{"id":"https://openalex.org/W4310044520","doi":"https://doi.org/10.3233/faia220434","title":"Improving Anomaly Detection in IoT-Based Solar Energy System Using SMOTE-PSO and SVM Model","display_name":"Improving Anomaly Detection in IoT-Based Solar Energy System Using SMOTE-PSO and SVM Model","publication_year":2022,"publication_date":"2022-11-24","ids":{"openalex":"https://openalex.org/W4310044520","doi":"https://doi.org/10.3233/faia220434"},"language":"en","primary_location":{"id":"doi:10.3233/faia220434","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220434","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/faia220434","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079643664","display_name":"Liang-Sian Lin","orcid":"https://orcid.org/0000-0003-0607-3932"},"institutions":[{"id":"https://openalex.org/I191969501","display_name":"National Taipei University of Nursing and Health Science","ror":"https://ror.org/019z71f50","country_code":"TW","type":"education","lineage":["https://openalex.org/I191969501"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Liang-Sian Lin","raw_affiliation_strings":["Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C","institution_ids":["https://openalex.org/I191969501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100625998","display_name":"Zhiyu Chen","orcid":"https://orcid.org/0000-0001-7937-642X"},"institutions":[{"id":"https://openalex.org/I191969501","display_name":"National Taipei University of Nursing and Health Science","ror":"https://ror.org/019z71f50","country_code":"TW","type":"education","lineage":["https://openalex.org/I191969501"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Zhi-Yu Chen","raw_affiliation_strings":["Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C","institution_ids":["https://openalex.org/I191969501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100445061","display_name":"Yu Wang","orcid":"https://orcid.org/0000-0001-6108-5157"},"institutions":[{"id":"https://openalex.org/I191969501","display_name":"National Taipei University of Nursing and Health Science","ror":"https://ror.org/019z71f50","country_code":"TW","type":"education","lineage":["https://openalex.org/I191969501"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu Wang","raw_affiliation_strings":["Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C","institution_ids":["https://openalex.org/I191969501"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033432867","display_name":"Li-Wei Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I191969501","display_name":"National Taipei University of Nursing and Health Science","ror":"https://ror.org/019z71f50","country_code":"TW","type":"education","lineage":["https://openalex.org/I191969501"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Wei Jiang","raw_affiliation_strings":["Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei 112303, Taiwan, R.O.C","institution_ids":["https://openalex.org/I191969501"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079643664"],"corresponding_institution_ids":["https://openalex.org/I191969501"],"apc_list":null,"apc_paid":null,"fwci":1.7058,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8600311,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12222","display_name":"IoT-based Smart Home Systems","score":0.9606000185012817,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12222","display_name":"IoT-based Smart Home Systems","score":0.9606000185012817,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T13429","display_name":"Electricity Theft Detection Techniques","score":0.9154999852180481,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9017999768257141,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/support-vector-machine","display_name":"Support vector machine","score":0.7003198862075806},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.579486608505249},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5229024291038513},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4971785843372345},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.4422205686569214},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37976402044296265},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33114445209503174},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.28433123230934143},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0842028558254242}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7003198862075806},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.579486608505249},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5229024291038513},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4971785843372345},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.4422205686569214},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37976402044296265},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33114445209503174},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28433123230934143},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0842028558254242}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia220434","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220434","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia220434","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220434","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2386968573","https://openalex.org/W2395064349","https://openalex.org/W2034374297","https://openalex.org/W2090763504","https://openalex.org/W821205410","https://openalex.org/W2382628689","https://openalex.org/W2766130412","https://openalex.org/W2526730640","https://openalex.org/W148178222","https://openalex.org/W2351171996"],"abstract_inverted_index":{"A":[0],"large":[1],"number":[2],"of":[3,8,98,162],"sensors":[4,29],"based":[5],"on":[6,152],"Internet":[7],"Things":[9],"(IoT)":[10],"technology":[11],"are":[12,166],"now":[13],"widely":[14],"deployed":[15],"in":[16,77,123,141,156,172],"artificial":[17],"intelligence,":[18],"health":[19],"care":[20],"monitoring,":[21,24],"air":[22],"quality":[23],"and":[25,138],"other":[26],"fields.":[27],"The":[28],"require":[30],"high":[31],"power":[32,48],"consumption":[33],"for":[34,45],"real-time":[35],"monitoring":[36],"data.":[37],"Some":[38],"studies":[39],"have":[40],"suggested":[41],"using":[42,81,135],"solar":[43,59,82,127],"energy":[44,60,128],"the":[46,78,94,143,173],"primary":[47],"source":[49],"to":[50,55,67,93,112,148,168],"operate":[51,68],"sensors.":[52,69],"However,":[53],"due":[54,92],"uncertain":[56],"climate":[57],"change,":[58],"supply":[61],"cannot":[62],"always":[63],"provide":[64,113],"sufficient":[65],"voltage":[66],"Consequently,":[70],"some":[71],"abnormal":[72,99,118,153],"behavior":[73],"events":[74],"frequently":[75],"occur":[76],"IoT":[79,175],"system":[80,134],"energy.":[83],"Abnormal":[84],"detection":[85],"is":[86,146],"a":[87],"typical":[88],"imbalanced":[89],"learning":[90],"problem":[91],"very":[95],"rare":[96],"amount":[97],"events.":[100,119],"Under":[101,120],"such":[102],"data":[103,155],"with":[104,117],"skewed":[105],"class":[106],"distribution,":[107],"classic":[108],"classification":[109,115,150,170],"models":[110],"fail":[111],"reliable":[114],"results":[116],"this":[121,124],"condition,":[122],"paper,":[125],"deploying":[126],"supply,":[129],"we":[130],"developed":[131,174],"an":[132],"IoT-based":[133],"Arduino":[136],"Microcontroller":[137],"Banana":[139],"Pi,":[140],"which,":[142],"SMOTE-PSO":[144],"algorithm":[145],"utilized":[147],"improve":[149],"accuracies":[151],"event":[154],"our":[157],"system.":[158,176],"Finally,":[159],"two":[160],"types":[161],"SVM":[163],"kernel":[164],"functions":[165],"used":[167],"verify":[169],"capability":[171]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}