{"id":"https://openalex.org/W4402753481","doi":"https://doi.org/10.1109/mwscas60917.2024.10658834","title":"Relay Selection Machine Learning-Based for a DF Cooperative System with Energy Harvesting and Signal Space Diversity","display_name":"Relay Selection Machine Learning-Based for a DF Cooperative System with Energy Harvesting and Signal Space Diversity","publication_year":2024,"publication_date":"2024-08-11","ids":{"openalex":"https://openalex.org/W4402753481","doi":"https://doi.org/10.1109/mwscas60917.2024.10658834"},"language":"en","primary_location":{"id":"doi:10.1109/mwscas60917.2024.10658834","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mwscas60917.2024.10658834","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 67th International Midwest Symposium on Circuits and Systems (MWSCAS)","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/A5021297952","display_name":"Ahmed Ammar","orcid":"https://orcid.org/0000-0001-5907-7043"},"institutions":[{"id":"https://openalex.org/I150722199","display_name":"Ohio Northern University","ror":"https://ror.org/052963a64","country_code":"US","type":"education","lineage":["https://openalex.org/I150722199","https://openalex.org/I4210162304"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Ammar","raw_affiliation_strings":["Ohio Northern University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ohio Northern University","institution_ids":["https://openalex.org/I150722199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050396097","display_name":"Ahmed Oun","orcid":"https://orcid.org/0000-0001-6069-9261"},"institutions":[{"id":"https://openalex.org/I4210106879","display_name":"Ohio University","ror":"https://ror.org/01jr3y717","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106879"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Oun","raw_affiliation_strings":["Ohio University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ohio University","institution_ids":["https://openalex.org/I4210106879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107546996","display_name":"William Martell","orcid":null},"institutions":[{"id":"https://openalex.org/I150722199","display_name":"Ohio Northern University","ror":"https://ror.org/052963a64","country_code":"US","type":"education","lineage":["https://openalex.org/I150722199","https://openalex.org/I4210162304"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Martell","raw_affiliation_strings":["Ohio Northern University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ohio Northern University","institution_ids":["https://openalex.org/I150722199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100706308","display_name":"M. Ajmal Khan","orcid":"https://orcid.org/0000-0002-5171-6215"},"institutions":[{"id":"https://openalex.org/I150722199","display_name":"Ohio Northern University","ror":"https://ror.org/052963a64","country_code":"US","type":"education","lineage":["https://openalex.org/I150722199","https://openalex.org/I4210162304"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Ajmal Khan","raw_affiliation_strings":["Ohio Northern University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ohio Northern University","institution_ids":["https://openalex.org/I150722199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"291","last_page":"294"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9998999834060669,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9998999834060669,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9987000226974487,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9973000288009644,"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/relay","display_name":"Relay","score":0.7526911497116089},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6562650799751282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6224931478500366},{"id":"https://openalex.org/keywords/energy-harvesting","display_name":"Energy harvesting","score":0.5734556317329407},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5243682861328125},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.5034121870994568},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4983522891998291},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4972889721393585},{"id":"https://openalex.org/keywords/cooperative-diversity","display_name":"Cooperative diversity","score":0.48168691992759705},{"id":"https://openalex.org/keywords/antenna-diversity","display_name":"Antenna diversity","score":0.45413926243782043},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3981788158416748},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3216326832771301},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29730814695358276},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18948933482170105},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.16393670439720154},{"id":"https://openalex.org/keywords/antenna","display_name":"Antenna (radio)","score":0.15438523888587952},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13924473524093628},{"id":"https://openalex.org/keywords/fading","display_name":"Fading","score":0.13203224539756775},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.10340884327888489},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07048141956329346}],"concepts":[{"id":"https://openalex.org/C2778156585","wikidata":"https://www.wikidata.org/wiki/Q174053","display_name":"Relay","level":3,"score":0.7526911497116089},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6562650799751282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6224931478500366},{"id":"https://openalex.org/C101518730","wikidata":"https://www.wikidata.org/wiki/Q930236","display_name":"Energy harvesting","level":3,"score":0.5734556317329407},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5243682861328125},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.5034121870994568},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4983522891998291},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4972889721393585},{"id":"https://openalex.org/C6832461","wikidata":"https://www.wikidata.org/wiki/Q5167914","display_name":"Cooperative diversity","level":4,"score":0.48168691992759705},{"id":"https://openalex.org/C60069766","wikidata":"https://www.wikidata.org/wiki/Q357054","display_name":"Antenna diversity","level":3,"score":0.45413926243782043},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3981788158416748},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3216326832771301},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29730814695358276},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18948933482170105},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16393670439720154},{"id":"https://openalex.org/C21822782","wikidata":"https://www.wikidata.org/wiki/Q131214","display_name":"Antenna (radio)","level":2,"score":0.15438523888587952},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13924473524093628},{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.13203224539756775},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.10340884327888489},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07048141956329346},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwscas60917.2024.10658834","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mwscas60917.2024.10658834","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 67th International Midwest Symposium on Circuits and Systems (MWSCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1549324242","https://openalex.org/W2106516651","https://openalex.org/W2217733767","https://openalex.org/W2281447070","https://openalex.org/W2768633656","https://openalex.org/W2776370065","https://openalex.org/W2888018843","https://openalex.org/W2941736806","https://openalex.org/W2970815582","https://openalex.org/W2982502350","https://openalex.org/W3011611862","https://openalex.org/W3198371937","https://openalex.org/W3215200685","https://openalex.org/W4200197518","https://openalex.org/W4200395633","https://openalex.org/W4285167349","https://openalex.org/W4321253033","https://openalex.org/W4377235614","https://openalex.org/W4382935476","https://openalex.org/W4388757709","https://openalex.org/W4391590864"],"related_works":["https://openalex.org/W2289149990","https://openalex.org/W4233484225","https://openalex.org/W2131665415","https://openalex.org/W2363618716","https://openalex.org/W2136810841","https://openalex.org/W1722995155","https://openalex.org/W2151944195","https://openalex.org/W2956154091","https://openalex.org/W1974609546","https://openalex.org/W2381291166"],"abstract_inverted_index":{"Machine":[0],"learning":[1,24,76],"techniques":[2],"have":[3],"been":[4],"employed":[5],"in":[6,30,112],"wireless":[7],"communication":[8,33],"systems":[9],"to":[10,71,150,173],"offer":[11],"resilient":[12],"and":[13,39,54,67,88,95,117],"low-complexity":[14],"solutions.":[15],"Accordingly,":[16],"this":[17],"paper":[18],"explores":[19],"the":[20,49,55,63,68,72,96,99,118,134,145,151,154,157,176,180],"utilization":[21],"of":[22,114,142,153,179],"machine":[23,75],"algorithms":[25],"for":[26,104,159],"real-time":[27],"relay":[28,56,107],"selection":[29,57],"a":[31],"cooperative":[32],"system":[34],"with":[35,98],"signal":[36],"space":[37],"diversity":[38],"multiple":[40],"energy":[41],"harvesting":[42],"relays.":[43],"The":[44],"assumed":[45],"decoding":[46,61],"scheme":[47],"at":[48],"relays":[50],"is":[51,102,111,123],"decode-and-forward":[52],"(DF),":[53],"criteria":[58],"involve":[59],"successful":[60],"from":[62],"source,":[64],"sufficient":[65],"energy,":[66],"best":[69],"channel":[70],"destination.":[73],"Con-ventional":[74],"algorithms,":[77],"including":[78],"Decision":[79],"Tree":[80],"(DR),":[81],"Logistic":[82],"Regression":[83],"(LR),":[84],"K-Nearest":[85],"Neighbors":[86],"(KNN),":[87],"Support":[89],"Vector":[90],"Machines":[91],"(SVM),":[92],"are":[93],"implemented,":[94],"algorithm":[97],"highest":[100,135],"accuracy":[101],"utilized":[103],"real":[105],"time":[106],"selection.":[108],"Performance":[109],"evaluation":[110],"terms":[113],"outage":[115,120,147],"probability,":[116],"exact":[119,146,177],"probability":[121,148],"performance":[122,139,178],"de-termined":[124],"through":[125],"Monte":[126],"Carlo":[127],"simulation.":[128],"Results":[129],"indicate":[130],"that":[131],"KNN":[132],"exhibits":[133],"accuracy;":[136],"nevertheless,":[137],"its":[138],"falls":[140],"short":[141],"closely":[143],"approximating":[144],"due":[149],"complexity":[152],"data,":[155],"necessitating":[156],"need":[158],"more":[160],"advanced":[161],"classification":[162],"models":[163],"such":[164],"as":[165],"artificial":[166],"neural":[167,171],"networks":[168,172],"or":[169],"deep":[170],"accurately":[174],"approximate":[175],"proposed":[181],"system.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
