{"id":"https://openalex.org/W7163398074","doi":"https://doi.org/10.1109/access.2026.3700058","title":"Computation and Complexity-Aware DNN Accelerators: Architectures, Dataflows, and Design Trade-Offs","display_name":"Computation and Complexity-Aware DNN Accelerators: Architectures, Dataflows, and Design Trade-Offs","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7163398074","doi":"https://doi.org/10.1109/access.2026.3700058"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3700058","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3700058","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2026.3700058","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113969405","display_name":"Sudheer Vishwakarma","orcid":null},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Sudheer Vishwakarma","raw_affiliation_strings":["Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0009-0007-2759-0820","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137790859","display_name":"Zaheer Khan","orcid":"https://orcid.org/0000-0003-2951-5684"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Zaheer Khan","raw_affiliation_strings":["Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2951-5684","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055603484","display_name":"Janne Lehtom\u00e4ki","orcid":"https://orcid.org/0000-0002-5081-1843"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Janne J. Lehtom\u00e4ki","raw_affiliation_strings":["Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0002-5081-1843","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98381234"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69749394,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"88851","last_page":"88878"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.24070000648498535,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.24070000648498535,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.09809999912977219,"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"}},{"id":"https://openalex.org/T10829","display_name":"Interconnection Networks and Systems","score":0.06830000132322311,"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/computation","display_name":"Computation","score":0.5498999953269958},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.3370000123977661},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3163999915122986},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.2881999909877777}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7922000288963318},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5498999953269958},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38690000772476196},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37700000405311584},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3163999915122986},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2971999943256378},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.2881999909877777},{"id":"https://openalex.org/C148764684","wikidata":"https://www.wikidata.org/wiki/Q621751","display_name":"Approximation algorithm","level":2,"score":0.2079000025987625},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.20669999718666077}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3700058","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3700058","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2edbb91b97184a6faedf32a6b231f94d","is_oa":false,"landing_page_url":"https://doaj.org/article/2edbb91b97184a6faedf32a6b231f94d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 14, Pp 88851-88878 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3700058","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3700058","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,77,129],"rapid":[1],"advancement":[2],"of":[3,40,55,79,89,108,115,135],"deep":[4],"neural":[5],"networks":[6],"(DNNs),":[7],"driven":[8],"by":[9],"increasingly":[10],"complex":[11],"models":[12],"and":[13,32,53,69,92,117,126,138,149],"demanding":[14],"computational":[15,90],"workloads,":[16],"has":[17],"created":[18],"a":[19,37],"critical":[20],"need":[21],"for":[22],"specialized":[23],"hardware":[24],"accelerators":[25,141],"that":[26,48,100],"effectively":[27],"balance":[28],"performance,":[29],"energy":[30],"efficiency,":[31],"scalability.":[33],"This":[34],"paper":[35,130],"presents":[36],"comprehensive":[38],"survey":[39],"DNN":[41],"accelerator":[42,60],"architectures,":[43,64],"focusing":[44],"on":[45],"design":[46],"principles":[47],"are":[49],"both":[50,136],"computationally":[51],"intensive":[52],"aware":[54],"complexity.We":[56],"systematically":[57],"integrate":[58],"various":[59],"designs,":[61],"including":[62,105],"platform-based":[63],"application-specific":[65],"integrated":[66],"circuits":[67],"(ASICs),":[68],"data":[70,118,146],"flow-driven":[71,147],"accelerators,":[72,148],"along":[73],"with":[74],"emerging":[75],"paradigms.":[76],"importance":[78],"these":[80],"designs":[81],"is":[82],"highlighted":[83],"in":[84],"relation":[85],"to":[86],"the":[87,106],"challenges":[88],"intensity":[91],"model":[93],"complexity.":[94],"Additionally,":[95],"we":[96],"introduce":[97],"an":[98,132],"overview":[99],"encompasses":[101],"key":[102],"architectural":[103],"dimensions,":[104],"organization":[107],"processing":[109],"elements":[110],"(PEs),":[111],"memory":[112],"hierarchy,":[113],"granularity":[114],"parallelism,":[116],"flow":[119],"strategies":[120],"such":[121],"as":[122],"weight-stationary,":[123],"output-stationary,":[124],"row-stationary,":[125],"systolic":[127],"dataflows.":[128],"provides":[131],"in-depth":[133],"analysis":[134],"seminal":[137],"contemporary":[139],"ASIC-based":[140],"(DianNao":[142],"family,":[143],"Eyeriss,":[144],"Cambricon-X),":[145],"Edge":[150],"vs.":[151],"cloud":[152],"accelerators.":[153]},"counts_by_year":[],"updated_date":"2026-06-18T08:10:14.011955","created_date":"2026-06-04T00:00:00"}
