{"id":"https://openalex.org/W4313024841","doi":"https://doi.org/10.1109/asap54787.2022.00025","title":"Full-BNN: A Low Storage and Power Consumption Time-Domain Architecture based on FPGA","display_name":"Full-BNN: A Low Storage and Power Consumption Time-Domain Architecture based on FPGA","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4313024841","doi":"https://doi.org/10.1109/asap54787.2022.00025"},"language":"en","primary_location":{"id":"doi:10.1109/asap54787.2022.00025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asap54787.2022.00025","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP)","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/A5101503177","display_name":"Longlong Zhang","orcid":"https://orcid.org/0009-0006-1214-6260"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Longlong Zhang","raw_affiliation_strings":["College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053099673","display_name":"Xuebin Tang","orcid":"https://orcid.org/0000-0001-5144-7943"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuebin Tang","raw_affiliation_strings":["College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025127675","display_name":"Xiang Hu","orcid":"https://orcid.org/0000-0002-1798-8508"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Hu","raw_affiliation_strings":["College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050213684","display_name":"Yuanxi Peng","orcid":"https://orcid.org/0000-0001-6821-3537"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanxi Peng","raw_affiliation_strings":["College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and technology, National University of Defense Technology,State Key Laboratory of High Performance Computing,Changsha,China,410073","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085103595","display_name":"Tong Zhou","orcid":"https://orcid.org/0000-0001-7710-9686"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Zhou","raw_affiliation_strings":["Beijing Institute for Advanced Study, National University of Defense Technology,Beijing,China,100000"],"affiliations":[{"raw_affiliation_string":"Beijing Institute for Advanced Study, National University of Defense Technology,Beijing,China,100000","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101503177"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.302,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.55657019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"98","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9975000023841858,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9975000023841858,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9937999844551086,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8190885186195374},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.6018929481506348},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.5255669355392456},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.44360488653182983},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3871525824069977},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3504205346107483}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8190885186195374},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.6018929481506348},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5255669355392456},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.44360488653182983},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3871525824069977},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3504205346107483}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asap54787.2022.00025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asap54787.2022.00025","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1355196795","display_name":null,"funder_award_id":"91948303-1,61803375","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2260663238","https://openalex.org/W2300242332","https://openalex.org/W2416799949","https://openalex.org/W2469490737","https://openalex.org/W2525740295","https://openalex.org/W2565125333","https://openalex.org/W2585560244","https://openalex.org/W2725092576","https://openalex.org/W2740857766","https://openalex.org/W2765235648","https://openalex.org/W2785457004","https://openalex.org/W2789805928","https://openalex.org/W2790556218","https://openalex.org/W2792893539","https://openalex.org/W2888088168","https://openalex.org/W2891946740","https://openalex.org/W2895064258","https://openalex.org/W2940605916","https://openalex.org/W2972343638","https://openalex.org/W2981240739","https://openalex.org/W2981819390","https://openalex.org/W2985737156","https://openalex.org/W3116922653","https://openalex.org/W3117263620","https://openalex.org/W3139246003","https://openalex.org/W3189846752","https://openalex.org/W4297797863"],"related_works":["https://openalex.org/W2111241003","https://openalex.org/W2355315220","https://openalex.org/W4200391368","https://openalex.org/W2210979487","https://openalex.org/W2074043759","https://openalex.org/W2316202402","https://openalex.org/W2096844293","https://openalex.org/W2363944576","https://openalex.org/W2351041855","https://openalex.org/W2570254841"],"abstract_inverted_index":{"With":[0],"the":[1,50,59,64,75,87,105,115,127,136,140,149,182],"increasing":[2],"demand":[3],"for":[4,58,168],"low":[5,161,165],"power":[6,56,166],"and":[7,15,32,55,71,82,110,125,164],"storage":[8,98,162],"consumption":[9,57,167],"in":[10,27,74,181],"mobile":[11],"platforms,":[12],"wearable":[13],"devices,":[14,19],"Internet":[16],"of":[17,67,89,175],"Things":[18],"how":[20],"to":[21,52,96,113,134],"better":[22],"apply":[23],"lightweight":[24],"neural":[25,156],"networks":[26],"many":[28],"edge":[29],"computing":[30,117,188],"scenarios":[31],"resource-limited":[33],"settings":[34],"is":[35],"still":[36],"facing":[37],"challenges.":[38],"This":[39],"paper":[40],"first":[41],"proposes":[42],"a":[43,79,155,172],"novel":[44],"binary":[45],"convolution":[46,60],"structure":[47],"based":[48],"on":[49,139],"time-domain":[51,183],"reduce":[53,97],"resource":[54],"process.":[61],"Furthermore,":[62],"through":[63],"joint":[65,178],"design":[66,107,179],"convolution,":[68],"batch":[69],"normalization,":[70],"activation":[72],"function":[73],"time-domain,":[76],"we":[77,103,120],"propose":[78],"full-BNN":[80],"model":[81,150],"hardware":[83],"architecture,":[84],"which":[85],"keeps":[86],"values":[88],"all":[90],"intermediate":[91],"results":[92,146],"as":[93,131,154],"one":[94],"bit":[95],"requirements":[99],"by":[100],"75%.":[101],"Then,":[102],"optimize":[104],"above":[106],"with":[108,160,171],"spatial":[109],"temporal":[111],"parallelism":[112],"improve":[114],"overall":[116],"efficiency.":[118],"Finally,":[119],"built":[121],"an":[122,132],"accelerating":[123],"system":[124],"take":[126],"MNIST":[128],"data":[129],"set":[130],"example":[133],"test":[135],"optimized":[137],"architecture":[138],"DSP":[141],"+":[142],"FPGA":[143],"platform.":[144],"The":[145,177],"show":[147],"that":[148],"can":[151],"be":[152],"used":[153],"network":[157],"acceleration":[158],"unit":[159],"requirement":[163],"classification":[169],"tasks":[170],"small":[173],"loss":[174],"accuracy.":[176],"method":[180],"may":[184],"further":[185],"inspire":[186],"other":[187],"architectures.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}