_name":"Reconfigurable computing","score":0.35580000281333923},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.35260000824928284}],"concepts":[{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.8026999831199646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7028999924659729},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6920999884605408},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5649999976158142},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.524399995803833},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5037999749183655},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.42480000853538513},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.42309999465942383},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4090999960899353},{"id":"https://openalex.org/C142962650","wikidata":"https://www.wikidata.org/wiki/Q240838","display_name":"Reconfigurable computing","level":3,"score":0.35580000281333923},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.35260000824928284},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.34599998593330383},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.34369999170303345},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.28299999237060547},{"id":"https://openalex.org/C106515295","wikidata":"https://www.wikidata.org/wiki/Q26806595","display_name":"Parallel processing","level":2,"score":0.26260000467300415}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.compeleceng.2026.111101","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compeleceng.2026.111101","pdf_url":null,"source":{"id":"https://openalex.org/S121340289","display_name":"Computers & Electrical Engineering","issn_l":"0045-7906","issn":["0045-7906","1879-0755"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers and Electrical Engineering","raw_type":"journal-article"},{"id":"pmh:oai:digibug.ugr.es:10481/111958","is_oa":true,"landing_page_url":"https://hdl.handle.net/10481/111958","pdf_url":null,"source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"AM"},{"id":"pmh:oai:digibug.ugr.es:10481/112345","is_oa":true,"landing_page_url":"https://hdl.handle.net/10481/112345","pdf_url":null,"source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"VoR"}],"best_oa_location":{"id":"doi:10.1016/j.compeleceng.2026.111101","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compeleceng.2026.111101","pdf_url":null,"source":{"id":"https://openalex.org/S121340289","display_name":"Computers & Electrical Engineering","issn_l":"0045-7906","issn":["0045-7906","1879-0755"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers and Electrical Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2101027435","display_name":null,"funder_award_id":"NextGenerationEU/ PRTR","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3429648993","display_name":null,"funder_award_id":"PID202","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3681454997","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4042783231","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4126322094","display_name":null,"funder_award_id":"01100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G4816244515","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G495392292","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5626540655","display_name":null,"funder_award_id":"Universidad de Granada / CBUA","funder_id":"https://openalex.org/F4320323834","funder_display_name":"Universidad de Granada"},{"id":"https://openalex.org/G6071709581","display_name":null,"funder_award_id":"13039/501100011033/","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G661330594","display_name":null,"funder_award_id":"00110","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6685425346","display_name":null,"funder_award_id":"0011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7266728691","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8260616629","display_name":null,"funder_award_id":"011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320323834","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2082432933","https://openalex.org/W2945534522","https://openalex.org/W2949670636","https://openalex.org/W2950077417","https://openalex.org/W2968810373","https://openalex.org/W3006047400","https://openalex.org/W3038498700","https://openalex.org/W3137147200","https://openalex.org/W3157772549","https://openalex.org/W3198339350","https://openalex.org/W3199836582","https://openalex.org/W4221160263","https://openalex.org/W4225130432","https://openalex.org/W4312336447","https://openalex.org/W4312705522","https://openalex.org/W4313169670","https://openalex.org/W4360897659","https://openalex.org/W4385073542","https://openalex.org/W4389537671","https://openalex.org/W4390577869","https://openalex.org/W4391344966","https://openalex.org/W4391547747","https://openalex.org/W4392054025","https://openalex.org/W4393285760","https://openalex.org/W4393318691","https://openalex.org/W4393392680","https://openalex.org/W4401328890","https://openalex.org/W4414230215","https://openalex.org/W6921648988"],"related_works":[],"abstract_inverted_index":{"The":[0],"dawn":[1],"of":[2,16,19,26,43,52,60,74,112,128,158,161,180,194],"Reconfigurable":[3],"Intelligent":[4],"Surfaces":[5],"(RIS)":[6],"promises":[7],"to":[8,32,49,69,79,101,114,133,192],"revolutionize":[9],"wireless":[10],"communication":[11],"by":[12],"enabling":[13],"dynamic":[14],"control":[15],"the":[17,23,50,56,61,71,109,116,167],"propagation":[18],"electromagnetic":[20],"waves.":[21],"However,":[22],"practical":[24],"implementation":[25,42,157],"RIS":[27,75,146,164,195],"demands":[28],"sophisticated":[29],"configuration":[30,51,62,147,165],"strategies":[31],"unlock":[33],"their":[34],"full":[35],"potential.":[36],"This":[37,106],"paper":[38],"presents":[39],"a":[40,44,126,149],"hardware":[41,91,159],"Deep":[45],"Learning":[46],"(DL)":[47],"approach":[48,107,151,191],"RIS,":[53],"addressing":[54],"both":[55],"complexity":[57],"and":[58,77,83,104,144,177,185],"efficiency":[59],"process.":[63],"A":[64],"deep":[65,122],"learning-based":[66],"algorithm,":[67],"designed":[68],"optimize":[70],"phase":[72],"shifts":[73],"elements":[76],"shown":[78],"enhance":[80],"signal":[81],"quality":[82],"system":[84],"performance,":[85],"is":[86,131],"implemented":[87],"on":[88,94,166,183],"two":[89],"dedicated":[90],"platforms":[92],"based":[93],"Field-Programmable":[95],"Gate":[96],"Arrays":[97],"(FPGA),":[98],"which":[99],"leads":[100],"real-time":[102],"processing":[103],"adaptability.":[105],"leverages":[108],"inherent":[110],"parallelism":[111],"FPGAs":[113],"accelerate":[115],"computationally":[117],"intensive":[118],"tasks":[119],"associated":[120],"with":[121,148],"learning":[123],"inference.":[124],"As":[125],"matter":[127],"fact,":[129],"it":[130],"possible":[132],"achieve":[134],"more":[135],"than":[136],"18.000":[137],"configurations":[138],"per":[139],"second,":[140],"thus":[141],"ensuring":[142],"rapid":[143],"efficient":[145],"novel":[150],"within":[152],"this":[153],"field.":[154],"\u2022":[155,169,175,189],"FPGA":[156,187],"accelerators":[160],"CNNs":[162],"for":[163,172],"edge.":[168],"CNN":[170],"tailored":[171],"FPGA-based":[173],"acceleration.":[174],"Resource":[176],"performance":[178],"analysis":[179],"several":[181],"architectures":[182],"Altera\u00ae":[184],"AMD":[186],"devices.":[188],"Novel":[190],"computation":[193],"configurations.":[196]},"counts_by_year":[],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2026-03-08T00:00:00"}