{"id":"https://openalex.org/W7131846136","doi":"https://doi.org/10.1109/jiot.2026.3668924","title":"Time Delay Reservoir Computing Under Edge-of-Chaos Mapping and Its Application in Nonlinear Time Series Forecasting","display_name":"Time Delay Reservoir Computing Under Edge-of-Chaos Mapping and Its Application in Nonlinear Time Series Forecasting","publication_year":2026,"publication_date":"2026-02-27","ids":{"openalex":"https://openalex.org/W7131846136","doi":"https://doi.org/10.1109/jiot.2026.3668924"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3668924","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3668924","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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":null,"display_name":"Yufei Chen","orcid":"https://orcid.org/0009-0006-7693-8400"},"institutions":[{"id":"https://openalex.org/I55022517","display_name":"Heilongjiang University","ror":"https://ror.org/04zyhq975","country_code":"CN","type":"education","lineage":["https://openalex.org/I55022517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufei Chen","raw_affiliation_strings":["School of Electronics Engineering, Heilongjiang University, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0006-7693-8400","affiliations":[{"raw_affiliation_string":"School of Electronics Engineering, Heilongjiang University, Harbin, China","institution_ids":["https://openalex.org/I55022517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127303289","display_name":"Yan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I55022517","display_name":"Heilongjiang University","ror":"https://ror.org/04zyhq975","country_code":"CN","type":"education","lineage":["https://openalex.org/I55022517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["School of Electronics Engineering, Heilongjiang University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics Engineering, Heilongjiang University, Harbin, China","institution_ids":["https://openalex.org/I55022517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127359339","display_name":"Jingjing Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I55022517","display_name":"Heilongjiang University","ror":"https://ror.org/04zyhq975","country_code":"CN","type":"education","lineage":["https://openalex.org/I55022517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Zhao","raw_affiliation_strings":["School of Electronics Engineering, Heilongjiang University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics Engineering, Heilongjiang University, Harbin, China","institution_ids":["https://openalex.org/I55022517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052604394","display_name":"Xia Feng","orcid":"https://orcid.org/0000-0002-6074-9254"},"institutions":[{"id":"https://openalex.org/I55022517","display_name":"Heilongjiang University","ror":"https://ror.org/04zyhq975","country_code":"CN","type":"education","lineage":["https://openalex.org/I55022517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaosheng Feng","raw_affiliation_strings":["School of Electronics Engineering, Heilongjiang University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics Engineering, Heilongjiang University, Harbin, China","institution_ids":["https://openalex.org/I55022517"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123023359","display_name":"Baoxiang Du","orcid":null},"institutions":[{"id":"https://openalex.org/I55022517","display_name":"Heilongjiang University","ror":"https://ror.org/04zyhq975","country_code":"CN","type":"education","lineage":["https://openalex.org/I55022517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoxiang Du","raw_affiliation_strings":["School of Electronics Engineering, Heilongjiang University, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-6300-5907","affiliations":[{"raw_affiliation_string":"School of Electronics Engineering, Heilongjiang University, Harbin, China","institution_ids":["https://openalex.org/I55022517"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55022517"],"apc_list":null,"apc_paid":null,"fwci":10.3239,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96802608,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":"10","first_page":"22402","last_page":"22414"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9860000014305115,"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":0.9860000014305115,"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.0010999999940395355,"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":0.7150999903678894},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.6294999718666077},{"id":"https://openalex.org/keywords/memristor","display_name":"Memristor","score":0.5928000211715698},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.5748000144958496},{"id":"https://openalex.org/keywords/controllability","display_name":"Controllability","score":0.5170999765396118},{"id":"https://openalex.org/keywords/fractal","display_name":"Fractal","score":0.4812000095844269},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.44620001316070557},{"id":"https://openalex.org/keywords/lyapunov-exponent","display_name":"Lyapunov exponent","score":0.4284999966621399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7612000107765198},{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.7150999903678894},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.6294999718666077},{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.5928000211715698},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.5748000144958496},{"id":"https://openalex.org/C48209547","wikidata":"https://www.wikidata.org/wiki/Q1331104","display_name":"Controllability","level":2,"score":0.5170999765396118},{"id":"https://openalex.org/C40636538","wikidata":"https://www.wikidata.org/wiki/Q81392","display_name":"Fractal","level":2,"score":0.4812000095844269},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.44620001316070557},{"id":"https://openalex.org/C191544260","wikidata":"https://www.wikidata.org/wiki/Q1238630","display_name":"Lyapunov exponent","level":3,"score":0.4284999966621399},{"id":"https://openalex.org/C96835011","wikidata":"https://www.wikidata.org/wiki/Q1638718","display_name":"Hurst exponent","level":2,"score":0.3873000144958496},{"id":"https://openalex.org/C164380108","wikidata":"https://www.wikidata.org/wiki/Q507187","display_name":"Attractor","level":2,"score":0.36980000138282776},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3409000039100647},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.3395000100135803},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.3269999921321869},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.29499998688697815},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.2939999997615814},{"id":"https://openalex.org/C2780713532","wikidata":"https://www.wikidata.org/wiki/Q93158","display_name":"Edge of chaos","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2849000096321106},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C2987469083","wikidata":"https://www.wikidata.org/wiki/Q166314","display_name":"Chaotic systems","level":3,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3668924","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3668924","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.7736110687255859,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G7766872512","display_name":null,"funder_award_id":"2023-KYYWF-1435","funder_id":"https://openalex.org/F4320322217","funder_display_name":"Department of Education, Heilongjiang Province"}],"funders":[{"id":"https://openalex.org/F4320322217","display_name":"Department of Education, Heilongjiang Province","ror":"https://ror.org/04rn1rm44"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,168],"work":[1],"proposes":[2],"a":[3,13,119],"novel":[4,171],"time":[5,77],"delay":[6],"reservoir":[7,26,86,139],"computing":[8,87],"(TDRC)":[9],"system":[10,30],"based":[11,176],"on":[12,67,177],"two-dimensional":[14],"discrete":[15,133,178],"memristor":[16,54,179],"edge-of-chaos":[17,22,166],"mapping":[18],"(ECM-TDR).":[19],"By":[20],"integrating":[21],"dynamics":[23,152],"into":[24],"the":[25,28,33,42,57,62,72,81,123,126,132,138,150,154,165],"architecture,":[27],"proposed":[29,82],"fundamentally":[31],"reconstructs":[32],"virtual":[34],"node":[35],"structure":[36],"of":[37,51,61,125,128,153],"traditional":[38,85],"TDR.":[39],"It":[40],"leverages":[41],"inherent":[43],"non-monotonic":[44],"edge":[45],"effects":[46],"and":[47,75,112,137],"fractal":[48],"boundary":[49],"characteristics":[50],"locally":[52],"active":[53],"to":[55],"enhance":[56],"nonlinear":[58,151],"projection":[59],"capability":[60],"reservoir.":[63],"Comparative":[64],"prediction":[65,90],"experiments":[66],"chaotic":[68,135,181],"sequences":[69],"generated":[70,159],"by":[71,164],"Mackey\u2013Glass":[73],"equation":[74],"real-world":[76],"series":[78],"demonstrate":[79,148],"that":[80,106,149],"model":[83],"outperforms":[84],"approaches":[88],"in":[89,93],"accuracy,":[91],"particularly":[92],"long-term":[94],"forecasting":[95],"tasks":[96],"with":[97,115],"pronounced":[98],"memory":[99],"dependencies.":[100],"Meanwhile,":[101],"practical":[102],"evaluations":[103],"further":[104],"confirm":[105],"ECM-TDR":[107,155],"offers":[108],"favorable":[109],"resource":[110],"controllability":[111],"high":[113],"compatibility":[114],"hardware":[116],"implementation.":[117],"Furthermore,":[118],"critical":[120],"finding":[121],"is":[122],"establishment":[124],"principle":[127],"dynamical":[129],"consistency":[130],"between":[131],"memristive":[134],"map":[136],"output.":[140],"Through":[141],"Lyapunov":[142],"exponent":[143],"(LE)":[144],"spectrum":[145],"analysis,":[146],"we":[147],"are":[156,161],"not":[157],"stochastically":[158],"but":[160],"precisely":[162],"governed":[163],"map.":[167],"discovery":[169],"provides":[170],"physical":[172],"interpretability":[173],"for":[174],"RC":[175],"(DM)":[180],"maps.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-02-28T00:00:00"}