{"id":"https://openalex.org/W4295472517","doi":"https://doi.org/10.1109/embc48229.2022.9871540","title":"Subtle Motion Detection Using Wi-Fi for Hand Rest Tremor in Parkinson's Disease","display_name":"Subtle Motion Detection Using Wi-Fi for Hand Rest Tremor in Parkinson's Disease","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295472517","doi":"https://doi.org/10.1109/embc48229.2022.9871540","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086295"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871540","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871540","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5065948071","display_name":"Shih\u2010Yuan Chen","orcid":"https://orcid.org/0000-0003-1731-0817"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shih-Yuan Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102858982","display_name":"Chi-Lun Lin","orcid":"https://orcid.org/0000-0003-1873-6078"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chi-Lun Lin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3277,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86220472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"2022","issue":null,"first_page":"1774","last_page":"1777"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T11932","display_name":"Wireless Body Area Networks","score":0.986299991607666,"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":0.9692000150680542,"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/parkinsons-disease","display_name":"Parkinson's disease","score":0.6819108724594116},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5983355641365051},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.5171400904655457},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5136217474937439},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4925456941127777},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4741772413253784},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4568536877632141},{"id":"https://openalex.org/keywords/essential-tremor","display_name":"Essential tremor","score":0.45218604803085327},{"id":"https://openalex.org/keywords/motor-symptoms","display_name":"Motor symptoms","score":0.4478265047073364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44126078486442566},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30324095487594604},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.18204990029335022},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09906035661697388}],"concepts":[{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.6819108724594116},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5983355641365051},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.5171400904655457},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5136217474937439},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4925456941127777},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4741772413253784},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4568536877632141},{"id":"https://openalex.org/C2780112193","wikidata":"https://www.wikidata.org/wiki/Q693519","display_name":"Essential tremor","level":2,"score":0.45218604803085327},{"id":"https://openalex.org/C3018987647","wikidata":"https://www.wikidata.org/wiki/Q3221083","display_name":"Motor symptoms","level":4,"score":0.4478265047073364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44126078486442566},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30324095487594604},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.18204990029335022},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09906035661697388},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009038","descriptor_name":"Motion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014202","descriptor_name":"Tremor","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014202","descriptor_name":"Tremor","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014202","descriptor_name":"Tremor","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D014202","descriptor_name":"Tremor","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D014202","descriptor_name":"Tremor","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D014202","descriptor_name":"Tremor","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871540","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871540","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086295","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086295","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4749469044","display_name":null,"funder_award_id":"110-2222-E-006-006","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320309618","display_name":"Ministry of Science and Technology","ror":"https://ror.org/02b207r52"},{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2001412060","https://openalex.org/W2089695767","https://openalex.org/W2144285077","https://openalex.org/W2188457983","https://openalex.org/W2344757691","https://openalex.org/W2346062110","https://openalex.org/W3119877017","https://openalex.org/W4244764774","https://openalex.org/W6638444622","https://openalex.org/W6686957430"],"related_works":["https://openalex.org/W3113736494","https://openalex.org/W2324594093","https://openalex.org/W3117140735","https://openalex.org/W2620803500","https://openalex.org/W3118175407","https://openalex.org/W4300409703","https://openalex.org/W3206245670","https://openalex.org/W2775767512","https://openalex.org/W3150365316","https://openalex.org/W2913756183"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1,20],"(PD)":[2],"affects":[3],"1%":[4],"of":[5,11,60,81,92,107,145],"the":[6,9,25,58,61,85,90,99,102,108,147,158,169],"population":[7],"over":[8,22],"age":[10],"60,":[12],"and":[13,24,40,74,78,131,142,152,166,171],"its":[14],"prevalence":[15],"increases":[16],"with":[17,98,149],"age.":[18],"The":[19,115,134],"progresses":[21],"time,":[23],"condition":[26],"can":[27,51],"vary":[28],"significantly":[29],"in":[30,56,95],"a":[31,69,96,121],"day,":[32],"which":[33],"makes":[34],"it":[35],"difficult":[36],"for":[37,168],"precise":[38],"diagnosis":[39],"medication":[41],"based":[42],"on":[43],"short":[44],"clinical":[45],"sessions.":[46],"Therefore,":[47],"home":[48],"health":[49],"monitoring":[50],"play":[52],"an":[53],"important":[54],"role":[55],"improving":[57],"healthcare":[59],"PD":[62,82],"patients.":[63],"In":[64,156],"this":[65],"study,":[66],"we":[67],"proposed":[68],"method":[70,139],"to":[71,119,125],"detect,":[72],"classify,":[73],"quantify":[75],"daily":[76,129],"movements":[77,94,130],"motor":[79],"symptoms":[80],"by":[83],"using":[84],"wireless":[86,109],"sensing":[87],"technology.":[88],"With":[89],"presence":[91],"human":[93],"space":[97],"Wi-Fi":[100],"coverage,":[101],"channel":[103],"state":[104],"information":[105],"(CSI)":[106],"signal":[110],"was":[111,161],"transformed":[112],"into":[113],"images.":[114],"images":[116],"were":[117],"used":[118],"train":[120],"deep":[122],"learning":[123],"model":[124],"distinguish":[126],"between":[127],"different":[128],"simulated":[132],"tremor.":[133],"results":[135],"showed":[136],"that":[137],"our":[138],"obtained":[140],"99.59%":[141],"100%":[143],"accuracy":[144],"recognizing":[146],"tremor":[148,159],"modified":[150,153],"VGG19":[151],"Resnet152,":[154],"respectively.":[155],"addition,":[157],"movement":[160],"then":[162],"successfully":[163],"segmented":[164],"out":[165],"quantified":[167],"frequency":[170],"duration.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}