{"id":"https://openalex.org/W4292632476","doi":"https://doi.org/10.1007/978-3-030-98347-5_19","title":"Efficient Approximate DNN Accelerators for Edge Devices: An Experimental Study","display_name":"Efficient Approximate DNN Accelerators for Edge Devices: An Experimental Study","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4292632476","doi":"https://doi.org/10.1007/978-3-030-98347-5_19"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-98347-5_19","doi":"https://doi.org/10.1007/978-3-030-98347-5_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-98347-5_19","pdf_url":null,"source":{"id":"https://openalex.org/S4306463937","display_name":"Springer eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Approximate Computing","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4292632983","display_name":"Approximate Computing"},"type":"book-chapter","is_traditional":true,"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/A5066273860","display_name":"Mohammadreza Asadikouhanjani","orcid":"https://orcid.org/0000-0003-0375-4767","observed_orcids":["https://orcid.org/0000-0003-0375-4767"]},"institutions":[{"id":"https://openalex.org/I32625721","display_name":"University of Saskatchewan","ror":"https://ror.org/010x8gc63","country_code":"CA","type":"education","lineage":["https://openalex.org/I32625721"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammadreza Asadikouhanjani","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, SK, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, SK, Canada","institution_ids":["https://openalex.org/I32625721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100396965","display_name":"Hao Zhang","orcid":"https://orcid.org/0000-0002-8201-3272","observed_orcids":["https://orcid.org/0000-0002-8201-3272"]},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103209098","display_name":"Kyunghwan Cho","orcid":"https://orcid.org/0009-0002-2184-8927","observed_orcids":["https://orcid.org/0009-0002-2184-8927"]},"institutions":[{"id":"https://openalex.org/I196471810","display_name":"Korea Electrotechnology Research Institute","ror":"https://ror.org/03ctacd45","country_code":"KR","type":"nonprofit","lineage":["https://openalex.org/I196471810"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyunghwan Cho","raw_affiliation_strings":["Korea Electrotechnology Research Institute (KERI), Uiwang, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electrotechnology Research Institute (KERI), Uiwang, South Korea","institution_ids":["https://openalex.org/I196471810"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624082","display_name":"Young\u2010Jin Park","orcid":"https://orcid.org/0000-0002-9139-0934","observed_orcids":["https://orcid.org/0000-0002-9139-0934","https://orcid.org/0000-0003-4013-9528"]},"institutions":[{"id":"https://openalex.org/I196471810","display_name":"Korea Electrotechnology Research Institute","ror":"https://ror.org/03ctacd45","country_code":"KR","type":"nonprofit","lineage":["https://openalex.org/I196471810"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Young-Jin Park","raw_affiliation_strings":["Korea Electrotechnology Research Institute (KERI), Uiwang, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electrotechnology Research Institute (KERI), Uiwang, South Korea","institution_ids":["https://openalex.org/I196471810"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005338199","display_name":"Seok Bum Ko","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I32625721","display_name":"University of Saskatchewan","ror":"https://ror.org/010x8gc63","country_code":"CA","type":"education","lineage":["https://openalex.org/I32625721"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Seok Bum Ko","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, SK, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, SK, Canada","institution_ids":["https://openalex.org/I32625721"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005338199"],"corresponding_institution_ids":["https://openalex.org/I32625721"],"apc_list":null,"apc_paid":null,"fwci":1.6713,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7933716,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"481","last_page":"508"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10363","display_name":"Low-power high-performance VLSI design","score":0.9955999851226807,"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/T10363","display_name":"Low-power high-performance VLSI design","score":0.9955999851226807,"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":0.002199999988079071,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.0007999999797903001,"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/approximate-computing","display_name":"approximate computing","score":0.9639999866485596},{"id":"https://openalex.org/keywords/deep-neural-network-accelerators","display_name":"deep neural network accelerators","score":0.8980000019073486},{"id":"https://openalex.org/keywords/edge-devices","display_name":"edge devices","score":0.9490000009536743},{"id":"https://openalex.org/keywords/approximate-multipliers","display_name":"approximate multipliers","score":0.8140000104904175},{"id":"https://openalex.org/keywords/reconfigurable-multiplier","display_name":"reconfigurable multiplier","score":0.7009999752044678},{"id":"https://openalex.org/keywords/booth-multiplier","display_name":"Booth multiplier","score":0.9300000071525574},{"id":"https://openalex.org/keywords/deep-neural-network-inference","display_name":"deep neural network inference","score":0.6980000138282776},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.5740000009536743},{"id":"https://openalex.org/keywords/accuracy-loss","display_name":"accuracy loss","score":0.40700000524520874}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7778955698013306},{"id":"https://openalex.org/C124584101","wikidata":"https://www.wikidata.org/wiki/Q1053266","display_name":"Multiplier (economics)","level":2,"score":0.7319368124008179},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.707423210144043},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6942022442817688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6605349183082581},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4936147928237915},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.48185622692108154},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.43939822912216187},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4286400079727173},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3976295590400696},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.39546632766723633},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3233175277709961},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-98347-5_19","doi":"https://doi.org/10.1007/978-3-030-98347-5_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-98347-5_19","pdf_url":null,"source":{"id":"https://openalex.org/S4306463937","display_name":"Springer eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Approximate Computing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1998917233","https://openalex.org/W2048266589","https://openalex.org/W2090557012","https://openalex.org/W2097117768","https://openalex.org/W2172654076","https://openalex.org/W2289252105","https://openalex.org/W2541839172","https://openalex.org/W2578985517","https://openalex.org/W2588664667","https://openalex.org/W2604177858","https://openalex.org/W2626712922","https://openalex.org/W2734851905","https://openalex.org/W2775776326","https://openalex.org/W2804268686","https://openalex.org/W2807239565","https://openalex.org/W2831610400","https://openalex.org/W2871705258","https://openalex.org/W2900613774","https://openalex.org/W2931118404","https://openalex.org/W2945146780","https://openalex.org/W2954748826","https://openalex.org/W2975335499","https://openalex.org/W2999172512","https://openalex.org/W3001125339","https://openalex.org/W3004127905","https://openalex.org/W3011681010","https://openalex.org/W3044794971","https://openalex.org/W3134055916","https://openalex.org/W3154788416","https://openalex.org/W3169000237","https://openalex.org/W4231465166","https://openalex.org/W4235436861","https://openalex.org/W4237249260","https://openalex.org/W4241197095","https://openalex.org/W4394670654"],"related_works":["https://openalex.org/W3091041533","https://openalex.org/W4411993003","https://openalex.org/W3185602241","https://openalex.org/W4405766330","https://openalex.org/W7128799223","https://openalex.org/W4323345742","https://openalex.org/W4283687401","https://openalex.org/W7204134722","https://openalex.org/W3173289699","https://openalex.org/W3191042466"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-08-22T00:00:00"}