乐胖代购免代理版

{"id":"https://openalex.org/W2799096976","doi":"https://doi.org/10.1109/samos.2017.8344616","title":"Can a reconfigurable architecture beat ASIC as a CNN accelerator?","display_name":"Can a reconfigurable architecture beat ASIC as a CNN accelerator?","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2799096976","doi":"https://doi.org/10.1109/samos.2017.8344616","mag":"2799096976"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/samos.2017.8344616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5110761812","display_name":"Syed M. A. H. Jafri","orcid":null},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Syed M. A. H. Jafri","raw_affiliation_strings":["Royal Institute of Technology (KTH), Sweden"],"affiliations":[{"raw_affiliation_string":"Royal Institute of Technology (KTH), Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026355063","display_name":"Ahmed Hemani","orcid":"https://orcid.org/0000-0003-0565-9376"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ahmed Hemani","raw_affiliation_strings":["Royal Institute of Technology (KTH), Sweden"],"affiliations":[{"raw_affiliation_string":"Royal Institute of Technology (KTH), Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082212175","display_name":"Dimmitrios Stathis","orcid":null},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Dimmitrios Stathis","raw_affiliation_strings":["Royal Institute of Technology (KTH), Sweden"],"affiliations":[{"raw_affiliation_string":"Royal Institute of Technology (KTH), Sweden","institution_ids":["https://openalex.org/I86987016"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":1,"citation_normalized_percentile":{"value":0.247052,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":63,"max":71},"biblio":{"volume":null,"issue":null,"first_page":"97","last_page":"104"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9999,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9999,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.998,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9977,"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/application-specific-integrated-circuit","display_name":"Application-specific integrated circuit","score":0.6446241},{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.54897577}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.85187054},{"id":"https://openalex.org/C77390884","wikidata":"https://www.wikidata.org/wiki/Q217302","display_name":"Application-specific integrated circuit","level":2,"score":0.6446241},{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.54897577},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5367853},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.4776089},{"id":"https://openalex.org/C489000","wikidata":"https://www.wikidata.org/wiki/Q747385","display_name":"Data flow diagram","level":2,"score":0.4716712},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.46432844},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4604898},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.42085016},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.41330904},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.31234586},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2891594},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/samos.2017.8344616","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.91,"id":"https://metadata.un.org/sdg/7"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":27,"referenced_works":["https://openalex.org/W1900720577","https://openalex.org/W1943732115","https://openalex.org/W1993356715","https://openalex.org/W2014155344","https://openalex.org/W2044535169","https://openalex.org/W2067523571","https://openalex.org/W2076226644","https://openalex.org/W2084529981","https://openalex.org/W2094756095","https://openalex.org/W2108727674","https://openalex.org/W2112796928","https://openalex.org/W2120284346","https://openalex.org/W2134673133","https://openalex.org/W2144175376","https://openalex.org/W2148605318","https://openalex.org/W2152839228","https://openalex.org/W2155893237","https://openalex.org/W2156458114","https://openalex.org/W2163605009","https://openalex.org/W2266946669","https://openalex.org/W2285660444","https://openalex.org/W2344845053","https://openalex.org/W2906043559","https://openalex.org/W2950094539","https://openalex.org/W2950656546","https://openalex.org/W4251330784","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4249632163","https://openalex.org/W2941434274","https://openalex.org/W2810427553","https://openalex.org/W2808484818","https://openalex.org/W2797161794","https://openalex.org/W2340647897","https://openalex.org/W2135053878","https://openalex.org/W2096938998","https://openalex.org/W1760305469","https://openalex.org/W1574948540"],"abstract_inverted_index":{"To":[0,101,127],"exploit":[1],"the":[2,45,65,112,142,167],"high":[3],"accuracy,":[4],"inherent":[5],"redundancy,":[6],"and":[7,35,68,98,117,122,159],"embarrassingly":[8],"parallel":[9],"nature":[10],"of":[11,47,169],"Convolutional":[12],"Neural":[13],"Networks":[14],"(CNN),":[15],"for":[16,38,115],"intelligent":[17],"embedded":[18],"systems,":[19],"many":[20],"dedicated":[21],"CNN":[22,49,77,136],"accelerators":[23,28],"have":[24,83],"been":[25],"presented.":[26],"These":[27],"are":[29,125],"optimized":[30],"to":[31,55,62,85,96,155,161],"employ":[32],"compression,":[33],"tiling,":[34],"layer":[36,61],"merging":[37],"a":[39,48,134],"specific":[40],"data":[41,69,91,120],"flow/parallelism":[42],"pattern.":[43],"However,":[44],"dimension":[46],"differ":[50],"widely":[51],"from":[52,59],"one":[53,60],"application":[54],"another":[56],"(and":[57],"also":[58,72,95],"another).":[63],"Therefore,":[64],"optimal":[66],"parallelism":[67,123],"flow":[70,92,121],"pattern":[71],"differs":[73],"significantly":[74],"in":[75],"different":[76,90],"layers.":[78],"An":[79],"efficient":[80],"accelerator":[81],"should":[82],"flexibility":[84],"not":[86],"only":[87],"efficiently":[88],"support":[89],"patterns":[93,124],"but":[94],"interleave":[97],"cascade":[99],"them.":[100],"achieve":[102],"this":[103,129],"ability":[104],"requires":[105],"configuration":[106],"overheads.":[107],"This":[108],"paper":[109],"analyzes":[110],"whether":[111],"reconfiguration":[113],"overheads":[114],"interleaving":[116],"cascading":[118],"multiple":[119],"justified.":[126],"answer":[128],"question,":[130],"we":[131],"first":[132],"design":[133],"reconfigurable":[135],"accelerator,":[137],"called":[138],"ReCon.":[139],"ReCon":[140,152],"is":[141],"compared":[143],"with":[144],"state-of-the-art":[145],"accelerators.":[146],"Post-layout":[147],"synthesis":[148],"results":[149],"reveal":[150],"that":[151],"provides":[153],"up":[154,160],"2.2X":[156],"higher":[157],"throughput":[158],"2.3X":[162],"better":[163],"energy":[164],"efficiency":[165],"at":[166],"cost":[168],"26-35%":[170],"additional":[171],"area.":[172]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2799096976","counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2024-12-09T10:50:21.286175","created_date":"2018-05-07"}