{"id":"https://openalex.org/W4205964248","doi":"https://doi.org/10.1002/aisy.202100194","title":"Augmenting Sensor Performance with Machine Learning Towards Smart Wearable Sensing Electronic Systems","display_name":"Augmenting Sensor Performance with Machine Learning Towards Smart Wearable Sensing Electronic Systems","publication_year":2022,"publication_date":"2022-01-19","ids":{"openalex":"https://openalex.org/W4205964248","doi":"https://doi.org/10.1002/aisy.202100194"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202100194","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202100194","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1002/aisy.202100194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100690355","display_name":"Songlin Zhang","orcid":"https://orcid.org/0000-0002-0554-6737"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Songlin Zhang","raw_affiliation_strings":["Department of Materials Science and Engineering National University of Singapore  117574 Singapore","Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering National University of Singapore  117574 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101424430","display_name":"Lakshmi Suresh","orcid":"https://orcid.org/0000-0003-1410-1446"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Lakshmi Suresh","raw_affiliation_strings":["Department of Materials Science and Engineering National University of Singapore  117574 Singapore","Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering National University of Singapore  117574 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101850986","display_name":"Jiachen Yang","orcid":"https://orcid.org/0000-0002-1784-4061"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jiachen Yang","raw_affiliation_strings":["Department of Materials Science and Engineering National University of Singapore  117574 Singapore","Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering National University of Singapore  117574 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101994797","display_name":"Xueping Zhang","orcid":"https://orcid.org/0000-0002-9136-1455"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xueping Zhang","raw_affiliation_strings":["Department of Materials Science and Engineering National University of Singapore  117574 Singapore","Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering National University of Singapore  117574 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056837156","display_name":"Swee Ching Tan","orcid":"https://orcid.org/0000-0003-2074-8385"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Swee Ching Tan","raw_affiliation_strings":["Department of Materials Science and Engineering National University of Singapore  117574 Singapore","Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore"],"raw_orcid":"https://orcid.org/0000-0003-2074-8385","affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering National University of Singapore  117574 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Materials Science and Engineering, National University of Singapore, 117574 Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5056837156"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":3.2154,"has_fulltext":false,"cited_by_count":47,"citation_normalized_percentile":{"value":0.92923209,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"4","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11932","display_name":"Wireless Body Area Networks","score":0.9901000261306763,"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/T11932","display_name":"Wireless Body Area Networks","score":0.9901000261306763,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9900000095367432,"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":0.9873999953269958,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7058449983596802},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5867980122566223},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5190844535827637},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4675549268722534},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4558809995651245},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4511430263519287},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4344901144504547},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3093337416648865}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7058449983596802},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5867980122566223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5190844535827637},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4675549268722534},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4558809995651245},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4511430263519287},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4344901144504547},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3093337416648865},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202100194","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202100194","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1420ee03270d40c2bd8b1a21bfadf659","is_oa":true,"landing_page_url":"https://doaj.org/article/1420ee03270d40c2bd8b1a21bfadf659","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 4, Iss 4, Pp n/a-n/a (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202100194","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202100194","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3776365570","display_name":null,"funder_award_id":"AcRF Tier 2 (WBS R-284-000-217-112)","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"}],"funders":[{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":142,"referenced_works":["https://openalex.org/W1034491903","https://openalex.org/W1969619091","https://openalex.org/W2065613910","https://openalex.org/W2101896997","https://openalex.org/W2107610392","https://openalex.org/W2122210511","https://openalex.org/W2131368080","https://openalex.org/W2138499982","https://openalex.org/W2165618135","https://openalex.org/W2234502898","https://openalex.org/W2261059368","https://openalex.org/W2266175888","https://openalex.org/W2305946569","https://openalex.org/W2318925497","https://openalex.org/W2395784021","https://openalex.org/W2461893227","https://openalex.org/W2564083981","https://openalex.org/W2581082771","https://openalex.org/W2582689254","https://openalex.org/W2594844894","https://openalex.org/W2608999297","https://openalex.org/W2609205766","https://openalex.org/W2652015611","https://openalex.org/W2664267452","https://openalex.org/W2751279150","https://openalex.org/W2765538626","https://openalex.org/W2776322741","https://openalex.org/W2783380896","https://openalex.org/W2802039875","https://openalex.org/W2805695370","https://openalex.org/W2805927228","https://openalex.org/W2810696633","https://openalex.org/W2823899845","https://openalex.org/W2843242420","https://openalex.org/W2883165917","https://openalex.org/W2883224155","https://openalex.org/W2884845449","https://openalex.org/W2887381063","https://openalex.org/W2890769863","https://openalex.org/W2895763047","https://openalex.org/W2896783937","https://openalex.org/W2928852838","https://openalex.org/W2932408431","https://openalex.org/W2935876239","https://openalex.org/W2941491348","https://openalex.org/W2944569697","https://openalex.org/W2945476523","https://openalex.org/W2946185430","https://openalex.org/W2947434510","https://openalex.org/W2958740673","https://openalex.org/W2962879080","https://openalex.org/W2964108233","https://openalex.org/W2964323201","https://openalex.org/W2965382638","https://openalex.org/W2975502227","https://openalex.org/W2978932042","https://openalex.org/W2980398362","https://openalex.org/W2988426845","https://openalex.org/W2989803300","https://openalex.org/W3000671155","https://openalex.org/W3001595156","https://openalex.org/W3002768791","https://openalex.org/W3006183395","https://openalex.org/W3007112037","https://openalex.org/W3010458192","https://openalex.org/W3011680538","https://openalex.org/W3013964275","https://openalex.org/W3015032324","https://openalex.org/W3015428699","https://openalex.org/W3017605837","https://openalex.org/W3018706236","https://openalex.org/W3023662079","https://openalex.org/W3023818716","https://openalex.org/W3024108791","https://openalex.org/W3033578652","https://openalex.org/W3035108607","https://openalex.org/W3037486115","https://openalex.org/W3037673893","https://openalex.org/W3040932193","https://openalex.org/W3042160505","https://openalex.org/W3042314988","https://openalex.org/W3043303465","https://openalex.org/W3046287560","https://openalex.org/W3047579741","https://openalex.org/W3049021859","https://openalex.org/W3082106260","https://openalex.org/W3084252132","https://openalex.org/W3086301808","https://openalex.org/W3088723136","https://openalex.org/W3089560203","https://openalex.org/W3092478145","https://openalex.org/W3093435189","https://openalex.org/W3095089476","https://openalex.org/W3095161728","https://openalex.org/W3098287426","https://openalex.org/W3098457050","https://openalex.org/W3099447764","https://openalex.org/W3100709371","https://openalex.org/W3101262183","https://openalex.org/W3102407952","https://openalex.org/W3104775050","https://openalex.org/W3110254058","https://openalex.org/W3110857070","https://openalex.org/W3111745425","https://openalex.org/W3111797064","https://openalex.org/W3111885409","https://openalex.org/W3113399277","https://openalex.org/W3114539955","https://openalex.org/W3117080414","https://openalex.org/W3119464161","https://openalex.org/W3122400851","https://openalex.org/W3127269185","https://openalex.org/W3128276996","https://openalex.org/W3128518125","https://openalex.org/W3130539620","https://openalex.org/W3130994100","https://openalex.org/W3133497460","https://openalex.org/W3133540154","https://openalex.org/W3134960444","https://openalex.org/W3135261646","https://openalex.org/W3137309505","https://openalex.org/W3138459832","https://openalex.org/W3138929090","https://openalex.org/W3138965819","https://openalex.org/W3152926200","https://openalex.org/W3153572838","https://openalex.org/W3155197079","https://openalex.org/W3157186650","https://openalex.org/W3160268997","https://openalex.org/W3161179337","https://openalex.org/W3161343553","https://openalex.org/W3165411860","https://openalex.org/W3170020805","https://openalex.org/W3170898702","https://openalex.org/W3173672122","https://openalex.org/W3174937970","https://openalex.org/W3186531306","https://openalex.org/W3186719133","https://openalex.org/W3191137513","https://openalex.org/W3192087497","https://openalex.org/W3197059061","https://openalex.org/W3197429751"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W1976205134","https://openalex.org/W2381570729","https://openalex.org/W4248336175","https://openalex.org/W3009369890","https://openalex.org/W2012157391","https://openalex.org/W2562087406","https://openalex.org/W4385473849","https://openalex.org/W1967474012"],"abstract_inverted_index":{"Wearable":[0],"sensing":[1,40,66],"electronic":[2],"systems":[3],"(WSES)":[4],"are":[5,22,75,121,128,140,173],"becoming":[6],"a":[7],"fundamental":[8],"platform":[9],"to":[10],"construct":[11],"smart":[12],"and":[13,31,47,68,159,163],"intelligent":[14,147],"networks":[15],"for":[16,114,169],"broad":[17,132],"applications.":[18,116],"Various":[19],"physiological":[20,102,148],"data":[21,60],"readily":[23],"collected":[24],"by":[25],"the":[26,54,73,78,86,89,98,109,112,125,143,170],"WSES,":[27],"including":[28,146],"biochemical,":[29],"biopotential,":[30],"biophysical":[32],"signals":[33,103,149],"from":[34],"human":[35],"bodies.":[36],"However,":[37],"understanding":[38],"these":[39],"data,":[41],"such":[42],"as":[43],"feature":[44],"extractions,":[45],"recognitions,":[46],"classifications,":[48],"is":[49,92],"largely":[50],"restrained":[51],"because":[52],"of":[53,72,80,88,111,134],"insufficient":[55],"capacity":[56],"when":[57],"using":[58],"conventional":[59],"processing":[61],"techniques.":[62],"Recent":[63],"advances":[64],"in":[65,124,142],"performance":[67,110],"system\u2010level":[69],"operation":[70],"quality":[71],"WSES":[74,91,113,126,136,172],"expedited":[76],"with":[77,94,137],"assistance":[79],"machine":[81],"learning":[82],"(ML)":[83],"algorithms.":[84],"Here,":[85],"state\u2010of\u2010the\u2010art":[87],"ML\u2010assisted":[90,135,171],"summarized":[93],"emphasis":[95],"on":[96,101],"how":[97],"accurate":[99],"perceptions":[100],"under":[104],"different":[105],"algorithms":[106,119],"paradigm":[107],"augment":[108],"diverse":[115],"Concretely,":[117],"ML":[118],"that":[120],"frequently":[122],"implemented":[123],"studies":[127],"first":[129],"synopsized.":[130],"Then":[131],"applications":[133],"strengthened":[138],"functions":[139],"discussed":[141],"following":[144],"sections,":[145],"monitoring,":[150],"disease":[151],"diagnosis,":[152],"on\u2010demand":[153],"treatments,":[154],"assistive":[155],"devices,":[156],"human\u2013machine":[157],"interface,":[158],"multiple":[160],"sensations\u2010based":[161],"virtual":[162],"augmented":[164],"reality.":[165],"Finally,":[166],"challenges":[167],"confronted":[168],"addressed.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":4}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
