{"id":"https://openalex.org/W4307446437","doi":"https://doi.org/10.1155/2022/8506312","title":"Deep Echo State Network with Variable Memory Pattern for Solar Irradiance Prediction","display_name":"Deep Echo State Network with Variable Memory Pattern for Solar Irradiance Prediction","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4307446437","doi":"https://doi.org/10.1155/2022/8506312"},"language":"en","primary_location":{"id":"doi:10.1155/2022/8506312","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/8506312","pdf_url":"https://downloads.hindawi.com/journals/complexity/2022/8506312.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2022/8506312.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100340556","display_name":"Qian Li","orcid":"https://orcid.org/0000-0001-9931-9043"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Li","raw_affiliation_strings":["College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","College of Advanced Manufacturing, Nanchang University, Nanchang 330031"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100455363","display_name":"Tao Li","orcid":"https://orcid.org/0000-0003-0104-3494"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Li","raw_affiliation_strings":["College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","College of Advanced Manufacturing, Nanchang University, Nanchang 330031"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073415979","display_name":"Jiangang Ouyang","orcid":null},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangang Ouyang","raw_affiliation_strings":["College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","College of Advanced Manufacturing, Nanchang University, Nanchang 330031"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100660680","display_name":"Dayong Yang","orcid":"https://orcid.org/0000-0002-3937-5235"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dayong Yang","raw_affiliation_strings":["College of Advanced Manufacturing, Nanchang University, Nanchang 330031"],"raw_orcid":"https://orcid.org/0000-0002-3937-5235","affiliations":[{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038099302","display_name":"Zhijun Guo","orcid":"https://orcid.org/0000-0001-8630-431X"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhijun Guo","raw_affiliation_strings":["College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","College of Information Engineering, Nanchang University, Nanchang 330031, China","College of Information Engineering, Nanchang University, Nanchang 330031"],"raw_orcid":"https://orcid.org/0000-0001-8630-431X","affiliations":[{"raw_affiliation_string":"College of Advanced Manufacturing, Nanchang University, Nanchang 330031, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"College of Information Engineering, Nanchang University, Nanchang 330031, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"College of Information Engineering, Nanchang University, Nanchang 330031","institution_ids":["https://openalex.org/I141649914"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5038099302"],"corresponding_institution_ids":["https://openalex.org/I141649914"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12158392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2022","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9998999834060669,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9685999751091003,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9394999742507935,"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/echo-state-network","display_name":"Echo state network","score":0.7696583271026611},{"id":"https://openalex.org/keywords/solar-irradiance","display_name":"Solar irradiance","score":0.7657634019851685},{"id":"https://openalex.org/keywords/irradiance","display_name":"Irradiance","score":0.6919357776641846},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6735167503356934},{"id":"https://openalex.org/keywords/reservoir-computing","display_name":"Reservoir computing","score":0.48284202814102173},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4800335466861725},{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.43370622396469116},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.41151660680770874},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4086173176765442},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.336467981338501},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.322551429271698},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.28277474641799927},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21676799654960632},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.1685222089290619},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.13176769018173218},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1120530366897583}],"concepts":[{"id":"https://openalex.org/C172025690","wikidata":"https://www.wikidata.org/wiki/Q5332763","display_name":"Echo state network","level":4,"score":0.7696583271026611},{"id":"https://openalex.org/C9695528","wikidata":"https://www.wikidata.org/wiki/Q7556707","display_name":"Solar irradiance","level":2,"score":0.7657634019851685},{"id":"https://openalex.org/C46423501","wikidata":"https://www.wikidata.org/wiki/Q830654","display_name":"Irradiance","level":2,"score":0.6919357776641846},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6735167503356934},{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.48284202814102173},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4800335466861725},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.43370622396469116},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.41151660680770874},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4086173176765442},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.336467981338501},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.322551429271698},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.28277474641799927},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21676799654960632},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.1685222089290619},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.13176769018173218},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1120530366897583},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2022/8506312","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/8506312","pdf_url":"https://downloads.hindawi.com/journals/complexity/2022/8506312.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:8506312","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/complexity/2022/8506312.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:5bc3f688230240898724812dde762813","is_oa":true,"landing_page_url":"https://doaj.org/article/5bc3f688230240898724812dde762813","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2022 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2022/8506312","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/8506312","pdf_url":"https://downloads.hindawi.com/journals/complexity/2022/8506312.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8999999761581421}],"awards":[{"id":"https://openalex.org/G1131808791","display_name":null,"funder_award_id":"62163026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4307446437.pdf","grobid_xml":"https://content.openalex.org/works/W4307446437.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1487386340","https://openalex.org/W2001263627","https://openalex.org/W2025003514","https://openalex.org/W2048694956","https://openalex.org/W2074911163","https://openalex.org/W2109204689","https://openalex.org/W2118706537","https://openalex.org/W2159682675","https://openalex.org/W2278589437","https://openalex.org/W2464909783","https://openalex.org/W2477329675","https://openalex.org/W2558583184","https://openalex.org/W2569349941","https://openalex.org/W2607723876","https://openalex.org/W2762093212","https://openalex.org/W2790397535","https://openalex.org/W2800936176","https://openalex.org/W2885420314","https://openalex.org/W2892542319","https://openalex.org/W2975924256","https://openalex.org/W3010836948","https://openalex.org/W3012618928","https://openalex.org/W3016711424","https://openalex.org/W3035753075","https://openalex.org/W3037246536","https://openalex.org/W3143155918","https://openalex.org/W3163153668","https://openalex.org/W3168207116","https://openalex.org/W3171346592","https://openalex.org/W3184431899","https://openalex.org/W4225413933"],"related_works":["https://openalex.org/W57315087","https://openalex.org/W2010974764","https://openalex.org/W4386848428","https://openalex.org/W4205631599","https://openalex.org/W2021379535","https://openalex.org/W2020067398","https://openalex.org/W2967225774","https://openalex.org/W4292972806","https://openalex.org/W1530649511","https://openalex.org/W2137783571"],"abstract_inverted_index":{"Accurate":[0],"solar":[1,69,188],"irradiance":[2,19,70,189],"prediction":[3,175],"plays":[4],"an":[5],"important":[6],"role":[7],"in":[8,42,88,97,107,115,124,149,166],"ensuring":[9],"the":[10,43,50,116,118,150,154,161,169,178,186],"security":[11],"and":[12,58,99,127,174],"stability":[13],"of":[14,31,45,53,68,93,104,156,180],"renewable":[15],"energy":[16],"systems.":[17],"Solar":[18],"modeling":[20],"is":[21,56,86,134,164,182],"usually":[22],"a":[23,28,75],"time\u2010dependent":[24],"dynamic":[25],"model.":[26],"As":[27],"new":[29],"kind":[30],"recurrent":[32],"neural":[33],"network,":[34],"echo":[35,78],"state":[36,79],"network":[37,80],"(ESN)":[38],"shows":[39],"excellent":[40],"performance":[41,163],"field":[44],"time":[46,119],"series":[47],"prediction.":[48],"However,":[49],"memory":[51,83,105,147,158,172],"length":[52],"classical":[54],"ESN":[55],"fixed":[57],"finite,":[59],"which":[60],"makes":[61],"it":[62],"hard":[63],"to":[64,137,144],"map":[65],"sufficient":[66],"features":[67],"with":[71,81,139],"long\u2010range":[72],"dependency.":[73],"Therefore,":[74],"novel":[76],"deep":[77],"variable":[82,146],"pattern":[84],"(VMP\u2010DESN)":[85],"proposed":[87],"this":[89],"brief.":[90],"VMP\u2010DESN":[91,133,162,181],"consists":[92],"multiple":[94],"connected":[95],"reservoirs":[96],"series,":[98],"there":[100],"exist":[101],"different":[102,140,157],"types":[103],"modes":[106,148],"VMP\u2010DESN.":[108],"To":[109],"remember":[110],"more":[111,135],"input":[112,141],"history":[113],"information":[114],"states,":[117],"delay":[120],"links":[121],"are":[122],"added":[123],"each":[125],"reservoir":[126,151],"between":[128],"every":[129],"two":[130],"reservoirs.":[131],"The":[132],"flexible":[136],"deal":[138],"signals":[142],"due":[143],"its":[145],"states.":[152],"Additionally,":[153],"effect":[155],"patterns":[159],"on":[160],"discussed":[165],"detail,":[167],"including":[168],"antidisturbance":[170],"ability,":[171],"capacity,":[173],"accuracy.":[176],"Finally,":[177],"effectiveness":[179],"evaluated":[183],"by":[184],"predicting":[185],"real":[187],"task.":[190]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
