{"id":"https://openalex.org/W2097189060","doi":"https://doi.org/10.1186/1687-1499-2012-5","title":"Cognitive radio engine parametric optimization utilizing Taguchi analysis","display_name":"Cognitive radio engine parametric optimization utilizing Taguchi analysis","publication_year":2012,"publication_date":"2012-01-09","ids":{"openalex":"https://openalex.org/W2097189060","doi":"https://doi.org/10.1186/1687-1499-2012-5","mag":"2097189060"},"language":"en","primary_location":{"id":"doi:10.1186/1687-1499-2012-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1687-1499-2012-5","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/1687-1499-2012-5","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/1687-1499-2012-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056385916","display_name":"Ashwin Amanna","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ashwin E Amanna","raw_affiliation_strings":["Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA"],"affiliations":[{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]},{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022571117","display_name":"Daniel Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Ali","raw_affiliation_strings":["Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA"],"affiliations":[{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]},{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037634362","display_name":"Manik Gadhiok","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manik Gadhiok","raw_affiliation_strings":["Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA"],"affiliations":[{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]},{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069820090","display_name":"Matthew J. Price","orcid":"https://orcid.org/0000-0002-7892-2430"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Price","raw_affiliation_strings":["Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA"],"affiliations":[{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]},{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027348774","display_name":"Jeffrey H. Reed","orcid":"https://orcid.org/0000-0003-3494-1901"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey H Reed","raw_affiliation_strings":["Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA"],"affiliations":[{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless @ Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]},{"raw_affiliation_string":"Bradley Department of Electrical and Computer Engineering, Wireless@Virginia Tech, Blacksburg, USA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056385916"],"corresponding_institution_ids":["https://openalex.org/I859038795"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":2.0697,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.87965112,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2012","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.945900022983551,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/taguchi-methods","display_name":"Taguchi methods","score":0.8964316248893738},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7638561725616455},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.6126466989517212},{"id":"https://openalex.org/keywords/orthogonal-array","display_name":"Orthogonal array","score":0.5949231386184692},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5384238958358765},{"id":"https://openalex.org/keywords/design-of-experiments","display_name":"Design of experiments","score":0.47423025965690613},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.4673030376434326},{"id":"https://openalex.org/keywords/ideal","display_name":"Ideal (ethics)","score":0.41759130358695984},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3654332756996155},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3511272072792053},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33894288539886475},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14658653736114502},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11492589116096497}],"concepts":[{"id":"https://openalex.org/C83469408","wikidata":"https://www.wikidata.org/wiki/Q2036525","display_name":"Taguchi methods","level":2,"score":0.8964316248893738},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7638561725616455},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.6126466989517212},{"id":"https://openalex.org/C42632107","wikidata":"https://www.wikidata.org/wiki/Q2031860","display_name":"Orthogonal array","level":3,"score":0.5949231386184692},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5384238958358765},{"id":"https://openalex.org/C34559072","wikidata":"https://www.wikidata.org/wiki/Q2334061","display_name":"Design of experiments","level":2,"score":0.47423025965690613},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.4673030376434326},{"id":"https://openalex.org/C2776639384","wikidata":"https://www.wikidata.org/wiki/Q840396","display_name":"Ideal (ethics)","level":2,"score":0.41759130358695984},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3654332756996155},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3511272072792053},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33894288539886475},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14658653736114502},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11492589116096497},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/1687-1499-2012-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1687-1499-2012-5","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/1687-1499-2012-5","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},{"id":"pmh:oai:vtechworks.lib.vt.edu:10919/18775","is_oa":true,"landing_page_url":"http://hdl.handle.net/10919/18775","pdf_url":null,"source":{"id":"https://openalex.org/S4306400248","display_name":"VTechWorks (Virginia Tech)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I859038795","host_organization_name":"Virginia Tech","host_organization_lineage":["https://openalex.org/I859038795"],"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":"Text"}],"best_oa_location":{"id":"doi:10.1186/1687-1499-2012-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1687-1499-2012-5","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/counter/pdf/10.1186/1687-1499-2012-5","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8213221575","display_name":null,"funder_award_id":"DTFR53-09-H-00021","funder_id":"https://openalex.org/F4320333655","funder_display_name":"Institute for Critical Technology and Applied Science"},{"id":"https://openalex.org/G8611053711","display_name":null,"funder_award_id":"DTFR53-09-H-00021","funder_id":"https://openalex.org/F4320332391","funder_display_name":"Federal Railroad Administration"}],"funders":[{"id":"https://openalex.org/F4320306108","display_name":"U.S. Department of Transportation","ror":"https://ror.org/02xfw2e90"},{"id":"https://openalex.org/F4320309037","display_name":"Office of Research and Development","ror":"https://ror.org/05rsv9s98"},{"id":"https://openalex.org/F4320332391","display_name":"Federal Railroad Administration","ror":"https://ror.org/0275ebj77"},{"id":"https://openalex.org/F4320333655","display_name":"Institute for Critical Technology and Applied Science","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2097189060.pdf","grobid_xml":"https://content.openalex.org/works/W2097189060.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W159719520","https://openalex.org/W1511493290","https://openalex.org/W1515242458","https://openalex.org/W1587100796","https://openalex.org/W1993489498","https://openalex.org/W2014981499","https://openalex.org/W2034550050","https://openalex.org/W2052900991","https://openalex.org/W2070369016","https://openalex.org/W2073040996","https://openalex.org/W2081881556","https://openalex.org/W2096590200","https://openalex.org/W2121829487","https://openalex.org/W2123437562","https://openalex.org/W2124493129","https://openalex.org/W2135512801","https://openalex.org/W2153812620","https://openalex.org/W2156667704","https://openalex.org/W2283688205","https://openalex.org/W2532481841","https://openalex.org/W3023540311","https://openalex.org/W3144113100","https://openalex.org/W3152236529","https://openalex.org/W4232404745","https://openalex.org/W4249150173","https://openalex.org/W4285719527","https://openalex.org/W4387688680","https://openalex.org/W6634508634"],"related_works":["https://openalex.org/W4233213595","https://openalex.org/W2163551171","https://openalex.org/W4375944954","https://openalex.org/W3049141776","https://openalex.org/W2039142899","https://openalex.org/W2014981499","https://openalex.org/W2491444457","https://openalex.org/W2069722982","https://openalex.org/W4291994058","https://openalex.org/W2120832694"],"abstract_inverted_index":{"Cognitive":[0],"radio":[1],"(CR)":[2],"engines":[3],"often":[4,30],"contain":[5],"multiple":[6,189],"system":[7,76,138],"parameters":[8,208],"that":[9,60,131,231],"require":[10],"careful":[11],"tuning":[12,58],"to":[13,42,64,126,249],"obtain":[14],"favorable":[15,97],"overall":[16,75,194],"performance.":[17,176,196],"This":[18,79,116],"aspect":[19],"is":[20,29,221],"a":[21,93,105,119,170,182,202,256],"crucial":[22],"element":[23],"in":[24,40,114,151],"the":[25,44,82,85,142,156,217,224,232,239,250],"design":[26,128,259],"cycle":[27],"yet":[28],"addressed":[31],"with":[32],"ad":[33,67],"hoc":[34,68],"methods.":[35,69],"Efficient":[36],"methodologies":[37],"are":[38,162,167,179],"required":[39,254],"order":[41],"make":[43],"best":[45,204,219],"use":[46,83,157],"of":[47,84,122,129,137,158,175,206,238,260],"limited":[48],"manpower,":[49],"resources,":[50],"and":[51,88,147,155,227],"time.":[52],"Statistical":[53],"methods":[54,71],"for":[55,95,173,184,255],"approaching":[56],"parameter":[57,101,153],"exist":[59],"provide":[61],"formalized":[62],"processes":[63],"avoid":[65],"inefficient":[66],"These":[70],"also":[72],"apply":[73],"toward":[74],"performance":[77,234],"testing.":[78],"article":[80],"explores":[81],"Taguchi":[86,143,198],"method":[87,117,199],"orthogonal":[89],"testing":[90],"arrays":[91],"as":[92,181,247],"tool":[94,183],"identifying":[96,185],"genetic":[98],"algorithm":[99,110],"(GA)":[100],"settings":[102,187,220],"utilized":[103,180],"within":[104,160,236],"hybrid":[106],"case":[107],"base":[108],"reasoning/genetic":[109],"CR":[111,161,165,195],"engine":[112],"realized":[113],"simulation.":[115],"utilizes":[118],"small":[120],"number":[121],"test":[123,211,245,252],"cases":[124,246,253],"compared":[125,222],"traditional":[127],"experiments":[130,261],"rely":[132],"on":[133,141,243],"full":[134,257],"factorial":[135,258],"combinations":[136],"parameters.":[139],"Background":[140],"method,":[144],"its":[145],"drawbacks":[146],"limitations,":[148],"past":[149],"efforts":[150],"GA":[152,159,207],"tuning,":[154],"overviewed.":[163],"Multiple":[164],"metrics":[166],"aggregated":[168],"into":[169],"single":[171],"figure-of-merit":[172],"quantification":[174],"Desirability":[177],"functions":[178],"ideal":[186],"from":[188,209],"responses.":[190],"Kiviat":[191],"graphs":[192],"visualize":[193],"The":[197],"analysis":[200],"yields":[201],"predicted":[203,218,225,233],"combination":[205],"nine":[210],"cases.":[212],"A":[213],"confirmation":[214,240],"experiment":[215,241],"utilizing":[216],"against":[223],"mean,":[226],"desirability.":[228],"Results":[229],"show":[230],"falls":[235],"1.5%":[237],"based":[242],"9":[244],"opposed":[248],"81":[251],"analysis.":[262]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2012,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}