{"id":"https://openalex.org/W4295093698","doi":"https://doi.org/10.1142/s0218126623500755","title":"A Resource Efficient CNN Accelerator for Sensor Signal Processing Based on FPGA","display_name":"A Resource Efficient CNN Accelerator for Sensor Signal Processing Based on FPGA","publication_year":2022,"publication_date":"2022-09-10","ids":{"openalex":"https://openalex.org/W4295093698","doi":"https://doi.org/10.1142/s0218126623500755"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126623500755","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126623500755","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-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/A5067711752","display_name":"Ruidong Wu","orcid":"https://orcid.org/0000-0001-6015-3808"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruidong Wu","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-6015-3808","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112862678","display_name":"Bing Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Liu","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070853337","display_name":"Ping Fu","orcid":"https://orcid.org/0000-0002-5386-748X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Fu","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082711736","display_name":"Haolin Chen","orcid":"https://orcid.org/0000-0003-2689-1369"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210161462","display_name":"Heilongjiang Institute of Technology","ror":"https://ror.org/05x0m9n95","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haolin Chen","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, P. R. China","institution_ids":["https://openalex.org/I4210161462","https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5067711752"],"corresponding_institution_ids":["https://openalex.org/I204983213","https://openalex.org/I4210161462"],"apc_list":null,"apc_paid":null,"fwci":0.2453,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.47261706,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"32","issue":"05","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T12740","display_name":"Gait Recognition and Analysis","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9907000064849854,"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/T10320","display_name":"Neural Networks and Applications","score":0.9896000027656555,"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/computer-science","display_name":"Computer science","score":0.7706494331359863},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.760875940322876},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6917704939842224},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5812840461730957},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5757179856300354},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5611382722854614},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.5414424538612366},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5410048365592957},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.5354692339897156},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4972365200519562},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4935218095779419},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.48562565445899963},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.397762268781662},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3750343322753906},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35002121329307556},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.303915798664093},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.2744296193122864},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10338014364242554},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09619233012199402},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09166193008422852},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.08307453989982605},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.07485988736152649}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7706494331359863},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.760875940322876},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6917704939842224},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5812840461730957},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5757179856300354},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5611382722854614},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.5414424538612366},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5410048365592957},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.5354692339897156},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4972365200519562},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4935218095779419},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.48562565445899963},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.397762268781662},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3750343322753906},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35002121329307556},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.303915798664093},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.2744296193122864},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10338014364242554},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09619233012199402},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09166193008422852},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.08307453989982605},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.07485988736152649},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126623500755","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126623500755","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5012228432","display_name":null,"funder_award_id":"62171156","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2094756095","https://openalex.org/W2112796928","https://openalex.org/W2137664016","https://openalex.org/W2155893237","https://openalex.org/W2604272474","https://openalex.org/W2737762472","https://openalex.org/W2767035496","https://openalex.org/W2768567289","https://openalex.org/W2768993447","https://openalex.org/W2792503273","https://openalex.org/W2884780389","https://openalex.org/W2902895686","https://openalex.org/W2912244485","https://openalex.org/W2939053413","https://openalex.org/W2953212672","https://openalex.org/W2965428057","https://openalex.org/W2990138404","https://openalex.org/W3120697687","https://openalex.org/W3121787284","https://openalex.org/W3159273459","https://openalex.org/W3215652624","https://openalex.org/W3217077065","https://openalex.org/W4205171991"],"related_works":["https://openalex.org/W2111241003","https://openalex.org/W2355315220","https://openalex.org/W4200391368","https://openalex.org/W2518118925","https://openalex.org/W3159273459","https://openalex.org/W4319952061","https://openalex.org/W4280636456","https://openalex.org/W4388913998","https://openalex.org/W4310584535","https://openalex.org/W4295935044"],"abstract_inverted_index":{"With":[0],"the":[1,9,19,48,79,95,114],"use":[2],"of":[3,11,22,50,81,97,103,108,119,148],"Convolutional":[4],"Neural":[5],"Network":[6],"(CNN)":[7],"in":[8,146],"application":[10],"sensor":[12,51],"signal":[13,52,149],"processing":[14],"system,":[15],"it":[16],"usually":[17],"faces":[18],"urgent":[20],"requirements":[21],"system":[23],"integration,":[24],"high":[25],"throughput,":[26],"hardware":[27],"resource":[28,36,71],"and":[29,105,121,135,156],"energy":[30],"efficiency.":[31,86],"This":[32,151],"paper":[33,152],"introduces":[34],"a":[35,88],"efficient":[37],"accelerator":[38,99,144],"with":[39,100,125],"general":[40],"two-dimensional":[41],"multiply-add":[42],"array":[43],"operator":[44],"to":[45,58,77,93,158],"focus":[46],"on":[47],"characteristic":[49],"processing,":[53],"which":[54,137],"can":[55],"be":[56],"applied":[57],"standard":[59],"CNN,":[60,62],"depth-wise":[61],"Fully":[63],"Connected":[64],"(FC)":[65],"layer":[66],"for":[67,84],"varied":[68],"networks.":[69],"Meanwhile,":[70],"estimation":[72],"model":[73],"is":[74,91,123,133,153],"also":[75,154],"constructed":[76],"provide":[78],"exploration":[80],"parallel":[82],"parameters":[83],"computing":[85],"Finally,":[87],"board-level":[89],"verification":[90],"implemented":[92],"demonstrate":[94],"efficiency":[96,132],"proposed":[98],"common":[101],"scene":[102,107],"LeNet":[104],"complex":[106],"MobileNetV1.":[109],"Experimental":[110],"results":[111],"show":[112],"that":[113],"Inferences":[115],"Per":[116],"Second":[117],"(IPS)":[118],"332225":[120],"1498":[122],"realized":[124],"100[Formula:":[126],"see":[127],"text]MHz":[128],"frequency.":[129],"The":[130],"corresponding":[131],"88.84%":[134],"61.09%,":[136],"outperforms":[138],"other":[139,159],"related":[140],"works":[141],"about":[142,161],"CNN":[143],"design":[145],"terms":[147],"processing.":[150],"applicable":[155],"scalable":[157],"fields":[160],"effective":[162],"acceleration":[163],"research.":[164]},"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"}