{"id":"https://openalex.org/W2736034775","doi":"https://doi.org/10.1109/iwasi.2017.7974208","title":"DeepEmote: Towards multi-layer neural networks in a low power wearable multi-sensors bracelet","display_name":"DeepEmote: Towards multi-layer neural networks in a low power wearable multi-sensors bracelet","publication_year":2017,"publication_date":"2017-06-01","ids":{"openalex":"https://openalex.org/W2736034775","doi":"https://doi.org/10.1109/iwasi.2017.7974208","mag":"2736034775"},"language":"en","primary_location":{"id":"doi:10.1109/iwasi.2017.7974208","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwasi.2017.7974208","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 7th IEEE International Workshop on Advances in Sensors and Interfaces (IWASI)","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/A5066423975","display_name":"Michele Magno","orcid":"https://orcid.org/0000-0003-0368-8923"},"institutions":[{"id":"https://openalex.org/I4210098188","display_name":"Laboratori Guglielmo Marconi (Italy)","ror":"https://ror.org/01r3vad87","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210098188"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["CH","IT"],"is_corresponding":true,"raw_author_name":"Michele Magno","raw_affiliation_strings":["Department of Electrical, Electronic and Information Engineering \u201cGuglielmo Marconi\u201d (DEI), University of Bologna, Italy","Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","Department of Electrical, Electronic and Information Engineering \"Guglielmo Marconi\" (DEI), University of Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Electronic and Information Engineering \u201cGuglielmo Marconi\u201d (DEI), University of Bologna, Italy","institution_ids":["https://openalex.org/I4210098188","https://openalex.org/I9360294"]},{"raw_affiliation_string":"Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"Department of Electrical, Electronic and Information Engineering \"Guglielmo Marconi\" (DEI), University of Bologna, Italy","institution_ids":["https://openalex.org/I4210098188","https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081435641","display_name":"Michael Pritz","orcid":"https://orcid.org/0000-0002-4447-3091"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Michael Pritz","raw_affiliation_strings":["Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011997963","display_name":"Philipp Mayer","orcid":"https://orcid.org/0000-0002-4554-7937"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Philipp Mayer","raw_affiliation_strings":["Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043408422","display_name":"Luca Benini","orcid":"https://orcid.org/0000-0001-8068-3806"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210098188","display_name":"Laboratori Guglielmo Marconi (Italy)","ror":"https://ror.org/01r3vad87","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210098188"]}],"countries":["CH","IT"],"is_corresponding":false,"raw_author_name":"Luca Benini","raw_affiliation_strings":["Department of Electrical, Electronic and Information Engineering \u201cGuglielmo Marconi\u201d (DEI), University of Bologna, Italy","Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","Department of Electrical, Electronic and Information Engineering \"Guglielmo Marconi\" (DEI), University of Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Electronic and Information Engineering \u201cGuglielmo Marconi\u201d (DEI), University of Bologna, Italy","institution_ids":["https://openalex.org/I4210098188","https://openalex.org/I9360294"]},{"raw_affiliation_string":"Dept. of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"Department of Electrical, Electronic and Information Engineering \"Guglielmo Marconi\" (DEI), University of Bologna, Italy","institution_ids":["https://openalex.org/I4210098188","https://openalex.org/I9360294"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5066423975"],"corresponding_institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4210098188","https://openalex.org/I9360294"],"apc_list":null,"apc_paid":null,"fwci":3.5689,"has_fulltext":false,"cited_by_count":47,"citation_normalized_percentile":{"value":0.93243799,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"32","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9919999837875366,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9866999983787537,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.8156044483184814},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7318145036697388},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6031650900840759},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5943048000335693},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.583892822265625},{"id":"https://openalex.org/keywords/microcontroller","display_name":"Microcontroller","score":0.5725106000900269},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.49427318572998047},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4688858687877655},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.45529937744140625},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.44552576541900635},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4232638478279114},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36607593297958374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3343994617462158}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.8156044483184814},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7318145036697388},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6031650900840759},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5943048000335693},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.583892822265625},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.5725106000900269},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49427318572998047},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4688858687877655},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.45529937744140625},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.44552576541900635},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4232638478279114},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36607593297958374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3343994617462158},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"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":2,"locations":[{"id":"doi:10.1109/iwasi.2017.7974208","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwasi.2017.7974208","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 7th IEEE International Workshop on Advances in Sensors and Interfaces (IWASI)","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/624740","is_oa":false,"landing_page_url":"http://hdl.handle.net/11585/624740","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8999999761581421,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1635136576","https://openalex.org/W1905270543","https://openalex.org/W1943579973","https://openalex.org/W1968431658","https://openalex.org/W2013217685","https://openalex.org/W2058092201","https://openalex.org/W2091902424","https://openalex.org/W2106980241","https://openalex.org/W2116488983","https://openalex.org/W2405768559","https://openalex.org/W2413528297","https://openalex.org/W2420529256","https://openalex.org/W2476008461","https://openalex.org/W2488255893","https://openalex.org/W2495826591","https://openalex.org/W2510206847","https://openalex.org/W2550670001","https://openalex.org/W4243116742","https://openalex.org/W6673649646","https://openalex.org/W6725084258"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W3091627987","https://openalex.org/W2147310439","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644"],"abstract_inverted_index":{"Wearable":[0,25],"smart":[1],"sensing":[2,26],"is":[3,82],"a":[4,137,146,176],"promising":[5],"technology":[6],"to":[7,40,84,91],"enhance":[8],"user":[9],"experience":[10],"that":[11,81,121,123,145,170],"has":[12],"already":[13],"been":[14],"exploited":[15],"in":[16,51,67],"sport/fitness,":[17],"as":[18,20,54],"well":[19],"health":[21],"and":[22,34,42,103,133],"human":[23,55],"monitoring.":[24],"systems":[27],"not":[28],"only":[29,162],"provide":[30],"continuous":[31,59],"data":[32,48,93],"monitoring":[33],"acquisition,":[35],"but":[36],"are":[37],"also":[38],"expected":[39],"process,":[41],"make":[43],"sense":[44],"of":[45,136,150,156,164],"the":[46,130,171],"acquired":[47],"by":[49],"classification":[50,184],"similar":[52],"ways":[53],"experts":[56],"do.":[57],"Supporting":[58],"operation":[60],"on":[61,158],"ultra-small":[62],"batteries":[63],"poses":[64],"unique":[65],"challenges":[66],"energy":[68,100],"efficiency.":[69],"In":[70],"this":[71,105],"paper,":[72],"we":[73],"present":[74],"an":[75,154],"ultra-low-power":[76],"bracelet":[77,106],"with":[78,112],"several":[79],"sensors":[80],"able":[83],"run":[85],"multi-layer":[86],"neural":[87,124],"networks":[88,125],"learning":[89],"algorithms":[90,102],"process":[92],"efficiently.":[94],"The":[95],"design":[96],"combines":[97],"low-power":[98],"design,":[99],"efficient":[101],"makes":[104],"suitable":[107],"for":[108],"long-term":[109],"uninterrupted":[110],"usage":[111],"small":[113],"coin":[114],"batteries.":[115],"We":[116,143],"demonstrate":[117,169],"in-field":[118],"measurement":[119],"results":[120],"prove":[122],"applications":[126],"can":[127,174],"fit":[128],"within":[129],"mW":[131],"power":[132],"memory":[134,165],"envelope":[135],"commercial":[138],"ARM":[139],"Cortex":[140],"M4F":[141],"microcontroller.":[142],"show":[144],"fully":[147],"connected":[148],"network":[149],"26":[151],"neurons":[152],"achieve":[153,175],"accuracy":[155],"100%":[157],"emotion":[159,182],"detection,":[160],"using":[161],"2%":[163],"available.":[166],"Field":[167],"trials":[168],"wearable":[172],"device":[173],"2-month":[177],"lifetime":[178],"while":[179],"performing":[180],"one":[181],"detection":[183],"every":[185],"10":[186],"minutes.":[187]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}