{"id":"https://openalex.org/W4313008261","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892203","title":"Exploring the limits of multifunctionality across different reservoir computers","display_name":"Exploring the limits of multifunctionality across different reservoir computers","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4313008261","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892203"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892203","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://cora.ucc.ie/bitstreams/33828c85-fde1-4d37-9e5e-13add5309ccf/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103161251","display_name":"Andrew Flynn","orcid":"https://orcid.org/0000-0002-4968-8972"},"institutions":[{"id":"https://openalex.org/I27577105","display_name":"University College Cork","ror":"https://ror.org/03265fv13","country_code":"IE","type":"education","lineage":["https://openalex.org/I27577105"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Andrew Flynn","raw_affiliation_strings":["School of Mathematical Sciences University College Cork,Cork,Ireland","School of Mathematical Sciences University College Cork, Cork, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences University College Cork,Cork,Ireland","institution_ids":["https://openalex.org/I27577105"]},{"raw_affiliation_string":"School of Mathematical Sciences University College Cork, Cork, Ireland","institution_ids":["https://openalex.org/I27577105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024704129","display_name":"Oliver Heilmann","orcid":"https://orcid.org/0009-0005-7695-1544"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver Heilmann","raw_affiliation_strings":["Ludwig-Maximilians University,Department of Physics,Munich,Germany","Department of Physics, Ludwig-Maximilians University, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Ludwig-Maximilians University,Department of Physics,Munich,Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Department of Physics, Ludwig-Maximilians University, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028402939","display_name":"Daniel Koglmayr","orcid":null},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Koglmayr","raw_affiliation_strings":["Ludwig-Maximilians University,Department of Physics,Munich,Germany","Department of Physics, Ludwig-Maximilians University, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Ludwig-Maximilians University,Department of Physics,Munich,Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Department of Physics, Ludwig-Maximilians University, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082078451","display_name":"Vassilios A. Tsachouridis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vassilios A. Tsachouridis","raw_affiliation_strings":["Collins Aerospace,Cork,Ireland","Collins Aerospace, Cork, Ireland"],"affiliations":[{"raw_affiliation_string":"Collins Aerospace,Cork,Ireland","institution_ids":[]},{"raw_affiliation_string":"Collins Aerospace, Cork, Ireland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110136797","display_name":"Christoph R\u00e4th","orcid":null},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Rath","raw_affiliation_strings":["Institut für KI-Sicherheit Deutsches Zentrum für Luft-und Raumfahrt,Wessling,Germany"],"affiliations":[{"raw_affiliation_string":"Institut für KI-Sicherheit Deutsches Zentrum für Luft-und Raumfahrt,Wessling,Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054869562","display_name":"Andreas Amann","orcid":"https://orcid.org/0000-0002-5865-3712"},"institutions":[{"id":"https://openalex.org/I27577105","display_name":"University College Cork","ror":"https://ror.org/03265fv13","country_code":"IE","type":"education","lineage":["https://openalex.org/I27577105"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Andreas Amann","raw_affiliation_strings":["School of Mathematical Sciences University College Cork,Cork,Ireland","School of Mathematical Sciences University College Cork, Cork, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences University College Cork,Cork,Ireland","institution_ids":["https://openalex.org/I27577105"]},{"raw_affiliation_string":"School of Mathematical Sciences University College Cork, Cork, Ireland","institution_ids":["https://openalex.org/I27577105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103161251"],"corresponding_institution_ids":["https://openalex.org/I27577105"],"apc_list":null,"apc_paid":null,"fwci":0.6261,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68675146,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":0.9909999966621399,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/attractor","display_name":"Attractor","score":0.8626126050949097},{"id":"https://openalex.org/keywords/reservoir-computing","display_name":"Reservoir computing","score":0.7852389812469482},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.720930814743042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7008546590805054},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.643791913986206},{"id":"https://openalex.org/keywords/integrator","display_name":"Integrator","score":0.5619586706161499},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.48584839701652527},{"id":"https://openalex.org/keywords/rotation","display_name":"Rotation (mathematics)","score":0.44652581214904785},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42828643321990967},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.42696499824523926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35120153427124023},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3327381908893585},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.24687770009040833},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13625264167785645},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10573574900627136}],"concepts":[{"id":"https://openalex.org/C164380108","wikidata":"https://www.wikidata.org/wiki/Q507187","display_name":"Attractor","level":2,"score":0.8626126050949097},{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.7852389812469482},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.720930814743042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7008546590805054},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.643791913986206},{"id":"https://openalex.org/C79518650","wikidata":"https://www.wikidata.org/wiki/Q2081431","display_name":"Integrator","level":3,"score":0.5619586706161499},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.48584839701652527},{"id":"https://openalex.org/C74050887","wikidata":"https://www.wikidata.org/wiki/Q848368","display_name":"Rotation (mathematics)","level":2,"score":0.44652581214904785},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42828643321990967},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.42696499824523926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35120153427124023},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3327381908893585},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.24687770009040833},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13625264167785645},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10573574900627136},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9892203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892203","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:elib.dlr.de:191860","is_oa":false,"landing_page_url":"https://doi.org/10.1109/IJCNN55064.2022.9892203>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:cora.ucc.ie:10468/13907","is_oa":true,"landing_page_url":"http://hdl.handle.net/10468/13907","pdf_url":"https://cora.ucc.ie/bitstreams/33828c85-fde1-4d37-9e5e-13add5309ccf/download","source":{"id":"https://openalex.org/S4306401150","display_name":"Cork Open Research Archive (University College Cork, Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210141138","host_organization_name":"APC Microbiome Institute","host_organization_lineage":["https://openalex.org/I4210141138"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:cora.ucc.ie:10468/13907","is_oa":true,"landing_page_url":"http://hdl.handle.net/10468/13907","pdf_url":"https://cora.ucc.ie/bitstreams/33828c85-fde1-4d37-9e5e-13add5309ccf/download","source":{"id":"https://openalex.org/S4306401150","display_name":"Cork Open Research Archive (University College Cork, Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210141138","host_organization_name":"APC Microbiome Institute","host_organization_lineage":["https://openalex.org/I4210141138"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6558199578","display_name":null,"funder_award_id":"EPSPG/2017/301","funder_id":"https://openalex.org/F4320321056","funder_display_name":"Irish Research Council"}],"funders":[{"id":"https://openalex.org/F4320321056","display_name":"Irish Research Council","ror":"https://ror.org/051xex213"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4313008261.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1977664984","https://openalex.org/W2001263627","https://openalex.org/W2008518032","https://openalex.org/W2036451492","https://openalex.org/W2097861969","https://openalex.org/W2103179919","https://openalex.org/W2141320069","https://openalex.org/W2608997467","https://openalex.org/W2808720320","https://openalex.org/W2970565811","https://openalex.org/W3014685280","https://openalex.org/W3022606092","https://openalex.org/W3049365137","https://openalex.org/W3049633943","https://openalex.org/W3100560308","https://openalex.org/W3104854924","https://openalex.org/W3111783224","https://openalex.org/W3114685904","https://openalex.org/W3118281824","https://openalex.org/W3119282703","https://openalex.org/W3137676188","https://openalex.org/W3152599691","https://openalex.org/W3164740676","https://openalex.org/W3170977978","https://openalex.org/W3177961110","https://openalex.org/W3201489801","https://openalex.org/W3210368349","https://openalex.org/W3212818977","https://openalex.org/W6736201796","https://openalex.org/W6791557083","https://openalex.org/W6803799946","https://openalex.org/W6945068569"],"related_works":["https://openalex.org/W2379488025","https://openalex.org/W2318462079","https://openalex.org/W2585728124","https://openalex.org/W2169362996","https://openalex.org/W2565482338","https://openalex.org/W2001163940","https://openalex.org/W2121212734","https://openalex.org/W2082884906","https://openalex.org/W3014531371","https://openalex.org/W2377705019"],"abstract_inverted_index":{"Multifunctional":[0],"neural":[1],"networks":[2],"are":[3],"capable":[4],"of":[5,23,40,54,99,115,125,147],"performing":[6],"more":[7],"than":[8],"one":[9],"task":[10,45,106],"without":[11],"changing":[12],"any":[13],"network":[14],"connections.":[15],"In":[16,42,92],"this":[17,100,144],"paper":[18],"we":[19,46,70,107],"explore":[20],"the":[21,38,43,63,73,104,123,129],"performance":[22],"a":[24,52,96,113],"continuous-time,":[25],"leaky-integrator,":[26],"and":[27],"next-generation":[28],"\u2018reservoir":[29],"computer\u2019":[30],"(RC),":[31],"when":[32],"trained":[33],"on":[34],"tasks":[35],"which":[36,76,119],"test":[37],"limits":[39],"multifunctionality.":[41],"first":[44],"train":[47,108],"each":[48,77,109,138],"RC":[49,78,110,139],"to":[50,75,87,94,111,140],"reconstruct":[51,80,112],"coexistence":[53,114],"chaotic":[55],"attractors":[56,67,82],"from":[57],"different":[58],"dynamical":[59],"systems.":[60],"By":[61],"moving":[62],"data":[64],"describing":[65],"these":[66],"closer":[68],"together,":[69],"find":[71],"that":[72,132],"extent":[74],"can":[79,135],"both":[81],"diminishes":[83],"as":[84],"they":[85],"begin":[86],"overlap":[88],"in":[89,103,122,137,143],"state":[90],"space.":[91],"order":[93],"provide":[95],"greater":[97],"understanding":[98],"inhibiting":[101],"effect,":[102],"second":[105],"two":[116],"circular":[117],"orbits":[118],"differ":[120],"only":[121],"direction":[124],"rotation.":[126],"We":[127],"examine":[128],"critical":[130],"effects":[131],"certain":[133],"parameters":[134],"have":[136],"achieve":[141],"multifunctionality":[142],"extreme":[145],"case":[146],"completely":[148],"overlapping":[149],"training":[150],"data.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}