{"id":"https://openalex.org/W3213983582","doi":"https://doi.org/10.1109/wf-iot51360.2021.9594944","title":"SVAD: End-to-End Sensory Data Analysis for IoBT-Driven Platforms","display_name":"SVAD: End-to-End Sensory Data Analysis for IoBT-Driven Platforms","publication_year":2021,"publication_date":"2021-06-14","ids":{"openalex":"https://openalex.org/W3213983582","doi":"https://doi.org/10.1109/wf-iot51360.2021.9594944","mag":"3213983582"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot51360.2021.9594944","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot51360.2021.9594944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)","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/A5090793612","display_name":"Ragini Gupta","orcid":"https://orcid.org/0000-0002-8474-2348"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ragini Gupta","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074224097","display_name":"Klara Nahrstedt","orcid":"https://orcid.org/0000-0001-6813-3043"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Klara Nahrstedt","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Urbana, IL"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Urbana, IL","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047412092","display_name":"Niranjan Suri","orcid":"https://orcid.org/0000-0003-2982-8218"},"institutions":[{"id":"https://openalex.org/I166416128","display_name":"DEVCOM Army Research Laboratory","ror":"https://ror.org/011hc8f90","country_code":"US","type":"government","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I166416128","https://openalex.org/I2802705668","https://openalex.org/I4210154437"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Niranjan Suri","raw_affiliation_strings":["U.S. Army Research Laboratory, Adelphi, MD"],"affiliations":[{"raw_affiliation_string":"U.S. Army Research Laboratory, Adelphi, MD","institution_ids":["https://openalex.org/I166416128"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102952737","display_name":"Jeffrey A. Smith","orcid":"https://orcid.org/0000-0002-2920-749X"},"institutions":[{"id":"https://openalex.org/I166416128","display_name":"DEVCOM Army Research Laboratory","ror":"https://ror.org/011hc8f90","country_code":"US","type":"government","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I166416128","https://openalex.org/I2802705668","https://openalex.org/I4210154437"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey Smith","raw_affiliation_strings":["U.S. Army Research Laboratory, Adelphi, MD"],"affiliations":[{"raw_affiliation_string":"U.S. Army Research Laboratory, Adelphi, MD","institution_ids":["https://openalex.org/I166416128"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5090793612"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":0.5439,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.73454877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9801999926567078,"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":0.7862764000892639},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6219116449356079},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5449825525283813},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.4877937138080597},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4863186776638031},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4362570643424988},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4255621135234833},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4189557433128357},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3747788667678833},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3572506010532379},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33333536982536316},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.21102294325828552},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1267167627811432}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7862764000892639},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6219116449356079},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5449825525283813},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.4877937138080597},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4863186776638031},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4362570643424988},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4255621135234833},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4189557433128357},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3747788667678833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3572506010532379},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33333536982536316},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.21102294325828552},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1267167627811432},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot51360.2021.9594944","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot51360.2021.9594944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W313319699","https://openalex.org/W2014753080","https://openalex.org/W2126751256","https://openalex.org/W2527802371","https://openalex.org/W2586587846","https://openalex.org/W2799599950","https://openalex.org/W2799719823","https://openalex.org/W2963218670","https://openalex.org/W2963966412","https://openalex.org/W2998531464"],"related_works":["https://openalex.org/W4226248369","https://openalex.org/W3174144151","https://openalex.org/W3182374673","https://openalex.org/W4288754496","https://openalex.org/W2323909273","https://openalex.org/W2953976309","https://openalex.org/W2078899744","https://openalex.org/W4205787031","https://openalex.org/W3179509074","https://openalex.org/W3136234041"],"abstract_inverted_index":{"The":[0],"rapid":[1],"advancement":[2],"of":[3,19,27,39,127,157,169,178],"IoT":[4],"technologies":[5],"has":[6],"led":[7],"to":[8,53,57,73,82,87,140,144,174],"its":[9],"flexible":[10],"adoption":[11],"in":[12,66],"battle":[13],"field":[14],"networks,":[15],"known":[16],"as":[17],"Internet":[18],"Battlefield":[20],"Things":[21],"(IoBT)":[22],"networks.":[23],"One":[24],"important":[25],"application":[26],"IoBT":[28,116],"networks":[29],"is":[30],"the":[31,63,84,176,179],"weather":[32,129,191],"sensory":[33],"network":[34],"characterized":[35],"with":[36],"a":[37,93,113],"variety":[38],"weather,":[40],"land":[41],"and":[42,50,59,90,105,149,166,201],"environmental":[43],"sensors.":[44],"This":[45],"data":[46,65,100,117,137,143,146,151,164,171],"contains":[47],"hidden":[48],"trends":[49],"correlations,":[51],"needed":[52],"provide":[54,83],"situational":[55],"awareness":[56],"soldiers":[58],"commanders.":[60],"To":[61],"interpret":[62],"incoming":[64],"real-time,":[67],"machine":[68,159],"learning":[69,160],"algorithms":[70,161],"are":[71,79],"required":[72],"automate":[74],"strategic":[75],"decision-making.":[76],"Existing":[77],"solutions":[78],"not":[80],"well-equipped":[81],"fine-grained":[85],"feedback":[86],"military":[88],"personnel":[89],"cannot":[91],"facilitate":[92],"scalable,":[94],"end-to-end":[95,115],"platform":[96,119,134,181],"for":[97,120,162,182],"fast":[98],"unlabeled":[99],"collection,":[101],"cleaning,":[102],"querying,":[103],"analysis":[104,126,156,165],"threats":[106],"identification.":[107],"In":[108],"this":[109],"work,":[110],"we":[111],"present":[112],"scalable":[114],"driven":[118],"SVAD":[121,133,180],"(Storage,":[122],"Visualization,":[123],"Anomaly":[124],"Detection)":[125],"heterogeneous":[128],"sensor":[130],"data.":[131],"Our":[132,186],"includes":[135],"extensive":[136],"cleaning":[138],"techniques":[139],"denoise":[141],"efficiently":[142],"differentiate":[145],"from":[147],"anomalies":[148],"noise":[150],"instances.":[152],"We":[153],"perform":[154],"comparative":[155],"unsupervised":[158],"multi-variant":[163],"experimental":[167],"evaluation":[168],"different":[170],"ingestion":[172],"pipelines":[173],"show":[175],"ability":[177],"(near)":[183],"real-time":[184],"processing.":[185],"results":[187],"indicate":[188],"impending":[189],"turbulent":[190],"conditions":[192],"that":[193],"can":[194],"be":[195],"detected":[196],"by":[197],"early":[198],"anomaly":[199],"identification":[200],"detection":[202],"techniques.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
