{"id":"https://openalex.org/W2080824601","doi":"https://doi.org/10.1155/2013/952613","title":"The Effectiveness of Feature Selection Method in Solar Power Prediction","display_name":"The Effectiveness of Feature Selection Method in Solar Power Prediction","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W2080824601","doi":"https://doi.org/10.1155/2013/952613","mag":"2080824601"},"language":"en","primary_location":{"id":"doi:10.1155/2013/952613","doi":"https://doi.org/10.1155/2013/952613","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2013/952613","pdf_url":"https://downloads.hindawi.com/journals/jre/2013/952613.pdf","source":{"id":"https://openalex.org/S4210172306","display_name":"Journal of Renewable Energy","issn_l":"2314-4386","issn":["2314-4386","2314-4394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Renewable Energy","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/jre/2013/952613.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101941177","display_name":"Md Rahat Hossain","orcid":"https://orcid.org/0000-0002-6835-8274","observed_orcids":["https://orcid.org/0000-0002-6835-8274"]},"institutions":[{"id":"https://openalex.org/I74899385","display_name":"Central Queensland University","ror":"https://ror.org/023q4bk22","country_code":"AU","type":"education","lineage":["https://openalex.org/I74899385"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Md Rahat Hossain","raw_affiliation_strings":["Power Engineering Research Group (PERG), Central Queensland University, Rockhampton, QLD 4701, Australia"],"raw_orcid":"https://orcid.org/0000-0002-6835-8274","affiliations":[{"raw_affiliation_string":"Power Engineering Research Group (PERG), Central Queensland University, Rockhampton, QLD 4701, Australia","institution_ids":["https://openalex.org/I74899385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031598365","display_name":"Amanullah Maung Than Oo","orcid":"https://orcid.org/0000-0002-6914-2272","observed_orcids":["https://orcid.org/0000-0002-6914-2272"]},"institutions":[{"id":"https://openalex.org/I74899385","display_name":"Central Queensland University","ror":"https://ror.org/023q4bk22","country_code":"AU","type":"education","lineage":["https://openalex.org/I74899385"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amanullah Maung Than Oo","raw_affiliation_strings":["Power Engineering Research Group (PERG), Central Queensland University, Rockhampton, QLD 4701, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Power Engineering Research Group (PERG), Central Queensland University, Rockhampton, QLD 4701, Australia","institution_ids":["https://openalex.org/I74899385"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100326993","display_name":"A. B. M. Shawkat Ali","orcid":"https://orcid.org/0000-0001-9673-0080","observed_orcids":["https://orcid.org/0000-0001-9673-0080"]},"institutions":[{"id":"https://openalex.org/I74899385","display_name":"Central Queensland University","ror":"https://ror.org/023q4bk22","country_code":"AU","type":"education","lineage":["https://openalex.org/I74899385"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"A. B. M. Shawkat Ali","raw_affiliation_strings":["Power Engineering Research Group (PERG), Central Queensland University, Rockhampton, QLD 4701, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Power Engineering Research Group (PERG), Central Queensland University, Rockhampton, QLD 4701, Australia","institution_ids":["https://openalex.org/I74899385"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101941177"],"corresponding_institution_ids":["https://openalex.org/I74899385"],"apc_list":{"value":820,"currency":"USD","value_usd":820},"apc_paid":{"value":820,"currency":"USD","value_usd":820},"fwci":0.375,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.62185815,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"2013","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":9.999999747378752e-05,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/solar-power-forecasting","display_name":"photovoltaic power forecasting","score":0.8849999904632568},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.9959999918937683},{"id":"https://openalex.org/keywords/wrapper-feature-selection","display_name":"wrapper-based feature selection","score":0.8880000114440918},{"id":"https://openalex.org/keywords/least-median-of-squares","display_name":"least median of squares","score":0.7269999980926514},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.9990000128746033},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9980000257492065},{"id":"https://openalex.org/keywords/meteorological-observations","display_name":"meteorological observations","score":0.9380000233650208},{"id":"https://openalex.org/keywords/prediction-accuracy","display_name":"prediction accuracy","score":0.7580000162124634}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8296567797660828},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7840690612792969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6823897957801819},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6501427888870239},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6313543915748596},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5518768429756165},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.5443567037582397},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5373026728630066},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47659868001937866},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.44893723726272583},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4297362267971039},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3206154406070709},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2774808406829834},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1155/2013/952613","doi":"https://doi.org/10.1155/2013/952613","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2013/952613","pdf_url":"https://downloads.hindawi.com/journals/jre/2013/952613.pdf","source":{"id":"https://openalex.org/S4210172306","display_name":"Journal of Renewable Energy","issn_l":"2314-4386","issn":["2314-4386","2314-4394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Renewable Energy","raw_type":"journal-article"},{"id":"pmh:oai:acquire.cqu.edu.au:cqu:19175","doi":null,"is_oa":true,"landing_page_url":"http://hdl.cqu.edu.au/10018/1317416","pdf_url":null,"source":{"id":"https://openalex.org/S4306400635","display_name":"Acquire (CQUniversity)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I74899385","host_organization_name":"Central Queensland University","host_organization_lineage":["https://openalex.org/I74899385"],"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":"Hossain, MR, Maung Than Oo, A, Ali, ABMS, (2013). The effectiveness of feature selection method in solar power prediction. Journal of Renewable Energy, Vol. 2013, p. 1-9 http://dx.doi.org/10.1155/2013/952613","raw_type":"journal article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30058903","doi":null,"is_oa":false,"landing_page_url":"http://doi.org/10.1155/2013/952613","pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/13449800","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/The_effectiveness_of_feature_selection_method_in_solar_power_prediction/13449800","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"},{"id":"pmh:oai:figshare.com:article/20952082","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/The_effectiveness_of_feature_selection_method_in_solar_power_prediction/20952082","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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:10.1155/2013/952613","doi":"https://doi.org/10.1155/2013/952613","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2013/952613","pdf_url":"https://downloads.hindawi.com/journals/jre/2013/952613.pdf","source":{"id":"https://openalex.org/S4210172306","display_name":"Journal of Renewable Energy","issn_l":"2314-4386","issn":["2314-4386","2314-4394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Renewable Energy","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9090999960899353,"display_name":"Affordable and clean energy"},{"id":"https://metadata.un.org/sdg/13","score":0.4399999976158142,"display_name":"Climate action"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2080824601.pdf","grobid_xml":"https://content.openalex.org/works/W2080824601.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W779828266","https://openalex.org/W1553244859","https://openalex.org/W1599585030","https://openalex.org/W1608549042","https://openalex.org/W1661871015","https://openalex.org/W1849729440","https://openalex.org/W1972626749","https://openalex.org/W2016210396","https://openalex.org/W2017337590","https://openalex.org/W2024620483","https://openalex.org/W2040884411","https://openalex.org/W2096081771","https://openalex.org/W2102831150","https://openalex.org/W2122284941","https://openalex.org/W2124776405","https://openalex.org/W2133110648","https://openalex.org/W2133462743","https://openalex.org/W2133990480","https://openalex.org/W2152150600","https://openalex.org/W2152701363","https://openalex.org/W3023540311","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2133110648","https://openalex.org/W3204668483","https://openalex.org/W3199296515","https://openalex.org/W4403597146","https://openalex.org/W7154915645","https://openalex.org/W2998878989","https://openalex.org/W7212361991","https://openalex.org/W4313644375","https://openalex.org/W4297922471","https://openalex.org/W4417279364"],"abstract_inverted_index":{"This":[0],"paper":[1,147],"empirically":[2],"shows":[3,119],"that":[4,120,154],"the":[5,18,36,51,53,78,116,161,184],"effect":[6],"of":[7,41,83,145,186],"applying":[8,96],"selected":[9,46,135,140,167],"feature":[10,31,47,97,136,141,162,168],"subsets":[11,137,169],"on":[12,170],"machine":[13,42,54,68,86],"learning":[14,43,55],"techniques":[15,44,88],"significantly":[16,180],"improves":[17],"accuracy":[19,40,82,128,172,185],"for":[20],"solar":[21,37,79,187],"power":[22,38,80,188],"prediction.":[23,189],"Experiments":[24,101],"are":[25,70,75,102],"performed":[26],"using":[27,105],"five":[28],"well-known":[29],"wrapper":[30],"selection":[32,98,164],"methods":[33,99],"to":[34,149,182],"obtain":[35],"prediction":[39,81,127,171],"with":[45,77,134],"subsets.":[48,142],"For":[49],"all":[50],"experiments,":[52],"techniques,":[56],"namely,":[57],"least":[58],"median":[59],"square":[60],"(LMS),":[61],"multilayer":[62],"perceptron":[63],"(MLP),":[64],"and":[65,92,107,123,132,158],"support":[66],"vector":[67],"(SVM),":[69],"used.":[71],"Afterwards,":[72],"these":[73],"results":[74,117,144],"compared":[76],"those":[84],"same":[85],"leaning":[87],"(i.e.,":[89,129],"LMS,":[90,121],"MLP,":[91,122],"SVM)":[93],"but":[94],"without":[95,139],"(WAFS).":[100],"carried":[103],"out":[104],"reliable":[106],"real":[108],"life":[109],"historical":[110],"meteorological":[111],"data.":[112],"The":[113],"comparison":[114],"between":[115],"clearly":[118],"SVM":[124],"provide":[125],"better":[126],"reduced":[130],"MAE":[131],"MASE)":[133],"than":[138],"Experimental":[143],"this":[146,177],"facilitate":[148],"make":[150],"a":[151],"concrete":[152],"verdict":[153],"providing":[155],"more":[156],"attention":[157],"effort":[159],"towards":[160],"subset":[163],"aspect":[165],"(e.g.,":[166],"which":[173],"is":[174],"investigated":[175],"in":[176],"paper)":[178],"can":[179],"contribute":[181],"improve":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2016-06-24T00:00:00"}