{"id":"https://openalex.org/W4400811300","doi":"https://doi.org/10.1109/aicas59952.2024.10595868","title":"PyAIM: Pynq-Based Scalable Analog In-Memory Computing Prototyping Platform","display_name":"PyAIM: Pynq-Based Scalable Analog In-Memory Computing Prototyping Platform","publication_year":2024,"publication_date":"2024-04-22","ids":{"openalex":"https://openalex.org/W4400811300","doi":"https://doi.org/10.1109/aicas59952.2024.10595868"},"language":"en","primary_location":{"id":"doi:10.1109/aicas59952.2024.10595868","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aicas59952.2024.10595868","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI 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/A5102938734","display_name":"Minsang Yu","orcid":"https://orcid.org/0000-0002-2515-1601"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Minsang Yu","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea"],"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111262395","display_name":"Minuk Hong","orcid":null},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minuk Hong","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST),AI Graduate School,Ulsan,Korea"],"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST),AI Graduate School,Ulsan,Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030318115","display_name":"Sugil Lee","orcid":"https://orcid.org/0000-0003-3092-6501"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sugil Lee","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea"],"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111262396","display_name":"Seungsu Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seungsu Kim","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea"],"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100780257","display_name":"Jongeun Lee","orcid":"https://orcid.org/0000-0003-1523-2974"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jongeun Lee","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea"],"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST),Dept. of Electrical Engineering,Ulsan,Korea","institution_ids":["https://openalex.org/I48566637"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102938734"],"corresponding_institution_ids":["https://openalex.org/I48566637"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08465923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"174","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9944999814033508,"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":0.9944999814033508,"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":0.9732999801635742,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9240999817848206,"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/computer-science","display_name":"Computer science","score":0.7660216093063354},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.6515752673149109},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6387279033660889},{"id":"https://openalex.org/keywords/rapid-prototyping","display_name":"Rapid prototyping","score":0.5282722115516663},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4916132092475891},{"id":"https://openalex.org/keywords/software-prototyping","display_name":"Software prototyping","score":0.44225960969924927},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.30554676055908203},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0999097228050232},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.09609153866767883},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.0839819610118866}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7660216093063354},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.6515752673149109},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6387279033660889},{"id":"https://openalex.org/C2780395129","wikidata":"https://www.wikidata.org/wiki/Q1128971","display_name":"Rapid prototyping","level":2,"score":0.5282722115516663},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4916132092475891},{"id":"https://openalex.org/C2776697782","wikidata":"https://www.wikidata.org/wiki/Q576460","display_name":"Software prototyping","level":4,"score":0.44225960969924927},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.30554676055908203},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0999097228050232},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.09609153866767883},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.0839819610118866},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aicas59952.2024.10595868","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aicas59952.2024.10595868","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322202","display_name":"IC Design Education Center","ror":"https://ror.org/005v57z85"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1494782293","https://openalex.org/W2016922062","https://openalex.org/W2026145098","https://openalex.org/W2112796928","https://openalex.org/W2152649510","https://openalex.org/W2508602506","https://openalex.org/W2518281301","https://openalex.org/W2539856142","https://openalex.org/W2753861483","https://openalex.org/W2957706073","https://openalex.org/W3036646298","https://openalex.org/W3042493405","https://openalex.org/W3083679519","https://openalex.org/W3092585568","https://openalex.org/W3111367661","https://openalex.org/W3127794782","https://openalex.org/W3176964228","https://openalex.org/W3183260061","https://openalex.org/W3191560475","https://openalex.org/W4200213209","https://openalex.org/W4220882094","https://openalex.org/W4226353746","https://openalex.org/W4285122104","https://openalex.org/W4312906586","https://openalex.org/W4323521123","https://openalex.org/W4360606474","https://openalex.org/W4366389026","https://openalex.org/W6629785094","https://openalex.org/W6809522676","https://openalex.org/W6851084181"],"related_works":["https://openalex.org/W240386653","https://openalex.org/W2128779626","https://openalex.org/W2334805788","https://openalex.org/W2463211945","https://openalex.org/W2388393830","https://openalex.org/W4234170736","https://openalex.org/W2261160898","https://openalex.org/W1955206347","https://openalex.org/W1543643638","https://openalex.org/W2032614292"],"abstract_inverted_index":{"Analog":[0],"in-memory":[1],"computing":[2],"(IMC)":[3],"has":[4],"become":[5],"increasingly":[6],"popular":[7],"along":[8],"with":[9,68,74,128,154],"the":[10,118],"success":[11],"of":[12,28,88,94,135,148],"AI":[13],"applications,":[14],"especially":[15],"in":[16],"highly":[17,44],"constrained":[18],"environments":[19],"such":[20],"as":[21,71,73,101,103,145],"IoT":[22],"devices.":[23],"However,":[24],"many":[25],"unique":[26],"challenges":[27],"analog":[29,62],"IMC":[30,63],"including":[31],"variability,":[32],"faults,":[33],"noise,":[34],"endurance,":[35],"programming":[36],"disturbance,":[37],"etc.":[38],"make":[39,92],"validation":[40],"by":[41,125],"hardware":[42],"prototyping":[43,56],"desirable.":[45],"In":[46],"this":[47],"paper":[48],"we":[49],"present":[50],"a":[51,81,86,140],"reusable,":[52],"extensible,":[53],"and":[54,80,99,121],"scalable":[55],"platform":[57],"called":[58],"PyAIM,":[59,149],"where":[60],"several":[61],"devices":[64],"can":[65],"be":[66],"connected":[67],"one":[69],"another":[70],"well":[72,102],"digital":[75,78],"processors":[76],"via":[77],"interfaces":[79],"communication":[82,122],"network.":[83],"We":[84,116,137],"use":[85,93],"number":[87],"Pynq":[89],"boards":[90],"to":[91,107],"their":[95,104],"build-in":[96],"Python":[97,127],"support":[98],"affordability":[100],"decent":[105],"CPUs":[106],"run":[108],"some":[109],"software":[110],"tasks":[111],"other":[112],"than":[113],"MVM":[114],"kernels.":[115],"overcome":[117],"timing":[119],"control":[120],"management":[123],"issues":[124],"extending":[126],"custom":[129],"C":[130],"functions,":[131],"while":[132],"maintaining":[133],"convenience":[134],"Python.":[136],"also":[138],"demonstrate":[139],"high-throughput":[141],"network":[142],"inference":[143],"system":[144],"an":[146],"example":[147],"using":[150],"multiple":[151],"ReRAM":[152],"chips":[153],"compute-communication":[155],"pipelining.":[156]},"counts_by_year":[],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
