{"id":"https://openalex.org/W2096691075","doi":"https://doi.org/10.1109/bicta.2010.5645259","title":"Performance, accuracy, power consumption and resource utilization analysis for hardware / software realized Artificial Neural Networks","display_name":"Performance, accuracy, power consumption and resource utilization analysis for hardware / software realized Artificial Neural Networks","publication_year":2010,"publication_date":"2010-09-01","ids":{"openalex":"https://openalex.org/W2096691075","doi":"https://doi.org/10.1109/bicta.2010.5645259","mag":"2096691075"},"language":"en","primary_location":{"id":"doi:10.1109/bicta.2010.5645259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bicta.2010.5645259","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE Fifth International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA)","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/A5036251229","display_name":"Andr\u00e9 L. S. Braga","orcid":null},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Andre L.S. Braga","raw_affiliation_strings":["Department of Mechanical Engineering, University of Brasilia - UnB, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Brasilia - UnB, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042189424","display_name":"Carlos H. Llanos","orcid":"https://orcid.org/0000-0002-0115-4461"},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Carlos H. Llanos","raw_affiliation_strings":["Department of Mechanical Engineering, University of Brasilia - UnB, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Brasilia - UnB, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060626530","display_name":"Diana G\u00f6hringer","orcid":"https://orcid.org/0000-0003-2571-8441"},"institutions":[{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Diana Gohringer","raw_affiliation_strings":["Fraunhofer IOSB, Ettlingen, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IOSB, Ettlingen, Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010784385","display_name":"Jonathan Obie","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Obie","raw_affiliation_strings":["Fraunhofer IOSB, Ettlingen, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IOSB, Ettlingen, Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024739574","display_name":"J\u00fcrgen Becker","orcid":"https://orcid.org/0000-0002-5082-5487"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]},{"id":"https://openalex.org/I4210088543","display_name":"Institut f\u00fcr Informationsverarbeitung","ror":"https://ror.org/0047j9t38","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210088543"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jurgen Becker","raw_affiliation_strings":["Institut f\u00fcr Technik der Informationsverarbeitung - ITIV, Karlsruhe Institute of Technology - KIT, Germany"],"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Technik der Informationsverarbeitung - ITIV, Karlsruhe Institute of Technology - KIT, Germany","institution_ids":["https://openalex.org/I4210088543","https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108437484","display_name":"Michael H\u00fcbner","orcid":"https://orcid.org/0000-0003-3785-7959"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]},{"id":"https://openalex.org/I4210088543","display_name":"Institut f\u00fcr Informationsverarbeitung","ror":"https://ror.org/0047j9t38","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210088543"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Hubner","raw_affiliation_strings":["Institut f\u00fcr Technik der Informationsverarbeitung - ITIV, Karlsruhe Institute of Technology - KIT, Germany"],"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Technik der Informationsverarbeitung - ITIV, Karlsruhe Institute of Technology - KIT, Germany","institution_ids":["https://openalex.org/I4210088543","https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5036251229"],"corresponding_institution_ids":["https://openalex.org/I150729083"],"apc_list":null,"apc_paid":null,"fwci":1.4086,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.85353831,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1629","last_page":"1636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9987999796867371,"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/T10320","display_name":"Neural Networks and Applications","score":0.9987999796867371,"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":0.9980999827384949,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9970999956130981,"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/microblaze","display_name":"MicroBlaze","score":0.9795441627502441},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.8387640714645386},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7693681716918945},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6301818490028381},{"id":"https://openalex.org/keywords/microprocessor","display_name":"Microprocessor","score":0.6170613765716553},{"id":"https://openalex.org/keywords/virtex","display_name":"Virtex","score":0.6009666323661804},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5855779647827148},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.5158799886703491},{"id":"https://openalex.org/keywords/toolchain","display_name":"Toolchain","score":0.493161141872406},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.4310155510902405},{"id":"https://openalex.org/keywords/hardware-description-language","display_name":"Hardware description language","score":0.4102887213230133},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.39750003814697266},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3547818660736084},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.34090614318847656},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18638309836387634},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0899902880191803}],"concepts":[{"id":"https://openalex.org/C2777575374","wikidata":"https://www.wikidata.org/wiki/Q1644704","display_name":"MicroBlaze","level":3,"score":0.9795441627502441},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.8387640714645386},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7693681716918945},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6301818490028381},{"id":"https://openalex.org/C2780728072","wikidata":"https://www.wikidata.org/wiki/Q5297","display_name":"Microprocessor","level":2,"score":0.6170613765716553},{"id":"https://openalex.org/C2777674469","wikidata":"https://www.wikidata.org/wiki/Q20741011","display_name":"Virtex","level":3,"score":0.6009666323661804},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5855779647827148},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5158799886703491},{"id":"https://openalex.org/C2777062904","wikidata":"https://www.wikidata.org/wiki/Q545406","display_name":"Toolchain","level":3,"score":0.493161141872406},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.4310155510902405},{"id":"https://openalex.org/C42143788","wikidata":"https://www.wikidata.org/wiki/Q173341","display_name":"Hardware description language","level":3,"score":0.4102887213230133},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.39750003814697266},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3547818660736084},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.34090614318847656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18638309836387634},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0899902880191803},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/bicta.2010.5645259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bicta.2010.5645259","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE Fifth International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA)","raw_type":"proceedings-article"},{"id":"pmh:oai:fraunhofer.de:N-149025","is_oa":false,"landing_page_url":"http://publica.fraunhofer.de/documents/N-149025.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IOSB","raw_type":"Conference Paper"},{"id":"pmh:oai:publica.fraunhofer.de:publica/367799","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/367799","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1963905860","https://openalex.org/W1970879758","https://openalex.org/W1994183930","https://openalex.org/W2013636129","https://openalex.org/W2031132539","https://openalex.org/W2059933426","https://openalex.org/W2060285868","https://openalex.org/W2062148972","https://openalex.org/W2069153690","https://openalex.org/W2082382275","https://openalex.org/W2111681923","https://openalex.org/W2125066350","https://openalex.org/W2151381128","https://openalex.org/W2169239645"],"related_works":["https://openalex.org/W2039534582","https://openalex.org/W2107168664","https://openalex.org/W2220641111","https://openalex.org/W2108653718","https://openalex.org/W2540124478","https://openalex.org/W387827823","https://openalex.org/W2142417640","https://openalex.org/W2088986602","https://openalex.org/W2345501572","https://openalex.org/W3118759873"],"abstract_inverted_index":{"Artificial":[0],"Neural":[1],"Networks":[2],"(ANN)":[3],"are":[4,23,128],"used":[5],"to":[6,19,38,56],"perform":[7],"tasks":[8],"like":[9],"classification,":[10],"pattern":[11],"recognition":[12],"and":[13,59,78,101,123,146],"function":[14],"approximations":[15],"in":[16,33,36,45,70,73,79,99,107,134],"many":[17],"cases":[18],"which":[20],"traditional":[21],"approaches":[22],"not":[24],"well":[25],"suited.":[26],"Hardware":[27,74],"implementations":[28,67],"have":[29,57],"been":[30],"presented,":[31],"mainly":[32],"academical":[34],"works,":[35],"order":[37],"take":[39],"advantage":[40],"of":[41,50,68,86,93,111,125,140],"the":[42,48,87,112,126],"inherent":[43],"parallelism":[44],"ANNs.":[46],"In":[47],"field":[49],"embedded":[51],"systems":[52],"it":[53],"is":[54],"desirable":[55],"faster":[58],"less":[60],"power":[61,118],"demanding":[62],"designs.":[63],"This":[64],"work":[65],"analyzes":[66],"ANNs":[69],"FPGAs":[71,136],"both":[72],"Description":[75],"Language":[76],"(HDL)":[77],"software":[80,103],"code":[81],"running":[82],"on":[83],"different":[84,109,138],"configurations":[85,110],"Xilinx":[88,113,141],"MicroBlaze":[89,114],"microprocessor.":[90,115],"Three":[91],"versions":[92],"an":[94],"ANN":[95],"design":[96],"were":[97],"implemented":[98],"HDL":[100],"a":[102,143,147],"version":[104],"was":[105],"executed":[106],"four":[108],"Results":[116],"for":[117,130],"consumption,":[119],"FPGA":[120],"occupation,":[121],"speed":[122],"accuracy":[124],"outputs":[127],"presented":[129],"practical":[131],"experiments":[132],"performed":[133],"two":[135],"from":[137],"families":[139],"devices:":[142],"Spartan":[144],"3E":[145],"Virtex":[148],"5.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2012,"cited_by_count":3}],"updated_date":"2026-03-25T14:56:36.534964","created_date":"2025-10-10T00:00:00"}
