{"id":"https://openalex.org/W4400811518","doi":"https://doi.org/10.1109/aicas59952.2024.10595897","title":"Echo State Networks for Accurate and Efficient Modeling of Dynamic Circuits","display_name":"Echo State Networks for Accurate and Efficient Modeling of Dynamic Circuits","publication_year":2024,"publication_date":"2024-04-22","ids":{"openalex":"https://openalex.org/W4400811518","doi":"https://doi.org/10.1109/aicas59952.2024.10595897"},"language":"en","primary_location":{"id":"doi:10.1109/aicas59952.2024.10595897","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aicas59952.2024.10595897","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5029539190","display_name":"Paulo Machado","orcid":"https://orcid.org/0009-0004-6534-9657"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Paulo Machado","raw_affiliation_strings":["INESC-ID Lisboa,Lisbon,Portugal,1000-029"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INESC-ID Lisboa,Lisbon,Portugal,1000-029","institution_ids":["https://openalex.org/I121345201"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033600104","display_name":"Ruxandra B\u0103rbulescu","orcid":"https://orcid.org/0000-0001-8960-5329"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ruxandra Barbulescu","raw_affiliation_strings":["INESC-ID Lisboa,Lisbon,Portugal,1000-029"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INESC-ID Lisboa,Lisbon,Portugal,1000-029","institution_ids":["https://openalex.org/I121345201"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052100713","display_name":"L. Miguel Silveira","orcid":"https://orcid.org/0000-0003-3542-229X"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Luis Miguel Silveira","raw_affiliation_strings":["INESC-ID Lisboa,Lisbon,Portugal,1000-029"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INESC-ID Lisboa,Lisbon,Portugal,1000-029","institution_ids":["https://openalex.org/I121345201"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I121345201"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"148","issue":null,"first_page":"607","last_page":"611"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9997000098228455,"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":0.9997000098228455,"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":0.998199999332428,"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/T10320","display_name":"Neural Networks and Applications","score":0.9955000281333923,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.6909133195877075},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5853724479675293},{"id":"https://openalex.org/keywords/electronic-circuit","display_name":"Electronic circuit","score":0.5286391377449036},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.44183599948883057},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1901031732559204},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16232416033744812},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14186155796051025},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1358785629272461}],"concepts":[{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.6909133195877075},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5853724479675293},{"id":"https://openalex.org/C134146338","wikidata":"https://www.wikidata.org/wiki/Q1815901","display_name":"Electronic circuit","level":2,"score":0.5286391377449036},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.44183599948883057},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1901031732559204},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16232416033744812},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14186155796051025},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1358785629272461}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aicas59952.2024.10595897","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aicas59952.2024.10595897","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5400000214576721}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1604264128","https://openalex.org/W1971129545","https://openalex.org/W1977657261","https://openalex.org/W2060483994","https://openalex.org/W2060572274","https://openalex.org/W2064675550","https://openalex.org/W2110485445","https://openalex.org/W2112877014","https://openalex.org/W2118706537","https://openalex.org/W2129166063","https://openalex.org/W2143036903","https://openalex.org/W2150069651","https://openalex.org/W2157331557","https://openalex.org/W2160219580","https://openalex.org/W2924501891","https://openalex.org/W2936869376","https://openalex.org/W2954591934","https://openalex.org/W3102576917","https://openalex.org/W3205096573","https://openalex.org/W4230158454","https://openalex.org/W4312050779","https://openalex.org/W4315491267","https://openalex.org/W4377715328"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W1473737476","https://openalex.org/W2949162897","https://openalex.org/W2061432289","https://openalex.org/W2276571074","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2147070413"],"abstract_inverted_index":{"Neural":[0],"network-based":[1],"architectures":[2],"have":[3,37],"long":[4],"been":[5,38,50],"used":[6,87,172],"as":[7],"black-box":[8],"regressors":[9],"for":[10,112,197],"developing":[11],"macromodels":[12],"of":[13,74,105,130,139],"circuits":[14,200],"and":[15,30,57,108,175,194,201],"systems.":[16,202],"From":[17],"the":[18,26,41,44,71,92,116,128,137,160],"more":[19,27],"basic":[20],"feed-forward":[21],"artificial":[22],"neural":[23,89],"networks":[24],"to":[25,85,151,170,189],"recent":[28],"complex":[29],"powerful":[31,35],"recurrent":[32,88,144,173],"structures,":[33],"increasingly":[34],"structures":[36],"proposed":[39,93,117],"over":[40],"years.":[42],"Unfortunately,":[43],"added":[45],"modeling":[46],"power":[47],"has":[48],"often":[49],"paired":[51],"with":[52],"equally":[53],"increased":[54],"training":[55,100,106,109,143,166],"requirements":[56],"computational":[58],"costs.":[59],"In":[60],"this":[61],"paper,":[62],"we":[63],"introduce":[64],"a":[65,191],"novel":[66],"macromodeling":[67,198],"method,":[68],"based":[69,119],"on":[70,120,159],"well-known":[72],"concept":[73],"reservoir":[75],"computing,":[76],"which":[77,135],"can":[78,182],"efficiently":[79],"produce":[80],"accurate":[81],"models.":[82],"When":[83],"compared":[84,169],"commonly":[86,171],"network":[90],"architectures,":[91],"method":[94],"is":[95,124,136,149,176],"characterized":[96],"by":[97,127],"much":[98,140],"lower":[99],"requirements,":[101],"both":[102],"in":[103,142],"terms":[104],"data":[107],"time":[110,167],"necessary":[111],"model":[113,148],"development.":[114],"Furthermore,":[115],"architecture,":[118],"Echo":[121],"State":[122],"Networks":[123],"not":[125],"encumbered":[126],"problem":[129],"vanishing":[131],"or":[132],"exploding":[133],"gradients":[134],"cause":[138],"difficulty":[141],"architectures.":[145],"The":[146],"resulting":[147],"shown":[150],"be":[152,183,190],"adequately":[153],"accurate,":[154],"exhibiting":[155],"small":[156],"relative":[157],"error":[158],"examples":[161],"shown,":[162],"requires":[163],"only":[164],"modest":[165],"when":[168],"alternatives,":[174],"simple":[177],"enough":[178],"that":[179],"its":[180],"evaluation":[181],"performed":[184],"very":[185,192],"rapidly,":[186],"therefore":[187],"proving":[188],"interesting":[193],"general":[195],"alternative":[196],"dynamic":[199]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
