{"id":"https://openalex.org/W4285263226","doi":"https://doi.org/10.1109/jetcas.2022.3171826","title":"AERO: Design Space Exploration Framework for Resource-Constrained CNN Mapping on Tile-Based Accelerators","display_name":"AERO: Design Space Exploration Framework for Resource-Constrained CNN Mapping on Tile-Based Accelerators","publication_year":2022,"publication_date":"2022-05-02","ids":{"openalex":"https://openalex.org/W4285263226","doi":"https://doi.org/10.1109/jetcas.2022.3171826"},"language":"en","primary_location":{"id":"doi:10.1109/jetcas.2022.3171826","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jetcas.2022.3171826","pdf_url":null,"source":{"id":"https://openalex.org/S142323794","display_name":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems","issn_l":"2156-3357","issn":["2156-3357","2156-3365"],"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 Journal on Emerging and Selected Topics in Circuits and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://lirias.kuleuven.be/retrieve/5699ad07-b162-483f-8b30-1a189cc8b92e","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083744300","display_name":"Simei Yang","orcid":"https://orcid.org/0000-0002-0130-8176"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Simei Yang","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":"https://orcid.org/0000-0002-0130-8176","affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074456876","display_name":"Debjyoti Bhattacharjee","orcid":"https://orcid.org/0000-0001-6561-8934"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Debjyoti Bhattacharjee","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005184250","display_name":"Vinay Kumar","orcid":"https://orcid.org/0000-0001-8363-2852"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Vinay B. Y. Kumar","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":"https://orcid.org/0000-0001-8363-2852","affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077666857","display_name":"S. Chatterjee","orcid":"https://orcid.org/0000-0003-3509-7300"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Saikat Chatterjee","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056454387","display_name":"Sayandip De","orcid":"https://orcid.org/0000-0002-5538-561X"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sayandip De","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082798974","display_name":"Peter Debacker","orcid":"https://orcid.org/0000-0003-3825-5554"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Peter Debacker","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-3825-5554","affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108761749","display_name":"Diederik Verkest","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Diederik Verkest","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111610998","display_name":"Arindam Mallik","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Arindam Mallik","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033235745","display_name":"Francky Catthoor","orcid":"https://orcid.org/0000-0002-3599-8515"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Francky Catthoor","raw_affiliation_strings":["IMEC, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMEC, Leuven, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.831,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.70939477,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"12","issue":"2","first_page":"508","last_page":"521"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9987000226974487,"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":0.9937999844551086,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7201113700866699},{"id":"https://openalex.org/keywords/tile","display_name":"Tile","score":0.5039538741111755},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"Design space exploration","score":0.4957805573940277},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4695813059806824},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.4623824954032898},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4595770537853241},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4556986093521118},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.36419814825057983},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32481974363327026},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.22028642892837524},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.09575155377388}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7201113700866699},{"id":"https://openalex.org/C2780728851","wikidata":"https://www.wikidata.org/wiki/Q468402","display_name":"Tile","level":2,"score":0.5039538741111755},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.4957805573940277},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4695813059806824},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.4623824954032898},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4595770537853241},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4556986093521118},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.36419814825057983},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32481974363327026},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.22028642892837524},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.09575155377388},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jetcas.2022.3171826","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jetcas.2022.3171826","pdf_url":null,"source":{"id":"https://openalex.org/S142323794","display_name":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems","issn_l":"2156-3357","issn":["2156-3357","2156-3365"],"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 Journal on Emerging and Selected Topics in Circuits and Systems","raw_type":"journal-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/702409","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/702409","pdf_url":"https://lirias.kuleuven.be/retrieve/5699ad07-b162-483f-8b30-1a189cc8b92e","source":{"id":"https://openalex.org/S7407055369","display_name":"Lirias","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ieee Journal On Emerging And Selected Topics In Circuits And Systems, vol. 12 (2), (508-521)","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/702409","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/702409","pdf_url":"https://lirias.kuleuven.be/retrieve/5699ad07-b162-483f-8b30-1a189cc8b92e","source":{"id":"https://openalex.org/S7407055369","display_name":"Lirias","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ieee Journal On Emerging And Selected Topics In Circuits And Systems, vol. 12 (2), (508-521)","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8700000047683716}],"awards":[],"funders":[{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285263226.pdf","grobid_xml":"https://content.openalex.org/works/W4285263226.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1909929165","https://openalex.org/W1985818188","https://openalex.org/W2048266589","https://openalex.org/W2198035931","https://openalex.org/W2442974303","https://openalex.org/W2518281301","https://openalex.org/W2526741250","https://openalex.org/W2560168493","https://openalex.org/W2804640713","https://openalex.org/W2912296468","https://openalex.org/W2913104037","https://openalex.org/W2940862705","https://openalex.org/W2943765373","https://openalex.org/W2998732502","https://openalex.org/W3005599125","https://openalex.org/W3094871077","https://openalex.org/W3132942233","https://openalex.org/W3139067602","https://openalex.org/W3157848896","https://openalex.org/W3188913081","https://openalex.org/W3194056411","https://openalex.org/W4200453281","https://openalex.org/W4249932213","https://openalex.org/W4288083528","https://openalex.org/W6751349269"],"related_works":["https://openalex.org/W2111062328","https://openalex.org/W2108386578","https://openalex.org/W1994609733","https://openalex.org/W1572417577","https://openalex.org/W91363257","https://openalex.org/W2142450926","https://openalex.org/W3139655666","https://openalex.org/W1979259943","https://openalex.org/W2118185763","https://openalex.org/W1550409889"],"abstract_inverted_index":{"Analog":[0],"In-Memory":[1],"Compute":[2],"(AIMC)":[3],"arrays":[4,27],"can":[5,114],"store":[6],"weights":[7],"and":[8,41,69,78,133,148,156,179,207,219,228],"perform":[9],"matrix-vector":[10],"multiplication":[11],"operations":[12],"for":[13,138,185,217],"Deep":[14],"Convolutional":[15],"Neural":[16],"Networks":[17],"(CNNs).":[18],"A":[19],"number":[20],"of":[21,170,176,204],"recent":[22],"efforts":[23],"have":[24],"integrated":[25],"AIMC":[26],"into":[28,188],"hybrid":[29,105,189,205],"digital-analog":[30],"accelerators":[31],"in":[32,117,167,210],"a":[33,90,99,124,195,201,211],"multi-layer":[34,110,171],"parallel":[35,172],"manner":[36],"to":[37,97],"achieve":[38],"energy":[39],"efficiency":[40],"high":[42],"throughput.":[43],"Multi-layer":[44],"parallelism":[45],"on":[46,104],"large-scale":[47],"tile-based":[48,106,190],"architectures":[49,107],"need":[50],"efficient":[51,75],"mapping":[52,127,140,182],"support":[53,84],"at":[54],"the":[55,73],"processing":[56,67],"element":[57],"(PE)-level":[58],"(":[59],"<italic":[60],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[61],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">e.g.</i>":[62],",":[63],"digital":[64,206],"or":[65],"analog":[66,208],"elements)":[68],"tile-level.":[70],"To":[71],"find":[72],"most":[74],"architectures,":[76],"fast":[77],"accurate":[79],"design":[80],"space":[81],"exploration":[82,128,151],"(DSE)":[83],"is":[85,95,164],"required.":[86],"In":[87],"this":[88],"paper,":[89],"novel":[91],"DSE":[92,119],"framework,":[93],"AERO,":[94],"presented":[96],"characterize":[98],"CNN":[100],"inference":[101],"workload":[102],"executing":[103],"that":[108,199],"supports":[109,200],"parallelism.":[111],"Three":[112],"characteristics":[113],"be":[115],"seen":[116],"our":[118],"framework:":[120],"(1)":[121],"It":[122,143,193],"presents":[123],"hierarchical":[125],"Tile/PE-level":[126],"strategy":[129],"including":[130],"inter-layer":[131],"interaction,":[132],"allowing":[134],"layer":[135],"fusion/splitting":[136],"configurations":[137],"PE-level":[139],"optimization.":[141],"(2)":[142],"unlocks":[144],"different":[145],"Performance,":[146],"Power":[147],"Area":[149],"(PPA)":[150],"points":[152],"under":[153],"both":[154],"sufficient":[155],"limited":[157,161],"resource":[158,162],"constraints,":[159],"while":[160],"case":[163],"not":[165],"considered":[166],"prior":[168],"works":[169],"architectures.":[173,191],"The":[174],"impact":[175],"weight":[177,180],"loading":[178],"stationary":[181],"are":[183,215],"analyzed":[184],"better":[186],"insights":[187],"(3)":[192],"incorporates":[194],"detailed":[196],"PPA":[197],"model":[198],"broad":[202],"range":[203],"units":[209],"tile.":[212],"Experimental":[213],"case-studies":[214],"performed":[216],"realistic":[218],"relevant":[220],"benchmarks":[221],"such":[222],"as":[223],"MLP,":[224],"CNNs":[225],"(Lenet-5,":[226],"Resnet-18,-34,-50":[227],"\u2212101).":[229]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
