{"id":"https://openalex.org/W4385484758","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191253","title":"Time-multiplexed Reservoir Computing with Percolating Networks of Nanoparticles","display_name":"Time-multiplexed Reservoir Computing with Percolating Networks of Nanoparticles","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385484758","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191253"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","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/A5015148513","display_name":"Joshua B. Mallinson","orcid":"https://orcid.org/0000-0001-6611-245X"},"institutions":[{"id":"https://openalex.org/I99121787","display_name":"MacDiarmid Institute for Advanced Materials and Nanotechnology","ror":"https://ror.org/04gjfdj81","country_code":"NZ","type":"facility","lineage":["https://openalex.org/I41156924","https://openalex.org/I99121787"]},{"id":"https://openalex.org/I185492890","display_name":"University of Canterbury","ror":"https://ror.org/03y7q9t39","country_code":"NZ","type":"education","lineage":["https://openalex.org/I185492890"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"J. B. Mallinson","raw_affiliation_strings":["MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury,Christchurch,New Zealand","MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury, Christchurch, New Zealand"],"affiliations":[{"raw_affiliation_string":"MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury,Christchurch,New Zealand","institution_ids":["https://openalex.org/I99121787","https://openalex.org/I185492890"]},{"raw_affiliation_string":"MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury, Christchurch, New Zealand","institution_ids":["https://openalex.org/I99121787","https://openalex.org/I185492890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101662348","display_name":"S. A. Brown","orcid":"https://orcid.org/0000-0002-6041-4331"},"institutions":[{"id":"https://openalex.org/I99121787","display_name":"MacDiarmid Institute for Advanced Materials and Nanotechnology","ror":"https://ror.org/04gjfdj81","country_code":"NZ","type":"facility","lineage":["https://openalex.org/I41156924","https://openalex.org/I99121787"]},{"id":"https://openalex.org/I185492890","display_name":"University of Canterbury","ror":"https://ror.org/03y7q9t39","country_code":"NZ","type":"education","lineage":["https://openalex.org/I185492890"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"S. A. Brown","raw_affiliation_strings":["MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury,Christchurch,New Zealand","MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury, Christchurch, New Zealand"],"affiliations":[{"raw_affiliation_string":"MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury,Christchurch,New Zealand","institution_ids":["https://openalex.org/I99121787","https://openalex.org/I185492890"]},{"raw_affiliation_string":"MacDiarmid Institute for Advanced Materials and Nanotechnology, University of Canterbury, Christchurch, New Zealand","institution_ids":["https://openalex.org/I99121787","https://openalex.org/I185492890"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5015148513"],"corresponding_institution_ids":["https://openalex.org/I185492890","https://openalex.org/I99121787"],"apc_list":null,"apc_paid":null,"fwci":0.3503,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64510015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"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/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/T11187","display_name":"Nonlinear Dynamics and Pattern Formation","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9922999739646912,"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":0.9130975604057312},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7061352133750916},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.6721780896186829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6148871183395386},{"id":"https://openalex.org/keywords/multiplexing","display_name":"Multiplexing","score":0.5348796844482422},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.4989738464355469},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4594586193561554},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41795432567596436},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.413948118686676},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.32665225863456726},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.25206857919692993},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23723715543746948},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19144368171691895},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.17110419273376465},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09725433588027954},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08316430449485779}],"concepts":[{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.9130975604057312},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7061352133750916},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.6721780896186829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6148871183395386},{"id":"https://openalex.org/C19275194","wikidata":"https://www.wikidata.org/wiki/Q222903","display_name":"Multiplexing","level":2,"score":0.5348796844482422},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.4989738464355469},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4594586193561554},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41795432567596436},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.413948118686676},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.32665225863456726},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.25206857919692993},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23723715543746948},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19144368171691895},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.17110419273376465},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09725433588027954},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08316430449485779},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5199999809265137},{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1977664984","https://openalex.org/W2021890002","https://openalex.org/W2052607266","https://openalex.org/W2113132555","https://openalex.org/W2131249591","https://openalex.org/W2163630896","https://openalex.org/W2169762136","https://openalex.org/W2587524409","https://openalex.org/W2767939831","https://openalex.org/W2810068957","https://openalex.org/W2887258823","https://openalex.org/W2985606391","https://openalex.org/W3003595291","https://openalex.org/W3098399805","https://openalex.org/W3100413054","https://openalex.org/W3210784788","https://openalex.org/W6752150712"],"related_works":["https://openalex.org/W3192662224","https://openalex.org/W2998821156","https://openalex.org/W4389072666","https://openalex.org/W2887258823","https://openalex.org/W4300888463","https://openalex.org/W4226454644","https://openalex.org/W2949388105","https://openalex.org/W4288089155","https://openalex.org/W4379031451","https://openalex.org/W3210664478"],"abstract_inverted_index":{"Percolating":[0],"Networks":[1],"of":[2,13,42,53,67],"Nanoparticles":[3],"(PNNs)":[4],"are":[5],"under":[6],"investigation":[7],"as":[8,26,60],"candidates":[9],"for":[10,109],"physical":[11],"implementations":[12],"reservoir":[14],"computing":[15],"(RC).":[16],"Several":[17],"promising":[18],"features":[19],"have":[20],"been":[21],"identified":[22],"in":[23,56,76],"PNNs,":[24],"such":[25],"brain-like":[27],"critical":[28],"dynamics,":[29],"long-range":[30],"spatiotemporal":[31],"correlations":[32],"and":[33,82,100],"nonlinear":[34,84],"I-V":[35],"characteristics.":[36],"However,":[37],"the":[38,57,93,96,101],"information":[39],"processing":[40],"capability":[41],"PNNs":[43,54],"remains":[44],"to":[45],"be":[46],"demonstrated.":[47],"Here":[48],"we":[49],"present":[50],"detailed":[51],"modelling":[52],"operating":[55],"tunneling":[58],"regime":[59],"delayed-dynamical":[61],"reservoirs":[62,69],"(DDRs).":[63],"The":[64],"computational":[65],"capacity":[66],"these":[68],"is":[70,104],"successfully":[71],"demonstrated":[72],"by":[73],"their":[74],"performance":[75],"two":[77],"benchmark":[78],"tasks:":[79],"waveform":[80],"discrimination":[81],"tenth-order":[83],"auto-regressive":[85],"moving":[86],"average":[87],"(NARMA10)":[88],"time":[89,99],"series":[90],"prediction.":[91],"Furthermore,":[92],"interplay":[94],"between":[95],"PNN":[97],"response":[98],"delayed":[102],"feedback":[103],"elucidated,":[105],"providing":[106],"valuable":[107],"insight":[108],"future":[110],"DDR":[111],"design.":[112]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
