{"id":"https://openalex.org/W4383890091","doi":"https://doi.org/10.1109/les.2023.3293458","title":"On-Device Personalization for Human Activity Recognition on STM32","display_name":"On-Device Personalization for Human Activity Recognition on STM32","publication_year":2023,"publication_date":"2023-07-11","ids":{"openalex":"https://openalex.org/W4383890091","doi":"https://doi.org/10.1109/les.2023.3293458"},"language":"en","primary_location":{"id":"doi:10.1109/les.2023.3293458","is_oa":true,"landing_page_url":"https://doi.org/10.1109/les.2023.3293458","pdf_url":null,"source":{"id":"https://openalex.org/S22443479","display_name":"IEEE Embedded Systems Letters","issn_l":"1943-0663","issn":["1943-0663","1943-0671"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Embedded Systems Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/les.2023.3293458","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092444991","display_name":"Michele Craighero","orcid":"https://orcid.org/0000-0002-5871-9064"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Craighero","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5871-9064","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092444992","display_name":"Davide Quarantiello","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154781","display_name":"STMicroelectronics (Italy)","ror":"https://ror.org/053bqv655","country_code":"IT","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210154781"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Quarantiello","raw_affiliation_strings":["System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy","institution_ids":["https://openalex.org/I4210154781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110947898","display_name":"Beatrice Rossi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154781","display_name":"STMicroelectronics (Italy)","ror":"https://ror.org/053bqv655","country_code":"IT","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210154781"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Beatrice Rossi","raw_affiliation_strings":["System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy","institution_ids":["https://openalex.org/I4210154781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068666949","display_name":"Diego Carrera","orcid":"https://orcid.org/0000-0002-5455-5867"},"institutions":[{"id":"https://openalex.org/I4210154781","display_name":"STMicroelectronics (Italy)","ror":"https://ror.org/053bqv655","country_code":"IT","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210154781"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Diego Carrera","raw_affiliation_strings":["System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5455-5867","affiliations":[{"raw_affiliation_string":"System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy","institution_ids":["https://openalex.org/I4210154781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075226337","display_name":"Pasqualina Fragneto","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154781","display_name":"STMicroelectronics (Italy)","ror":"https://ror.org/053bqv655","country_code":"IT","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210154781"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pasqualina Fragneto","raw_affiliation_strings":["System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"System Research and Applications, STMicroelectronics SRL, Agrate Brianza, Italy","institution_ids":["https://openalex.org/I4210154781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006716646","display_name":"Giacomo Boracchi","orcid":"https://orcid.org/0000-0002-1650-3054"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giacomo Boracchi","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1650-3054","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0811,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.75916047,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"2","first_page":"106","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9973999857902527,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9973999857902527,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9444000124931335,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9168000221252441,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.852595329284668},{"id":"https://openalex.org/keywords/microcontroller","display_name":"Microcontroller","score":0.6879085302352905},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6817830204963684},{"id":"https://openalex.org/keywords/stm32","display_name":"STM32","score":0.5881618857383728},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.5406081676483154},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5127971768379211},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.48997464776039124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47678637504577637},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.47043249011039734},{"id":"https://openalex.org/keywords/firmware","display_name":"Firmware","score":0.43787842988967896},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42742496728897095},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4087510108947754},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.22468483448028564},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1353965699672699},{"id":"https://openalex.org/keywords/chip","display_name":"Chip","score":0.08904415369033813}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.852595329284668},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.6879085302352905},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6817830204963684},{"id":"https://openalex.org/C2779096738","wikidata":"https://www.wikidata.org/wiki/Q7394773","display_name":"STM32","level":3,"score":0.5881618857383728},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.5406081676483154},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5127971768379211},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.48997464776039124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47678637504577637},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.47043249011039734},{"id":"https://openalex.org/C67212190","wikidata":"https://www.wikidata.org/wiki/Q104851","display_name":"Firmware","level":2,"score":0.43787842988967896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42742496728897095},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4087510108947754},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.22468483448028564},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1353965699672699},{"id":"https://openalex.org/C165005293","wikidata":"https://www.wikidata.org/wiki/Q1074500","display_name":"Chip","level":2,"score":0.08904415369033813},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/les.2023.3293458","is_oa":true,"landing_page_url":"https://doi.org/10.1109/les.2023.3293458","pdf_url":null,"source":{"id":"https://openalex.org/S22443479","display_name":"IEEE Embedded Systems Letters","issn_l":"1943-0663","issn":["1943-0663","1943-0671"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Embedded Systems Letters","raw_type":"journal-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1249551","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1249551","pdf_url":"https://re.public.polimi.it/bitstream/11311/1249551/1/FINAL%20VERSION.pdf","source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/les.2023.3293458","is_oa":true,"landing_page_url":"https://doi.org/10.1109/les.2023.3293458","pdf_url":null,"source":{"id":"https://openalex.org/S22443479","display_name":"IEEE Embedded Systems Letters","issn_l":"1943-0663","issn":["1943-0663","1943-0671"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Embedded Systems Letters","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W3215249344","https://openalex.org/W4223644476","https://openalex.org/W4229064837","https://openalex.org/W4283766928","https://openalex.org/W4287639545","https://openalex.org/W6654706306","https://openalex.org/W6728757088","https://openalex.org/W6784225549","https://openalex.org/W6785440099","https://openalex.org/W6838539104"],"related_works":["https://openalex.org/W1973637778","https://openalex.org/W1535498519","https://openalex.org/W2368876772","https://openalex.org/W4221046840","https://openalex.org/W3215575138","https://openalex.org/W2980275592","https://openalex.org/W3197927402","https://openalex.org/W2130419259","https://openalex.org/W2902477863","https://openalex.org/W2029042945"],"abstract_inverted_index":{"Human":[0],"Activity":[1],"Recognition":[2],"(HAR)":[3],"is":[4,51,75],"one":[5],"of":[6,29,46],"the":[7,125],"most":[8],"interesting":[9],"application":[10],"for":[11,109],"machine":[12],"learning":[13,97],"models":[14],"running":[15],"on":[16,38,115],"low":[17],"cost":[18],"and":[19,43,49,118,127],"low-power":[20],"devices,":[21],"such":[22],"as":[23,78],"microcontrollers":[24,117],"(MCUs).":[25],"As":[26],"a":[27,61,95,120],"matter":[28],"fact,":[30],"MCUs":[31,91],"are":[32],"often":[33],"dedicated":[34],"to":[35,53,123,131],"performing":[36],"inference":[37],"their":[39],"own":[40],"acquired":[41,101],"data,":[42],"any":[44],"form":[45],"model":[47,72,98,133],"training":[48,107],"update":[50],"delegated":[52],"external":[54],"resources.":[55],"We":[56],"consider":[57],"this":[58,83],"mainstream":[59],"paradigm":[60],"severe":[62],"limitation,":[63],"especially":[64],"when":[65],"privacy":[66],"concerns":[67],"prevent":[68],"data":[69],"sharing,":[70],"thus":[71],"personalization,":[73],"which":[74],"universally":[76],"recognized":[77],"beneficial":[79],"in":[80],"HAR.":[81],"In":[82,103],"work,":[84],"we":[85,105],"present":[86],"our":[87],"HAR":[88],"solution":[89],"where":[90],"can":[92],"directly":[93],"fine-tune":[94],"deep":[96],"using":[99],"locally":[100],"data.":[102],"particular,":[104],"enable":[106],"functionalities":[108],"1-D":[110],"Convolutional":[111],"Neural":[112],"Networks":[113],"(CNN)":[114],"STM32":[116],"provide":[119],"software":[121],"tool":[122],"estimate":[124],"memory":[126],"computational":[128],"resources":[129],"required":[130],"accomplish":[132],"personalization.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
