{"id":"https://openalex.org/W2946257168","doi":"https://doi.org/10.1109/ner.2019.8716891","title":"Reservoir Transfer on Analog Neuromorphic Hardware","display_name":"Reservoir Transfer on Analog Neuromorphic Hardware","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2946257168","doi":"https://doi.org/10.1109/ner.2019.8716891","mag":"2946257168"},"language":"en","primary_location":{"id":"doi:10.1109/ner.2019.8716891","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ner.2019.8716891","pdf_url":"https://ieeexplore.ieee.org/ielx7/8712471/8716881/08716891.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/8712471/8716881/08716891.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023714516","display_name":"Xu He","orcid":"https://orcid.org/0000-0002-7129-8006"},"institutions":[{"id":"https://openalex.org/I193619901","display_name":"Constructor University","ror":"https://ror.org/02yrs2n53","country_code":"DE","type":"education","lineage":["https://openalex.org/I193619901"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Xu He","raw_affiliation_strings":["Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany","institution_ids":["https://openalex.org/I193619901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101848358","display_name":"Tianlin Liu","orcid":"https://orcid.org/0000-0002-3485-2629"},"institutions":[{"id":"https://openalex.org/I193619901","display_name":"Constructor University","ror":"https://ror.org/02yrs2n53","country_code":"DE","type":"education","lineage":["https://openalex.org/I193619901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tianlin Liu","raw_affiliation_strings":["Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany","institution_ids":["https://openalex.org/I193619901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001991567","display_name":"Fatemeh Hadaeghi","orcid":"https://orcid.org/0000-0002-3870-798X"},"institutions":[{"id":"https://openalex.org/I193619901","display_name":"Constructor University","ror":"https://ror.org/02yrs2n53","country_code":"DE","type":"education","lineage":["https://openalex.org/I193619901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fatemeh Hadaeghi","raw_affiliation_strings":["Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany","institution_ids":["https://openalex.org/I193619901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040645242","display_name":"Herbert Jaeger","orcid":"https://orcid.org/0000-0002-1230-4963"},"institutions":[{"id":"https://openalex.org/I193619901","display_name":"Constructor University","ror":"https://ror.org/02yrs2n53","country_code":"DE","type":"education","lineage":["https://openalex.org/I193619901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Herbert Jaeger","raw_affiliation_strings":["Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electrical Engineering, Jacobs University Bremen, Bremen, Germany","institution_ids":["https://openalex.org/I193619901"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023714516"],"corresponding_institution_ids":["https://openalex.org/I193619901"],"apc_list":null,"apc_paid":null,"fwci":1.7317,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.8857272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1234","last_page":"1238"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9995999932289124,"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":0.9962000250816345,"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/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.9078096151351929},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.771928608417511},{"id":"https://openalex.org/keywords/heartbeat","display_name":"Heartbeat","score":0.5267419219017029},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4931339621543884},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.48631343245506287},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.4824524521827698},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.4292253851890564},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.42044878005981445},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.37543630599975586},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3215232491493225},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.32099175453186035},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28223735094070435},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1636904776096344},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11913222074508667},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.09144189953804016},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.0911203920841217}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9078096151351929},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.771928608417511},{"id":"https://openalex.org/C13852961","wikidata":"https://www.wikidata.org/wiki/Q17021880","display_name":"Heartbeat","level":2,"score":0.5267419219017029},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4931339621543884},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.48631343245506287},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.4824524521827698},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.4292253851890564},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.42044878005981445},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.37543630599975586},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3215232491493225},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.32099175453186035},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28223735094070435},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1636904776096344},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11913222074508667},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.09144189953804016},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0911203920841217}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ner.2019.8716891","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ner.2019.8716891","pdf_url":"https://ieeexplore.ieee.org/ielx7/8712471/8716881/08716891.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},{"id":"pmh:oai:juser.fz-juelich.de:873633","is_oa":false,"landing_page_url":"https://juser.fz-juelich.de/record/873633","pdf_url":null,"source":{"id":"https://openalex.org/S4306401090","display_name":"JuSER (Forschungszentrum J\u00fclich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I171892758","host_organization_name":"Forschungszentrum J\u00fclich","host_organization_lineage":["https://openalex.org/I171892758"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), San Francisco, CA, 2019-03-20 - 2019-03-23","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1109/ner.2019.8716891","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ner.2019.8716891","pdf_url":"https://ieeexplore.ieee.org/ielx7/8712471/8716881/08716891.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9100000262260437}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2946257168.pdf","grobid_xml":"https://content.openalex.org/works/W2946257168.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1695065985","https://openalex.org/W1978142137","https://openalex.org/W2004475192","https://openalex.org/W2004741305","https://openalex.org/W2017147656","https://openalex.org/W2021921970","https://openalex.org/W2049176713","https://openalex.org/W2054217036","https://openalex.org/W2062004915","https://openalex.org/W2073813638","https://openalex.org/W2095409369","https://openalex.org/W2102151619","https://openalex.org/W2103179919","https://openalex.org/W2105398397","https://openalex.org/W2118706537","https://openalex.org/W2123819164","https://openalex.org/W2124785086","https://openalex.org/W2140920882","https://openalex.org/W2162800060","https://openalex.org/W2222436533","https://openalex.org/W2291961022","https://openalex.org/W2520280309","https://openalex.org/W2549667233","https://openalex.org/W2560017826","https://openalex.org/W2749476078","https://openalex.org/W3105906777"],"related_works":["https://openalex.org/W2986579802","https://openalex.org/W4385753159","https://openalex.org/W4387251107","https://openalex.org/W4214914769","https://openalex.org/W2166309310","https://openalex.org/W4200152843","https://openalex.org/W3033201189","https://openalex.org/W4317717548","https://openalex.org/W3029867615","https://openalex.org/W4297621941"],"abstract_inverted_index":{"Analog,":[0],"unclocked,":[1],"spiking":[2],"neuromorphic":[3,98],"microchips":[4],"open":[5],"new":[6],"perspectives":[7],"for":[8],"implantable":[9],"or":[10],"wearable":[11],"biosensors":[12],"and":[13,21,49,63],"biocontrollers,":[14],"due":[15],"to":[16,40,79,119],"their":[17],"low":[18,55],"energy":[19],"consumption":[20],"heat":[22],"dissipation.":[23],"However,":[24],"the":[25,42,51,81,102,121],"challenges":[26],"from":[27],"a":[28,70,85,94,109],"computational":[29,71],"point":[30],"of":[31,54,84,112],"view":[32],"are":[33],"formidable.":[34],"Here":[35,106],"we":[36,107],"outline":[37],"our":[38],"solutions":[39],"realize":[41],"reservoir":[43],"computing":[44],"paradigm":[45],"on":[46,93],"such":[47],"hardware":[48,99],"address":[50],"combined":[52],"problems":[53],"bit":[56],"resolution,":[57],"device":[58],"mismatch,":[59],"approximate":[60],"neuron":[61],"models,":[62],"timescale":[64],"mismatch.":[65],"The":[66],"main":[67],"contribution":[68],"is":[69],"scheme,":[72],"called":[73],"Reservoir":[74],"Transfer,":[75],"which":[76,89],"enables":[77],"us":[78],"transfer":[80],"dynamical":[82],"properties":[83],"well-performing":[86],"neural":[87],"network":[88],"has":[90],"been":[91],"optimized":[92],"digital":[95],"computer,":[96],"onto":[97],"that":[100],"displays":[101],"abovementioned":[103],"problematic":[104],"properties.":[105],"present":[108],"case":[110],"study":[111],"implementing":[113],"an":[114],"ECG":[115],"heartbeat":[116],"abnormality":[117],"detector":[118],"showcase":[120],"proposed":[122],"method.":[123]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":5}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}