{"id":"https://openalex.org/W2787265216","doi":"https://doi.org/10.1109/ssci.2017.8280847","title":"Simulation evolution and optimization for PV solar farm configuration under weather and soiling uncertainty","display_name":"Simulation evolution and optimization for PV solar farm configuration under weather and soiling uncertainty","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2787265216","doi":"https://doi.org/10.1109/ssci.2017.8280847","mag":"2787265216"},"language":"en","primary_location":{"id":"doi:10.1109/ssci.2017.8280847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2017.8280847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-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/A5015808197","display_name":"Peng-Yeng Yin","orcid":"https://orcid.org/0000-0002-2835-9002"},"institutions":[{"id":"https://openalex.org/I193365169","display_name":"National Chi Nan University","ror":"https://ror.org/03ha6v181","country_code":"TW","type":"education","lineage":["https://openalex.org/I193365169"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Peng-Yeng Yin","raw_affiliation_strings":["Department of Information Management, National Chi Nan University, Nantou, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Chi Nan University, Nantou, Taiwan","institution_ids":["https://openalex.org/I193365169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102514208","display_name":"Chun\u2010Ying Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I193365169","display_name":"National Chi Nan University","ror":"https://ror.org/03ha6v181","country_code":"TW","type":"education","lineage":["https://openalex.org/I193365169"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Ying Cheng","raw_affiliation_strings":["Department of Information Management, National Chi Nan University, Nantou, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Chi Nan University, Nantou, Taiwan","institution_ids":["https://openalex.org/I193365169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067096506","display_name":"Shangwei Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I193365169","display_name":"National Chi Nan University","ror":"https://ror.org/03ha6v181","country_code":"TW","type":"education","lineage":["https://openalex.org/I193365169"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shang-Wei Chen","raw_affiliation_strings":["Department of Information Management, National Chi Nan University, Nantou, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Chi Nan University, Nantou, Taiwan","institution_ids":["https://openalex.org/I193365169"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I193365169"],"apc_list":null,"apc_paid":null,"fwci":0.0755,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.47366885,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9994999766349792,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9994999766349792,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9987999796867371,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.7011768221855164},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.6637285351753235},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.597331702709198},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.536677896976471},{"id":"https://openalex.org/keywords/solar-irradiance","display_name":"Solar irradiance","score":0.5330542325973511},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3938022553920746},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3535171151161194},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3258659243583679},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2700207829475403},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18654978275299072},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08915844559669495},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08671355247497559}],"concepts":[{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.7011768221855164},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.6637285351753235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.597331702709198},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.536677896976471},{"id":"https://openalex.org/C9695528","wikidata":"https://www.wikidata.org/wiki/Q7556707","display_name":"Solar irradiance","level":2,"score":0.5330542325973511},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3938022553920746},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3535171151161194},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3258659243583679},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2700207829475403},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18654978275299072},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08915844559669495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08671355247497559},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssci.2017.8280847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2017.8280847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W206582737","https://openalex.org/W2001196622","https://openalex.org/W2022853951","https://openalex.org/W2024364867","https://openalex.org/W2033858385","https://openalex.org/W2054963375","https://openalex.org/W2064907272","https://openalex.org/W2065558641","https://openalex.org/W2081398808","https://openalex.org/W2109234750","https://openalex.org/W2121924636","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2149877965","https://openalex.org/W2288112956","https://openalex.org/W2295355023","https://openalex.org/W4252737449","https://openalex.org/W4292542951"],"related_works":["https://openalex.org/W2386968573","https://openalex.org/W2395064349","https://openalex.org/W2034374297","https://openalex.org/W821205410","https://openalex.org/W2382628689","https://openalex.org/W2766130412","https://openalex.org/W2526730640","https://openalex.org/W2351171996","https://openalex.org/W2983370139","https://openalex.org/W2612874294"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,13,51,106,131],"simulation":[4,60,104],"evolution":[5],"and":[6,19,69,126],"optimization":[7,61],"approach":[8],"for":[9],"optimal":[10,88],"configurations":[11],"of":[12,74,115],"PV":[14,133],"farm":[15],"considering":[16],"uncertain":[17,75],"weather":[18],"dust":[20],"soiling":[21],"scenarios.":[22],"Classic":[23],"approaches":[24],"employ":[25],"the":[26,33,36,47,87,91,103,113],"mean":[27],"solar":[28],"irradiance":[29],"model":[30],"which":[31,118],"overlooks":[32],"risk":[34,57],"that":[35],"produced":[37],"power":[38],"in":[39],"real":[40,107],"life":[41],"may":[42],"be":[43],"far":[44],"deviated":[45],"from":[46],"expected":[48],"value":[49],"with":[50,58,105],"non-negligible":[52],"probability.":[53],"We":[54,101],"handle":[55],"such":[56],"three":[59],"models":[62,117],"based":[63],"on":[64,66],"analytics":[65],"benefit,":[67],"cost,":[68],"risk.":[70],"A":[71],"large":[72],"number":[73],"meteorological":[76],"scenarios":[77],"are":[78,99],"generated":[79],"by":[80],"using":[81],"Monte":[82],"Carlo":[83],"simulations.":[84],"To":[85],"find":[86],"solutions":[89],"to":[90,122],"proposed":[92],"models,":[93],"both":[94],"mono-and":[95],"multi-objective":[96],"genetic":[97],"algorithms":[98],"developed.":[100],"demonstrate":[102],"meteorology":[108],"dataset.":[109],"The":[110],"results":[111],"show":[112],"flexibility":[114],"our":[116],"enable":[119],"decision":[120],"makers":[121],"perform":[123],"fast,":[124],"inexpensive,":[125],"non-disruptive":[127],"simulations":[128],"before":[129],"implementing":[130],"real-world":[132],"energy":[134],"project.":[135]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}