{"id":"https://openalex.org/W3145723786","doi":"https://doi.org/10.1145/3450267.3451999","title":"SRAM optimized porting and execution of machine learning classifiers on MCU-based IoT devices","display_name":"SRAM optimized porting and execution of machine learning classifiers on MCU-based IoT devices","publication_year":2021,"publication_date":"2021-04-01","ids":{"openalex":"https://openalex.org/W3145723786","doi":"https://doi.org/10.1145/3450267.3451999","mag":"3145723786"},"language":"en","primary_location":{"id":"doi:10.1145/3450267.3451999","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3450267.3451999","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE 12th International Conference on Cyber-Physical Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10379/16775","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072224562","display_name":"Bharath Sudharsan","orcid":"https://orcid.org/0000-0001-5906-113X"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Bharath Sudharsan","raw_affiliation_strings":["NUI Galway, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NUI Galway, Ireland","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004463468","display_name":"Pankesh Patel","orcid":"https://orcid.org/0000-0001-5973-4197"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Pankesh Patel","raw_affiliation_strings":["NUI Galway, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NUI Galway, Ireland","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090996360","display_name":"John G. Breslin","orcid":"https://orcid.org/0000-0001-5790-050X"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"John G. Breslin","raw_affiliation_strings":["NUI Galway, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NUI Galway, Ireland","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076597206","display_name":"Muhammad Intizar Ali","orcid":"https://orcid.org/0000-0002-0674-2131"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Muhammad Intizar Ali","raw_affiliation_strings":["Dublin City University, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dublin City University, Ireland","institution_ids":["https://openalex.org/I42934936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"223","last_page":"224"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9957000017166138,"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":0.9957000017166138,"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":0.9937999844551086,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/porting","display_name":"Porting","score":0.8347463011741638},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.773392915725708},{"id":"https://openalex.org/keywords/static-random-access-memory","display_name":"Static random-access memory","score":0.718624472618103},{"id":"https://openalex.org/keywords/microcontroller","display_name":"Microcontroller","score":0.6368916034698486},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.602350115776062},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.46777263283729553},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.43458759784698486},{"id":"https://openalex.org/keywords/byte","display_name":"Byte","score":0.42085039615631104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38240066170692444},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34285488724708557},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2971021831035614},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.29241394996643066},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.0967705249786377}],"concepts":[{"id":"https://openalex.org/C106251023","wikidata":"https://www.wikidata.org/wiki/Q851989","display_name":"Porting","level":3,"score":0.8347463011741638},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.773392915725708},{"id":"https://openalex.org/C68043766","wikidata":"https://www.wikidata.org/wiki/Q267416","display_name":"Static random-access memory","level":2,"score":0.718624472618103},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.6368916034698486},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.602350115776062},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.46777263283729553},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.43458759784698486},{"id":"https://openalex.org/C43364308","wikidata":"https://www.wikidata.org/wiki/Q8799","display_name":"Byte","level":2,"score":0.42085039615631104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38240066170692444},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34285488724708557},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2971021831035614},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.29241394996643066},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0967705249786377},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3450267.3451999","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3450267.3451999","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE 12th International Conference on Cyber-Physical Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:aran.library.nuigalway.ie/:10379/16775","is_oa":true,"landing_page_url":"http://hdl.handle.net/10379/16775","pdf_url":null,"source":{"id":"https://openalex.org/S4377196322","display_name":"ARAN (University of Galway Research Repository) (Ollscoil na Gaillimhe \u2013 University of Galway)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I188760350","host_organization_name":"Ollscoil na Gaillimhe \u2013 University of Galway","host_organization_lineage":["https://openalex.org/I188760350"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},{"id":"pmh:oai:scholarcommons.sc.edu:aii_fac_pub-1532","is_oa":false,"landing_page_url":"https://scholarcommons.sc.edu/aii_fac_pub/522","pdf_url":null,"source":{"id":"https://openalex.org/S4306401386","display_name":"Scholar Commons (University of South Carolina)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I155781252","host_organization_name":"University of South Carolina","host_organization_lineage":["https://openalex.org/I155781252"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Publications","raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:aran.library.nuigalway.ie/:10379/16775","is_oa":true,"landing_page_url":"http://hdl.handle.net/10379/16775","pdf_url":null,"source":{"id":"https://openalex.org/S4377196322","display_name":"ARAN (University of Galway Research Repository) (Ollscoil na Gaillimhe \u2013 University of Galway)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I188760350","host_organization_name":"Ollscoil na Gaillimhe \u2013 University of Galway","host_organization_lineage":["https://openalex.org/I188760350"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1351125513","display_name":null,"funder_award_id":"SFI/12/RC/2289_P2","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1383882326","display_name":null,"funder_award_id":"SFI/12/RC/","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G2580158740","display_name":null,"funder_award_id":"SFI/16/RC/3918","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G2632164605","display_name":null,"funder_award_id":"SFI/12/RC/2289_P2","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G3695527833","display_name":"INSIGHT_Phase 2","funder_award_id":"12/RC/2289_P2","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G5098725405","display_name":null,"funder_award_id":"12/RC/","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G5528571413","display_name":null,"funder_award_id":"SFI/16/RC/3918","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G606959278","display_name":"Confirm Centre for Smart Manufacturing","funder_award_id":"16/RC/3918","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G6607374863","display_name":null,"funder_award_id":"12/RC/2289_P2","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G928497539","display_name":null,"funder_award_id":"16/RC/3918","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W3095146658","https://openalex.org/W3096510650","https://openalex.org/W3169338093"],"related_works":["https://openalex.org/W2356602486","https://openalex.org/W2351992668","https://openalex.org/W2324828474","https://openalex.org/W2374315191","https://openalex.org/W2391207559","https://openalex.org/W2384715785","https://openalex.org/W2349624418","https://openalex.org/W2064459023","https://openalex.org/W2384611437","https://openalex.org/W2347873412"],"abstract_inverted_index":{"With":[0],"the":[1,20,29,33,74],"introduction":[2],"of":[3,32,107],"edge":[4],"analytics,":[5],"IoT":[6,46,91],"devices":[7,47],"are":[8],"becoming":[9],"smarter":[10],"and":[11,65,93],"ready":[12],"for":[13],"AI":[14],"applications.":[15],"However,":[16],"any":[17],"increase":[18,27],"in":[19,24,28,69],"training":[21],"data":[22],"results":[23],"a":[25],"linear":[26],"space":[30],"complexity":[31],"trained":[34],"Machine":[35],"Learning":[36],"(ML)":[37],"models,":[38],"which":[39],"means":[40],"they":[41],"cannot":[42],"be":[43,83],"deployed":[44],"on":[45,86],"that":[48,78],"have":[49],"limited":[50],"memory.":[51],"To":[52],"alleviate":[53],"such":[54],"memory":[55],"issues,":[56],"we":[57],"recently":[58],"proposed":[59],"an":[60],"SRAM-optimized":[61],"classifier":[62],"porting,":[63],"stitching,":[64],"efficient":[66],"deployment":[67],"method":[68],"[3].":[70],"This":[71],"is":[72],"currently":[73],"most":[75],"resource-friendly":[76],"approach":[77],"enables":[79],"large":[80],"classifiers":[81],"to":[82],"comfortably":[84],"executed":[85],"microcontroller":[87],"unit":[88],"(MCU)":[89],"based":[90],"devices,":[92],"perform":[94],"ultra-fast":[95],"classifications":[96],"(1--4x":[97],"times":[98],"faster":[99],"than":[100],"state-of-the-art":[101],"libraries)":[102],"while":[103],"consuming":[104],"0":[105],"bytes":[106],"SRAM.":[108]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2021-04-13T00:00:00"}
