{"id":"https://openalex.org/W4383501640","doi":"https://doi.org/10.1109/aicas57966.2023.10168573","title":"An Efficient Design Framework for 2\u00d72 CNN Accelerator Chiplet Cluster with SerDes Interconnects","display_name":"An Efficient Design Framework for 2\u00d72 CNN Accelerator Chiplet Cluster with SerDes Interconnects","publication_year":2023,"publication_date":"2023-06-11","ids":{"openalex":"https://openalex.org/W4383501640","doi":"https://doi.org/10.1109/aicas57966.2023.10168573"},"language":"en","primary_location":{"id":"doi:10.1109/aicas57966.2023.10168573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aicas57966.2023.10168573","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS)","raw_type":"proceedings-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/A5054594208","display_name":"Yajie Wu","orcid":"https://orcid.org/0000-0002-0723-9271"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yajie Wu","raw_affiliation_strings":["Nanjing University,Nanjing,China","Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045442065","display_name":"Tianze Li","orcid":null},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianze Li","raw_affiliation_strings":["Nanjing University,Nanjing,China","Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001374364","display_name":"Zhuang Shao","orcid":"https://orcid.org/0000-0002-3132-5727"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuang Shao","raw_affiliation_strings":["Nanjing University,Nanjing,China","Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039665206","display_name":"Li Du","orcid":"https://orcid.org/0000-0003-2687-6978"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Du","raw_affiliation_strings":["Nanjing University,Nanjing,China","Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084816122","display_name":"Yuan Du","orcid":"https://orcid.org/0000-0002-5316-619X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Du","raw_affiliation_strings":["Nanjing University,Nanjing,China","Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5054594208"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":null,"apc_paid":null,"fwci":0.2674,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.52685153,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9972000122070312,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9972000122070312,"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9947999715805054,"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.989799976348877,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/serdes","display_name":"SerDes","score":0.9441792964935303},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6639094352722168},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.5438268184661865},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.4532932937145233},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.451556533575058},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.41217750310897827},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3200407028198242},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.28739073872566223},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1706344187259674},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11078980565071106}],"concepts":[{"id":"https://openalex.org/C19707634","wikidata":"https://www.wikidata.org/wiki/Q6510662","display_name":"SerDes","level":2,"score":0.9441792964935303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6639094352722168},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.5438268184661865},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.4532932937145233},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.451556533575058},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.41217750310897827},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3200407028198242},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.28739073872566223},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1706344187259674},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11078980565071106},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aicas57966.2023.10168573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aicas57966.2023.10168573","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2094756095","https://openalex.org/W2106076593","https://openalex.org/W2149294210","https://openalex.org/W2276486856","https://openalex.org/W2618530766","https://openalex.org/W3008874958","https://openalex.org/W3008954557","https://openalex.org/W3048251492","https://openalex.org/W3090944842","https://openalex.org/W3188178661","https://openalex.org/W3188301851","https://openalex.org/W3189045374","https://openalex.org/W4283695399","https://openalex.org/W4285103017"],"related_works":["https://openalex.org/W3029046703","https://openalex.org/W2145876553","https://openalex.org/W2139221936","https://openalex.org/W2017861587","https://openalex.org/W2790811635","https://openalex.org/W2019727651","https://openalex.org/W1999544091","https://openalex.org/W2065974882","https://openalex.org/W2344039297","https://openalex.org/W2600032170"],"abstract_inverted_index":{"Multi-Chiplet":[0],"integrated":[1],"systems":[2],"for":[3,71],"high-performance":[4],"computing":[5,127],"with":[6,57,97,114],"dedicated":[7],"CNN":[8,53,75],"accelerators":[9],"are":[10,85,93],"highly":[11],"demanded":[12],"due":[13],"to":[14],"ever-increasing":[15],"AI-related":[16],"training":[17],"and":[18,40,43,82,95,106,119],"inferencing":[19],"tasks;":[20],"however,":[21],"many":[22],"design":[23,99],"challenges":[24],"hinder":[25],"their":[26],"large-scale":[27],"applications,":[28],"such":[29],"as":[30],"complicated":[31],"multi-task":[32],"scheduling,":[33],"high-speed":[34],"die-to-die":[35],"SerDes":[36,59,104],"(Serializer/Deserializer)":[37],"link":[38,60],"modeling,":[39],"detailed":[41],"communication":[42],"computation":[44,102],"hardware":[45],"co-simulation.":[46],"In":[47],"this":[48],"paper,":[49],"an":[50,131],"optimized":[51],"2\u00d72":[52,74],"accelerator":[54,76],"chiplet":[55,77],"framework":[56,78],"a":[58,73],"model":[61],"is":[62,79],"presented,":[63],"which":[64],"addresses":[65],"the":[66,115],"above":[67],"challenges.":[68],"A":[69],"methodology":[70],"designing":[72],"also":[80],"proposed,":[81],"several":[83],"experiments":[84],"conducted.":[86],"The":[87,110],"system":[88],"performances":[89],"of":[90,101],"different":[91,98],"designs":[92],"compared":[94],"analyzed":[96],"parameters":[100],"hardware,":[103],"links,":[105],"improved":[107],"scheduling":[108],"algorithms.":[109],"results":[111],"show":[112],"that":[113],"same":[116],"interconnection":[117],"structure":[118],"bandwidth,":[120],"every":[121],"1TFLOPS":[122],"increase":[123],"in":[124],"one":[125],"chiplet\u2019s":[126],"power":[128],"can":[129],"bring":[130],"average":[132],"3.7%":[133],"execution":[134],"time":[135],"reduction.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
