{"id":"https://openalex.org/W4312255941","doi":"https://doi.org/10.1007/978-981-19-6142-7_37","title":"Multi-layer Echo State Network with Nonlinear Vector Autoregression Reservoir for Time Series Prediction","display_name":"Multi-layer Echo State Network with Nonlinear Vector Autoregression Reservoir for Time Series Prediction","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312255941","doi":"https://doi.org/10.1007/978-981-19-6142-7_37"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-19-6142-7_37","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-19-6142-7_37","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5083300391","display_name":"Heshan Wang","orcid":"https://orcid.org/0000-0001-7632-5475"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Heshan Wang","raw_affiliation_strings":["College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602636","display_name":"Yu-xi Liu","orcid":"https://orcid.org/0000-0002-3961-2691"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxi Liu","raw_affiliation_strings":["College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101417991","display_name":"Dongshu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongshu Wang","raw_affiliation_strings":["College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102827479","display_name":"Yong Luo","orcid":"https://orcid.org/0000-0003-3562-0616"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Luo","raw_affiliation_strings":["College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042584819","display_name":"Jianbin Xin","orcid":"https://orcid.org/0000-0002-1024-4135"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbin Xin","raw_affiliation_strings":["College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhengzhou University, Zhengzhou, 450001, People\u2019s Republic of China","institution_ids":["https://openalex.org/I38877650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5083300391"],"corresponding_institution_ids":["https://openalex.org/I38877650"],"apc_list":null,"apc_paid":null,"fwci":0.3429,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.63295663,"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":"489","last_page":"502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9945999979972839,"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/T10232","display_name":"Optical Network Technologies","score":0.9767000079154968,"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/reservoir-computing","display_name":"Reservoir computing","score":0.9155341386795044},{"id":"https://openalex.org/keywords/echo-state-network","display_name":"Echo state network","score":0.8496967554092407},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.7935500144958496},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6907860636711121},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.6901676654815674},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6033232808113098},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5817683935165405},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5472313165664673},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5217969417572021},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.5070886611938477},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.4692055583000183},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.46328869462013245},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4608099162578583},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.4339730441570282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4181656837463379},{"id":"https://openalex.org/keywords/state-vector","display_name":"State vector","score":0.41452038288116455},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33600884675979614},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18843495845794678},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18507283926010132},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07806271314620972}],"concepts":[{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.9155341386795044},{"id":"https://openalex.org/C172025690","wikidata":"https://www.wikidata.org/wiki/Q5332763","display_name":"Echo state network","level":4,"score":0.8496967554092407},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.7935500144958496},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6907860636711121},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.6901676654815674},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6033232808113098},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5817683935165405},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5472313165664673},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5217969417572021},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.5070886611938477},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.4692055583000183},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.46328869462013245},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4608099162578583},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.4339730441570282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4181656837463379},{"id":"https://openalex.org/C2777798563","wikidata":"https://www.wikidata.org/wiki/Q7603916","display_name":"State vector","level":2,"score":0.41452038288116455},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33600884675979614},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18843495845794678},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18507283926010132},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07806271314620972},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-19-6142-7_37","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-19-6142-7_37","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1036981403","https://openalex.org/W1469859527","https://openalex.org/W1508379405","https://openalex.org/W1984516841","https://openalex.org/W1989185482","https://openalex.org/W2021379535","https://openalex.org/W2036451492","https://openalex.org/W2037024114","https://openalex.org/W2074477564","https://openalex.org/W2118706537","https://openalex.org/W2159682675","https://openalex.org/W2171865010","https://openalex.org/W2331298777","https://openalex.org/W2510434276","https://openalex.org/W2554281301","https://openalex.org/W2585354796","https://openalex.org/W2608997467","https://openalex.org/W2801348310","https://openalex.org/W2885420314","https://openalex.org/W2887258823","https://openalex.org/W2892542319","https://openalex.org/W2897647030","https://openalex.org/W2900438754","https://openalex.org/W2921881408","https://openalex.org/W2962993496","https://openalex.org/W2963819248","https://openalex.org/W2995894307","https://openalex.org/W3010938659","https://openalex.org/W3021538729","https://openalex.org/W3024515584","https://openalex.org/W3080272186","https://openalex.org/W3097675516","https://openalex.org/W3170977978","https://openalex.org/W3201489801","https://openalex.org/W4210560848"],"related_works":["https://openalex.org/W57315087","https://openalex.org/W2010974764","https://openalex.org/W4386848428","https://openalex.org/W1996014987","https://openalex.org/W4205631599","https://openalex.org/W2903992663","https://openalex.org/W1514460679","https://openalex.org/W4237814686","https://openalex.org/W2997427060","https://openalex.org/W2953065922"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
