{"id":"https://openalex.org/W4386082964","doi":"https://doi.org/10.1109/smartnets58706.2023.10216211","title":"Resource-Constrained Device Characterization for Detecting Sleep Apnea Using Machine Learning","display_name":"Resource-Constrained Device Characterization for Detecting Sleep Apnea Using Machine Learning","publication_year":2023,"publication_date":"2023-07-25","ids":{"openalex":"https://openalex.org/W4386082964","doi":"https://doi.org/10.1109/smartnets58706.2023.10216211"},"language":"en","primary_location":{"id":"doi:10.1109/smartnets58706.2023.10216211","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartnets58706.2023.10216211","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Smart Applications, Communications and Networking (SmartNets)","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/A5080961598","display_name":"Sayani Mallick","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148827","display_name":"Birla Institute of Technology and Science, Pilani - Goa Campus","ror":"https://ror.org/046sh6j17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210148827","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sayani Mallick","raw_affiliation_strings":["BITS Pilani Goa Campus,EEE Department,Goa,India","EEE Department, BITS Pilani Goa Campus, Goa, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Goa Campus,EEE Department,Goa,India","institution_ids":["https://openalex.org/I4210148827"]},{"raw_affiliation_string":"EEE Department, BITS Pilani Goa Campus, Goa, India","institution_ids":["https://openalex.org/I4210148827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092677480","display_name":"Pranav Ruparel","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148827","display_name":"Birla Institute of Technology and Science, Pilani - Goa Campus","ror":"https://ror.org/046sh6j17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210148827","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pranav Ruparel","raw_affiliation_strings":["BITS Pilani Goa Campus,CSIS Department,Goa,India","CSIS Department, BITS Pilani Goa Campus, Goa, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Goa Campus,CSIS Department,Goa,India","institution_ids":["https://openalex.org/I4210148827"]},{"raw_affiliation_string":"CSIS Department, BITS Pilani Goa Campus, Goa, India","institution_ids":["https://openalex.org/I4210148827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085601552","display_name":"Shubhangi Gawali","orcid":"https://orcid.org/0000-0003-2529-0043"},"institutions":[{"id":"https://openalex.org/I4210148827","display_name":"Birla Institute of Technology and Science, Pilani - Goa Campus","ror":"https://ror.org/046sh6j17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210148827","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shubhangi Gawali","raw_affiliation_strings":["BITS Pilani Goa Campus,CSIS Department,Goa,India","CSIS Department, BITS Pilani Goa Campus, Goa, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Goa Campus,CSIS Department,Goa,India","institution_ids":["https://openalex.org/I4210148827"]},{"raw_affiliation_string":"CSIS Department, BITS Pilani Goa Campus, Goa, India","institution_ids":["https://openalex.org/I4210148827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034204619","display_name":"Neena Goveas","orcid":"https://orcid.org/0000-0002-5395-4962"},"institutions":[{"id":"https://openalex.org/I4210148827","display_name":"Birla Institute of Technology and Science, Pilani - Goa Campus","ror":"https://ror.org/046sh6j17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210148827","https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neena Goveas","raw_affiliation_strings":["BITS Pilani Goa Campus,CSIS Department,Goa,India","CSIS Department, BITS Pilani Goa Campus, Goa, India"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Goa Campus,CSIS Department,Goa,India","institution_ids":["https://openalex.org/I4210148827"]},{"raw_affiliation_string":"CSIS Department, BITS Pilani Goa Campus, Goa, India","institution_ids":["https://openalex.org/I4210148827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5080961598"],"corresponding_institution_ids":["https://openalex.org/I4210148827"],"apc_list":null,"apc_paid":null,"fwci":0.5439,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.63819847,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9939000010490417,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7147170901298523},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.6447759866714478},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.5767547488212585},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5378957986831665},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5338056683540344},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5274900197982788},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5225000977516174},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5113725066184998},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.4873548448085785},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.4847414195537567},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4839520752429962},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.4637492299079895},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3530808985233307},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32509732246398926},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2427276372909546},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.16293209791183472},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15351521968841553},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.07659867405891418}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7147170901298523},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.6447759866714478},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5767547488212585},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5378957986831665},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5338056683540344},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5274900197982788},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5225000977516174},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5113725066184998},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.4873548448085785},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.4847414195537567},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4839520752429962},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.4637492299079895},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3530808985233307},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32509732246398926},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2427276372909546},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16293209791183472},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15351521968841553},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.07659867405891418},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smartnets58706.2023.10216211","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartnets58706.2023.10216211","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Smart Applications, Communications and Networking (SmartNets)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1494964562","https://openalex.org/W2058984675","https://openalex.org/W2071990051","https://openalex.org/W2164179736","https://openalex.org/W2174821565","https://openalex.org/W2343482910","https://openalex.org/W2809550229","https://openalex.org/W3030209620","https://openalex.org/W3067862503","https://openalex.org/W3173286189","https://openalex.org/W3216221236","https://openalex.org/W6752783159"],"related_works":["https://openalex.org/W1481679924","https://openalex.org/W2268943783","https://openalex.org/W2933756203","https://openalex.org/W2334628610","https://openalex.org/W2990628615","https://openalex.org/W4285049360","https://openalex.org/W1973318088","https://openalex.org/W4396500043","https://openalex.org/W2317638083","https://openalex.org/W1630610588"],"abstract_inverted_index":{"Automation":[0],"of":[1,5,26,31,38,40,61,66,76,88,94,98,116,144,159,180],"measurement":[2,87],"and":[3,19,29,64,92,96,129,175],"analysis":[4,34],"continuous":[6],"human":[7],"body":[8],"parameters":[9],"like":[10],"ECG":[11,89,120,184],"is":[12],"a":[13,81,112],"first":[14],"step":[15],"towards":[16],"establishing":[17],"accessible":[18],"distributed":[20],"medical":[21,27],"infrastructure.":[22],"Currently,":[23],"the":[24,59,74,106,142,165],"cost":[25],"devices":[28,78,156,169,177],"use":[30,75,97,143],"expertise":[32],"for":[33,79,157,178],"puts":[35],"this":[36,54,70],"out":[37,57],"reach":[39],"many":[41],"patients.":[42],"Unless":[43],"their":[44,67,134],"condition":[45],"becomes":[46],"life-threatening":[47],"most":[48],"patients":[49],"will":[50],"avoid":[51],"going":[52],"through":[53],"process,":[55],"losing":[56],"on":[58,105,154],"benefits":[60],"early":[62],"detection":[63,115,158,179],"treatment":[65],"illness.":[68],"In":[69],"work,":[71],"we":[72],"propose":[73,141],"cost-effective":[77],"making":[80],"complete":[82],"self-contained":[83],"pipeline":[84],"which":[85],"includes":[86],"signals,":[90],"cleaning":[91],"pre-processing":[93],"signals":[95],"machine":[99],"learning":[100],"techniques":[101],"to":[102,132,172],"analyse":[103],"them":[104],"device.":[107],"We":[108,122,140,162],"have":[109],"used":[110],"as":[111],"case":[113],"study,":[114],"Sleep":[117,138,160,181],"Apnea":[118,182],"using":[119,151,183],"signals.":[121,185],"compare":[123],"resource-constrained":[124,155,168],"hardware":[125],"with":[126],"varying":[127],"price":[128],"capability":[130],"ranges":[131],"study":[133],"effectiveness":[135],"in":[136],"detecting":[137],"Apnea.":[139,161],"an":[145],"artificial":[146],"neural":[147],"network":[148],"model":[149],"developed":[150],"TensorFlow":[152],"Lite":[153],"report":[163],"that":[164],"results":[166],"from":[167],"are":[170],"comparable":[171],"more":[173],"advanced":[174],"expensive":[176]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
