{"id":"https://openalex.org/W3198100560","doi":"https://doi.org/10.1109/tcsii.2021.3108415","title":"Reliable Test Architecture With Test Cost Reduction for Systolic-Based DNN Accelerators","display_name":"Reliable Test Architecture With Test Cost Reduction for Systolic-Based DNN Accelerators","publication_year":2021,"publication_date":"2021-08-30","ids":{"openalex":"https://openalex.org/W3198100560","doi":"https://doi.org/10.1109/tcsii.2021.3108415","mag":"3198100560"},"language":"en","primary_location":{"id":"doi:10.1109/tcsii.2021.3108415","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsii.2021.3108415","pdf_url":null,"source":{"id":"https://openalex.org/S93916849","display_name":"IEEE Transactions on Circuits & Systems II Express Briefs","issn_l":"1549-7747","issn":["1549-7747","1558-3791"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems II: Express Briefs","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/A5005809822","display_name":"Muhammad Ibtesam","orcid":"https://orcid.org/0000-0002-4063-9525"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Muhammad Ibtesam","raw_affiliation_strings":["Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010696565","display_name":"Umair Saeed Solangi","orcid":"https://orcid.org/0000-0001-5336-7496"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]},{"id":"https://openalex.org/I65146876","display_name":"Quaid-e-Awam University of Engineering, Science and Technology","ror":"https://ror.org/01t34b131","country_code":"PK","type":"education","lineage":["https://openalex.org/I65146876"]}],"countries":["KR","PK"],"is_corresponding":false,"raw_author_name":"Umair Saeed Solangi","raw_affiliation_strings":["Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","Department of Electronic Engineering, Quaid-e-Awam University of Engineering Science and Technology, Larkana, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]},{"raw_affiliation_string":"Department of Electronic Engineering, Quaid-e-Awam University of Engineering Science and Technology, Larkana, Pakistan","institution_ids":["https://openalex.org/I65146876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100630250","display_name":"Jinuk Kim","orcid":"https://orcid.org/0000-0001-5663-3307"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jinuk Kim","raw_affiliation_strings":["Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040056049","display_name":"Muhammad Adil Ansari","orcid":"https://orcid.org/0000-0002-4675-5535"},"institutions":[{"id":"https://openalex.org/I65146876","display_name":"Quaid-e-Awam University of Engineering, Science and Technology","ror":"https://ror.org/01t34b131","country_code":"PK","type":"education","lineage":["https://openalex.org/I65146876"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Adil Ansari","raw_affiliation_strings":["Department of Electronic Engineering, Quaid-e-Awam University of Engineering Science and Technology, Larkana, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Quaid-e-Awam University of Engineering Science and Technology, Larkana, Pakistan","institution_ids":["https://openalex.org/I65146876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000375941","display_name":"Sungju Park","orcid":"https://orcid.org/0000-0003-2322-232X"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungju Park","raw_affiliation_strings":["Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5005809822"],"corresponding_institution_ids":["https://openalex.org/I4575257"],"apc_list":null,"apc_paid":null,"fwci":0.7039,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.67642978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"69","issue":"3","first_page":"1537","last_page":"1541"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11032","display_name":"VLSI and Analog Circuit Testing","score":1.0,"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":1.0,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9998999834060669,"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/T11338","display_name":"Advancements in Photolithography Techniques","score":0.995199978351593,"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/test-compression","display_name":"Test compression","score":0.6792285442352295},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.6235257387161255},{"id":"https://openalex.org/keywords/automatic-test-pattern-generation","display_name":"Automatic test pattern generation","score":0.609433114528656},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6092914938926697},{"id":"https://openalex.org/keywords/design-for-testing","display_name":"Design for testing","score":0.5646534562110901},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5454590320587158},{"id":"https://openalex.org/keywords/power-network-design","display_name":"Power network design","score":0.4864778220653534},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4834062159061432},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.47847744822502136},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.4646676480770111},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.45586538314819336},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4517757296562195},{"id":"https://openalex.org/keywords/drop","display_name":"Drop (telecommunication)","score":0.41168034076690674},{"id":"https://openalex.org/keywords/testability","display_name":"Testability","score":0.34865185618400574},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3065037131309509},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18891975283622742},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18203866481781006},{"id":"https://openalex.org/keywords/electronic-circuit","display_name":"Electronic circuit","score":0.09423908591270447},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08985662460327148},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08255073428153992},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06819096207618713}],"concepts":[{"id":"https://openalex.org/C29652920","wikidata":"https://www.wikidata.org/wiki/Q7705757","display_name":"Test compression","level":4,"score":0.6792285442352295},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.6235257387161255},{"id":"https://openalex.org/C17626397","wikidata":"https://www.wikidata.org/wiki/Q837455","display_name":"Automatic test pattern generation","level":3,"score":0.609433114528656},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6092914938926697},{"id":"https://openalex.org/C190874656","wikidata":"https://www.wikidata.org/wiki/Q5264347","display_name":"Design for testing","level":3,"score":0.5646534562110901},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5454590320587158},{"id":"https://openalex.org/C164565468","wikidata":"https://www.wikidata.org/wiki/Q7236535","display_name":"Power network design","level":3,"score":0.4864778220653534},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4834062159061432},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.47847744822502136},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.4646676480770111},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.45586538314819336},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4517757296562195},{"id":"https://openalex.org/C2781345722","wikidata":"https://www.wikidata.org/wiki/Q5308388","display_name":"Drop (telecommunication)","level":2,"score":0.41168034076690674},{"id":"https://openalex.org/C51234621","wikidata":"https://www.wikidata.org/wiki/Q2149495","display_name":"Testability","level":2,"score":0.34865185618400574},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3065037131309509},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18891975283622742},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18203866481781006},{"id":"https://openalex.org/C134146338","wikidata":"https://www.wikidata.org/wiki/Q1815901","display_name":"Electronic circuit","level":2,"score":0.09423908591270447},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08985662460327148},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08255073428153992},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06819096207618713},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C165005293","wikidata":"https://www.wikidata.org/wiki/Q1074500","display_name":"Chip","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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:10.1109/tcsii.2021.3108415","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsii.2021.3108415","pdf_url":null,"source":{"id":"https://openalex.org/S93916849","display_name":"IEEE Transactions on Circuits & Systems II Express Briefs","issn_l":"1549-7747","issn":["1549-7747","1558-3791"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems II: Express Briefs","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320322799","display_name":"Higher Education Commission, Pakistan","ror":"https://ror.org/038y3sz68"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1972456335","https://openalex.org/W1998525920","https://openalex.org/W2005960695","https://openalex.org/W2043318181","https://openalex.org/W2053298226","https://openalex.org/W2106197724","https://openalex.org/W2119112357","https://openalex.org/W2151265211","https://openalex.org/W2155936784","https://openalex.org/W2257979135","https://openalex.org/W2289252105","https://openalex.org/W2581082771","https://openalex.org/W2606722458","https://openalex.org/W2625028270","https://openalex.org/W2964108906","https://openalex.org/W2980396945","https://openalex.org/W2981151545","https://openalex.org/W3000020709","https://openalex.org/W3013918852","https://openalex.org/W3116249996","https://openalex.org/W4226360029","https://openalex.org/W4230550535","https://openalex.org/W4245199738","https://openalex.org/W6763022021"],"related_works":["https://openalex.org/W2543176856","https://openalex.org/W2157212570","https://openalex.org/W2147986372","https://openalex.org/W3088373974","https://openalex.org/W2149211345","https://openalex.org/W2258554167","https://openalex.org/W2624668974","https://openalex.org/W2806771822","https://openalex.org/W4230966676","https://openalex.org/W2799101079"],"abstract_inverted_index":{"Deep":[0],"Neural":[1],"Network":[2],"(DNN)":[3],"accelerators":[4,17,33],"are":[5],"now":[6],"ubiquitous.":[7],"Extensive":[8],"research":[9],"is":[10,84,130,155],"being":[11],"directed":[12],"at":[13,22],"low":[14],"power":[15,135,166],"DNN":[16,32,175],"for":[18,174],"battery":[19],"operated":[20],"devices":[21],"the":[23,103,112,122],"expense":[24],"of":[25,37,124,141],"a":[26,80],"little":[27],"drop":[28,53,114],"in":[29,40,46,63,66,117,146],"accuracy.":[30],"These":[31],"have":[34],"large":[35],"number":[36],"registers":[38],"resulting":[39],"larger":[41,47],"scan":[42,57],"chains,":[43],"which":[44],"results":[45],"test":[48,64,71,73,75,89,93,104,118,139,160],"times":[49],"and":[50,110,138,164],"higher":[51],"IR":[52,113],"issues.":[54],"Conventional":[55],"full":[56],"design-for-testability":[58],"(DFT)":[59],"approach":[60],"may":[61],"result":[62],"overhead":[65],"terms":[67],"of;":[68],"area":[69],"overhead,":[70],"time,":[72],"power,":[74],"pins.":[76],"In":[77],"this":[78],"brief,":[79],"novel":[81],"DFT":[82],"solution":[83],"proposed":[85,92,128,153],"to":[86,101,107,132,148,158,167],"overcome":[87],"these":[88],"overheads.":[90],"The":[91,127,152],"access":[94],"mechanism":[95],"(TAM)":[96],"uses":[97],"existing":[98],"data":[99,106],"paths":[100],"transport":[102],"pattern":[105],"all":[108],"PEs":[109],"reduce":[111,133,159],"based":[115],"noise":[116],"responses,":[119],"thus":[120],"enhancing":[121],"validity":[123],"testing":[125,150,172],"process.":[126],"TAM":[129],"able":[131,157],"peak":[134,165],"around":[136,142,162],"64%":[137],"time":[140,161],"89%":[143],"on":[144],"average":[145],"comparison":[147],"conventional":[149],"methodology.":[151],"technique":[154],"also":[156],"35%":[163],"59%":[168],"against":[169],"an":[170],"industrial":[171],"methodology":[173],"accelerators.":[176]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
