{"id":"https://openalex.org/W4406495725","doi":"https://doi.org/10.1109/tvlsi.2024.3522326","title":"FAMS: A FrAmework of Memory-Centric Mapping for DNNs on Systolic Array Accelerators","display_name":"FAMS: A FrAmework of Memory-Centric Mapping for DNNs on Systolic Array Accelerators","publication_year":2025,"publication_date":"2025-01-16","ids":{"openalex":"https://openalex.org/W4406495725","doi":"https://doi.org/10.1109/tvlsi.2024.3522326"},"language":"en","primary_location":{"id":"doi:10.1109/tvlsi.2024.3522326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvlsi.2024.3522326","pdf_url":null,"source":{"id":"https://openalex.org/S37538908","display_name":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems","issn_l":"1063-8210","issn":["1063-8210","1557-9999"],"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 Very Large Scale Integration (VLSI) Systems","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/A5100359488","display_name":"Hao Sun","orcid":"https://orcid.org/0000-0002-2938-2714"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Sun","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2938-2714","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037428152","display_name":"Junzhong Shen","orcid":"https://orcid.org/0000-0001-6233-6800"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junzhong Shen","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-6233-6800","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078890349","display_name":"Tian Zhang","orcid":"https://orcid.org/0000-0003-0104-2731"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Zhang","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007496299","display_name":"Zhongyi Tang","orcid":"https://orcid.org/0000-0003-3635-4911"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyi Tang","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044146520","display_name":"Changwu Zhang","orcid":"https://orcid.org/0000-0002-2918-8647"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changwu Zhang","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2918-8647","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055509080","display_name":"Yuhang Li","orcid":"https://orcid.org/0000-0001-9496-4748"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhang Li","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101825210","display_name":"Yang Shi","orcid":"https://orcid.org/0000-0001-5786-3171"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Shi","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5786-3171","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057739949","display_name":"Hengzhu Liu","orcid":"https://orcid.org/0000-0003-4912-0364"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengzhu Liu","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-4912-0364","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.4323,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.93635978,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"33","issue":"4","first_page":"976","last_page":"989"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9283999800682068,"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"}},"topics":[{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9283999800682068,"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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9251000285148621,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/systolic-array","display_name":"Systolic array","score":0.7693353891372681},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46520739793777466},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.39280077815055847},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.18769487738609314},{"id":"https://openalex.org/keywords/very-large-scale-integration","display_name":"Very-large-scale integration","score":0.07190665602684021}],"concepts":[{"id":"https://openalex.org/C150741067","wikidata":"https://www.wikidata.org/wiki/Q2377218","display_name":"Systolic array","level":3,"score":0.7693353891372681},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46520739793777466},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.39280077815055847},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.18769487738609314},{"id":"https://openalex.org/C14580979","wikidata":"https://www.wikidata.org/wiki/Q876049","display_name":"Very-large-scale integration","level":2,"score":0.07190665602684021}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvlsi.2024.3522326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvlsi.2024.3522326","pdf_url":null,"source":{"id":"https://openalex.org/S37538908","display_name":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems","issn_l":"1063-8210","issn":["1063-8210","1557-9999"],"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 Very Large Scale Integration (VLSI) Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1208500732","display_name":null,"funder_award_id":"ZK2023-16","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4630895185","display_name":null,"funder_award_id":"2022-KJWPDL-08","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4699261488","display_name":null,"funder_award_id":"U23A20301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G881319392","display_name":null,"funder_award_id":"62102433","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2017369466","https://openalex.org/W2067523571","https://openalex.org/W2079735306","https://openalex.org/W2094756095","https://openalex.org/W2096949479","https://openalex.org/W2162385899","https://openalex.org/W2442974303","https://openalex.org/W2606722458","https://openalex.org/W2625954420","https://openalex.org/W2626712922","https://openalex.org/W2884267664","https://openalex.org/W2940862705","https://openalex.org/W2945146780","https://openalex.org/W2980200167","https://openalex.org/W3130920634","https://openalex.org/W3159185005","https://openalex.org/W3160236860","https://openalex.org/W3190092209","https://openalex.org/W3212403328","https://openalex.org/W4281932226","https://openalex.org/W4285335127","https://openalex.org/W4288083528","https://openalex.org/W4288083644","https://openalex.org/W4293023583","https://openalex.org/W6660313529","https://openalex.org/W6674147819","https://openalex.org/W6737664043","https://openalex.org/W6751349269","https://openalex.org/W6758823024","https://openalex.org/W6770166933","https://openalex.org/W6797752570"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4240320454","https://openalex.org/W2070314832","https://openalex.org/W2395557210","https://openalex.org/W2010232134","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"deep":[3],"neural":[4],"networks":[5],"(DNNs)":[6],"have":[7],"experienced":[8],"rapid":[9],"development.":[10],"These":[11],"DNNs":[12],"demonstrate":[13,194],"significant":[14,51],"variations":[15],"in":[16,65,79,102,108],"architecture":[17],"and":[18,34,46,83,106,145,155,173,188,206,227,238],"scale,":[19],"creating":[20],"a":[21,118,163,222],"substantial":[22],"demand":[23],"for":[24,30,56],"domain-specific":[25],"accelerators":[26,68],"that":[27,195],"are":[28],"optimized":[29],"both":[31],"high":[32],"performance":[33,105,235],"low":[35],"energy":[36,189],"consumption.":[37,190],"Systolic":[38],"array":[39,67,132],"accelerators,":[40],"due":[41],"to":[42,100,204,212],"their":[43],"efficient":[44],"dataflow":[45],"parallel":[47],"processing":[48],"capabilities,":[49],"offer":[50],"advantages":[52],"when":[53,69],"performing":[54],"computations":[55],"DNNs.":[57],"Existing":[58],"studies":[59],"frequently":[60],"overlook":[61],"various":[62,147,183],"hardware":[63,148,169,219],"constraints":[64],"systolic":[66,131],"representing":[70,124],"mapping":[71,126,156,174],"strategies.":[72],"This":[73],"oversight":[74],"includes":[75,162],"ignoring":[76],"the":[77,90,113,125,139,152,168,213,231],"differences":[78],"delays":[80],"between":[81],"communication":[82],"computation":[84],"operations,":[85],"as":[86,88,180,186],"well":[87],"overlooking":[89],"capacities":[91],"of":[92,122,127,142,225],"multilevel":[93],"memory":[94],"hierarchies.":[95],"Such":[96],"omissions":[97],"can":[98],"lead":[99],"inaccuracies":[101],"predicting":[103],"accelerator":[104],"inefficiencies":[107],"system":[109],"design.":[110],"We":[111],"propose":[112],"FAMS":[114,159,198,232],"framework,":[115],"which":[116,166],"introduces":[117],"memory-centric":[119,178],"notation":[120,135,179],"capable":[121],"fully":[123],"DNN":[128],"operations":[129],"on":[130],"accelerators.":[133],"Memory-centric":[134],"moves":[136],"away":[137],"from":[138],"idealized":[140],"assumptions":[141],"previous":[143],"notations":[144],"considers":[146],"constraints,":[149],"thereby":[150],"expanding":[151],"effective":[153],"design":[154],"spaces.":[157],"The":[158,191],"framework":[160,199,233],"also":[161],"cycle-accurate":[164],"simulator,":[165],"takes":[167],"configurations,":[170],"task":[171],"descriptions,":[172],"strategy":[175],"represented":[176],"by":[177,202,209,236],"inputs,":[181],"providing":[182],"metrics":[184],"such":[185],"latency":[187,201],"experimental":[192],"results":[193],"our":[196],"proposed":[197],"reduces":[200],"up":[203],"29.7%":[205],"increases":[207],"throughput":[208],"42.4%":[210],"compared":[211],"state-of-the-art":[214],"TENET":[215],"framework.":[216],"Additionally,":[217],"under":[218],"configurations":[220],"with":[221],"MAC":[223],"delay":[224],"2":[226],"3":[228],"clock":[229],"cycles,":[230],"enhances":[234],"12.0%":[237],"25.4%,":[239],"respectively.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
