{"id":"https://openalex.org/W4311609527","doi":"https://doi.org/10.1145/3576196","title":"DDAM: <u>D</u> ata <u>D</u> istribution- <u>A</u> ware <u>M</u> apping of CNNs on Processing-In-Memory Systems","display_name":"DDAM: <u>D</u> ata <u>D</u> istribution- <u>A</u> ware <u>M</u> apping of CNNs on Processing-In-Memory Systems","publication_year":2022,"publication_date":"2022-12-15","ids":{"openalex":"https://openalex.org/W4311609527","doi":"https://doi.org/10.1145/3576196"},"language":"en","primary_location":{"id":"doi:10.1145/3576196","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3576196","pdf_url":null,"source":{"id":"https://openalex.org/S105046310","display_name":"ACM Transactions on Design Automation of Electronic Systems","issn_l":"1084-4309","issn":["1084-4309","1557-7309"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Design Automation of Electronic 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/A5100669438","display_name":"Junpeng Wang","orcid":"https://orcid.org/0000-0002-8810-3172"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junpeng Wang","raw_affiliation_strings":["University of Science and Technology of China, Hefei, Anhui, P.R. China"],"raw_orcid":"https://orcid.org/0000-0002-8810-3172","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, Anhui, P.R. China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101488186","display_name":"Haitao Du","orcid":"https://orcid.org/0000-0002-4203-6381"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitao Du","raw_affiliation_strings":["University of Science and Technology of China, Hefei, Anhui, P.R. China"],"raw_orcid":"https://orcid.org/0000-0002-4203-6381","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, Anhui, P.R. China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066572489","display_name":"Bo Ding","orcid":"https://orcid.org/0000-0001-5939-7346"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Ding","raw_affiliation_strings":["University of Science and Technology of China, Hefei, Anhui, P.R. China"],"raw_orcid":"https://orcid.org/0000-0001-5939-7346","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, Anhui, P.R. China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031010282","display_name":"Qi Xu","orcid":"https://orcid.org/0000-0002-0375-9800"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Xu","raw_affiliation_strings":["University of Science and Technology of China, Hefei, Anhui, P.R. China"],"raw_orcid":"https://orcid.org/0000-0002-0375-9800","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, Anhui, P.R. China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100423614","display_name":"Song Chen","orcid":"https://orcid.org/0000-0003-0341-3428"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Song Chen","raw_affiliation_strings":["University of Science and Technology of China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, Anhui, P.R. China","University of Science and Technology of China"],"raw_orcid":"https://orcid.org/0000-0003-0341-3428","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, Anhui, P.R. China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"University of Science and Technology of China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033886915","display_name":"Yi Kang","orcid":"https://orcid.org/0000-0002-5487-6855"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Kang","raw_affiliation_strings":["University of Science and Technology of China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, Anhui, P.R. China"],"raw_orcid":"https://orcid.org/0000-0002-5487-6855","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, Anhui, P.R. China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":1.0767,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.78261531,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"28","issue":"3","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9994000196456909,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8731979131698608},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.6156347990036011},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.5274182558059692},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4731622338294983},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.46868565678596497},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.456896036863327},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4439627230167389},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.4175609350204468},{"id":"https://openalex.org/keywords/integer-programming","display_name":"Integer programming","score":0.41478610038757324},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3753609359264374},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2990240454673767},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2917647957801819},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1802312135696411},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11305436491966248}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8731979131698608},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.6156347990036011},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.5274182558059692},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4731622338294983},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.46868565678596497},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.456896036863327},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4439627230167389},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.4175609350204468},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.41478610038757324},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3753609359264374},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2990240454673767},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2917647957801819},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1802312135696411},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11305436491966248},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3576196","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3576196","pdf_url":null,"source":{"id":"https://openalex.org/S105046310","display_name":"ACM Transactions on Design Automation of Electronic Systems","issn_l":"1084-4309","issn":["1084-4309","1557-7309"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Design Automation of Electronic Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G2551698781","display_name":null,"funder_award_id":"61874102, 61931008, 62141415, 61732020, and U19A2074","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4027129818","display_name":null,"funder_award_id":"2019YFB2204800","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1999085092","https://openalex.org/W2017708378","https://openalex.org/W2034861439","https://openalex.org/W2048266589","https://openalex.org/W2097117768","https://openalex.org/W2118231264","https://openalex.org/W2174422527","https://openalex.org/W2194775991","https://openalex.org/W2605347906","https://openalex.org/W2606722458","https://openalex.org/W2618530766","https://openalex.org/W2625998576","https://openalex.org/W2783681199","https://openalex.org/W2798317693","https://openalex.org/W2883927138","https://openalex.org/W2897083155","https://openalex.org/W2906043559","https://openalex.org/W2911009130","https://openalex.org/W2935331687","https://openalex.org/W2940862705","https://openalex.org/W2944824859","https://openalex.org/W2946037574","https://openalex.org/W2946659370","https://openalex.org/W2980104813","https://openalex.org/W2998732502","https://openalex.org/W3017059173","https://openalex.org/W3097528158","https://openalex.org/W3109973761","https://openalex.org/W3126702293","https://openalex.org/W3136346557","https://openalex.org/W3156590100","https://openalex.org/W3192336523","https://openalex.org/W4220972538","https://openalex.org/W4239722617","https://openalex.org/W4249932213","https://openalex.org/W4254672563","https://openalex.org/W4280562683","https://openalex.org/W4293159304"],"related_works":["https://openalex.org/W2082756648","https://openalex.org/W3194278305","https://openalex.org/W2289648981","https://openalex.org/W1565459987","https://openalex.org/W2267059662","https://openalex.org/W4388411807","https://openalex.org/W2364268683","https://openalex.org/W45198419","https://openalex.org/W2001427828","https://openalex.org/W2478803962"],"abstract_inverted_index":{"Convolution":[0],"neural":[1],"networks":[2],"(CNNs)":[3],"are":[4],"widely":[5],"used":[6],"algorithms":[7],"in":[8,32,69,73],"image":[9],"processing,":[10],"natural":[11],"language":[12],"processing":[13,99],"and":[14,40,44,161],"many":[15],"other":[16,97],"fields.":[17],"The":[18],"large":[19,77],"amount":[20,78],"of":[21,24,28,60,66,79,82,86,165,203],"memory":[22,46,58],"access":[23],"CNNs":[25,116],"is":[26,51,72,130,155,178],"one":[27],"the":[29,38,57,63,76,121,135,159,182,186,195,206],"major":[30],"concerns":[31],"CNN":[33,83,101,160,184],"accelerator":[34],"designs":[35],"that":[36,192],"influences":[37],"performance":[39],"energy-efficiency.":[41],"With":[42],"fast":[43],"low-cost":[45],"access,":[47],"Processing-In-Memory":[48],"(PIM)":[49],"system":[50],"a":[52,100,144,151,163,200],"feasible":[53],"solution":[54],"to":[55,91,104,114,132,157,167,180,194],"alleviate":[56],"concern":[59],"CNNs.":[61],"However,":[62],"distributed":[64],"manner":[65],"data":[67,80,94,127,136,149],"storing":[68],"PIM":[70,87,118,140,187],"systems":[71,88,119],"conflict":[74],"with":[75,95,120,134,205],"reuse":[81],"layers.":[84],"Nodes":[85],"may":[89],"need":[90],"share":[92],"their":[93],"each":[96,168],"before":[98],"layer,":[102],"leading":[103],"extra":[105],"communication":[106,122],"overhead.":[107],"In":[108],"this":[109],"article,":[110],"we":[111],"propose":[112],"DDAM":[113,197],"map":[115,181],"onto":[117,185],"overhead":[123],"reduced.":[124],"Firstly,":[125],"A":[126],"transfer":[128],"strategy":[129],"proposed":[131,156,179],"deal":[133],"sharing":[137],"requirement":[138],"among":[139],"nodes":[141,166],"by":[142,210],"formulating":[143],"Traveling-Salesman-Problem":[145],"(TSP).":[146],"To":[147],"improve":[148],"locality,":[150],"dynamic":[152],"programming":[153,174],"algorithm":[154,177],"partition":[158],"allocate":[162],"number":[164],"part.":[169],"Finally,":[170],"an":[171],"integer":[172],"linear":[173],"(ILP)-based":[175],"mapping":[176],"partitioned":[183],"system.":[188],"Experimental":[189],"results":[190],"show":[191],"compared":[193],"baselines,":[196],"can":[198],"get":[199],"higher":[201],"throughput":[202],"2.0\u00d7":[204],"energy":[207],"cost":[208],"reduced":[209],"37%":[211],"on":[212],"average.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
