{"id":"https://openalex.org/W4394828380","doi":"https://doi.org/10.1109/mwc.010.2300321","title":"Heuristic Algorithms for RIS-Assisted Wireless Networks: Exploring Heuristic-Aided Machine Learning","display_name":"Heuristic Algorithms for RIS-Assisted Wireless Networks: Exploring Heuristic-Aided Machine Learning","publication_year":2024,"publication_date":"2024-04-15","ids":{"openalex":"https://openalex.org/W4394828380","doi":"https://doi.org/10.1109/mwc.010.2300321"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.010.2300321","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.010.2300321","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Wireless Communications","raw_type":"journal-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/A5092418406","display_name":"Hao Zhou","orcid":"https://orcid.org/0009-0005-5222-3139"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Hao Zhou","raw_affiliation_strings":["University of Ottawa,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089891162","display_name":"Melike Erol\u2010Kantarci","orcid":"https://orcid.org/0000-0001-6787-8457"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Melike Erol-Kantarci","raw_affiliation_strings":["University of Ottawa,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076863392","display_name":"Yuanwei Liu","orcid":"https://orcid.org/0000-0002-6389-8941"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuanwei Liu","raw_affiliation_strings":["Queen Mary University of London,U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queen Mary University of London,U.K","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042307561","display_name":"H. Vincent Poor","orcid":"https://orcid.org/0000-0002-2062-131X"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"H. Vincent Poor","raw_affiliation_strings":["Princeton University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princeton University,USA","institution_ids":["https://openalex.org/I20089843"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092418406"],"corresponding_institution_ids":["https://openalex.org/I153718931"],"apc_list":null,"apc_paid":null,"fwci":4.8343,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.95623935,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"31","issue":"4","first_page":"106","last_page":"114"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9997000098228455,"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":0.9997000098228455,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9991999864578247,"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":0.9983000159263611,"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":0.8423234224319458},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6982677578926086},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5107474327087402},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.449685275554657},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.44593456387519836},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42761027812957764},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38118672370910645},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14065471291542053}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8423234224319458},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6982677578926086},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5107474327087402},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.449685275554657},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.44593456387519836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42761027812957764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38118672370910645},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14065471291542053}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwc.010.2300321","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.010.2300321","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2034319348","https://openalex.org/W2547896070","https://openalex.org/W3041878473","https://openalex.org/W3134059753","https://openalex.org/W3154878987","https://openalex.org/W3159402647","https://openalex.org/W3167603521","https://openalex.org/W3188479476","https://openalex.org/W4220868051","https://openalex.org/W4226061238","https://openalex.org/W4283212256","https://openalex.org/W4290997040","https://openalex.org/W4312745481","https://openalex.org/W4315630035","https://openalex.org/W4389799491"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2989452537","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2908230797"],"abstract_inverted_index":{"Reconfigurable":[0],"intelligent":[1],"surfaces":[2],"(RISs)":[3],"are":[4],"a":[5,75,98],"promising":[6],"technology":[7],"to":[8,21,34],"enable":[9],"smart":[10],"radio":[11],"environments.":[12],"However,":[13],"integrating":[14],"RISs":[15],"into":[16],"wireless":[17,37,104],"networks":[18,105],"also":[19],"leads":[20],"substantial":[22],"complexity":[23],"for":[24,101],"network":[25],"management.":[26],"This":[27,95],"work":[28,96],"investigates":[29],"heuristic":[30,50,62,71,80,110],"algorithms":[31,51,111],"and":[32,44,56,70,87,112],"applications":[33],"optimize":[35],"RIS-aided":[36,103],"networks,":[38],"including":[39],"greedy":[40],"algorithms,":[41,43],"meta-heuristic":[42],"matching":[45],"theory.":[46],"Moreover,":[47],"we":[48],"combine":[49],"with":[52],"machine":[53],"learning":[54,65],"(ML),":[55],"propose":[57],"three":[58],"heuristic-aided":[59,67],"ML":[60],"algorithms:":[61],"deep":[63,92],"reinforcement":[64],"(DRL),":[66],"supervised":[68],"learning,":[69],"hierarchical":[72],"learning.":[73],"Finally,":[74],"case":[76],"study":[77],"shows":[78],"that":[79],"DRL":[81],"can":[82],"achieve":[83],"higher":[84],"data":[85],"rates":[86],"faster":[88],"convergence":[89],"than":[90],"conventional":[91],"Q-networks":[93],"(DQNs).":[94],"provides":[97],"new":[99],"perspective":[100],"optimizing":[102],"by":[106],"taking":[107],"advantage":[108],"of":[109],"ML.":[113]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-16T08:24:45.110214","created_date":"2025-10-10T00:00:00"}
