{"id":"https://openalex.org/W4403675132","doi":"https://doi.org/10.1109/case59546.2024.10711325","title":"Modelling Sensors Degradation for Water Quality Monitoring: A Data-Driven Approach","display_name":"Modelling Sensors Degradation for Water Quality Monitoring: A Data-Driven Approach","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4403675132","doi":"https://doi.org/10.1109/case59546.2024.10711325"},"language":"en","primary_location":{"id":"doi:10.1109/case59546.2024.10711325","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/case59546.2024.10711325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5109678209","display_name":"Marino Pavone","orcid":null},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marino Pavone","raw_affiliation_strings":["University of L&#x2019;Aquila,Center of Excellence for Research DEWS,Department of Information Engineering, Computer Science, and Mathematics,L&#x2019;Aquila,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of L&#x2019;Aquila,Center of Excellence for Research DEWS,Department of Information Engineering, Computer Science, and Mathematics,L&#x2019;Aquila,Italy","institution_ids":["https://openalex.org/I26415053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062305149","display_name":"Nicola Epicoco","orcid":"https://orcid.org/0000-0003-0189-8716"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nicola Epicoco","raw_affiliation_strings":["University LUM Giuseppe Degennaro, Casamassima,Department of Engineering,Bari,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University LUM Giuseppe Degennaro, Casamassima,Department of Engineering,Bari,Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084720300","display_name":"Giordano Pola","orcid":"https://orcid.org/0000-0002-2213-6051"},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giordano Pola","raw_affiliation_strings":["University of L&#x2019;Aquila,Center of Excellence for Research DEWS,Department of Information Engineering, Computer Science, and Mathematics,L&#x2019;Aquila,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of L&#x2019;Aquila,Center of Excellence for Research DEWS,Department of Information Engineering, Computer Science, and Mathematics,L&#x2019;Aquila,Italy","institution_ids":["https://openalex.org/I26415053"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076414617","display_name":"Andrea Manno","orcid":"https://orcid.org/0000-0001-5410-7039"},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Manno","raw_affiliation_strings":["University of L&#x2019;Aquila,Center of Excellence for Research DEWS,Department of Information Engineering, Computer Science, and Mathematics,L&#x2019;Aquila,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of L&#x2019;Aquila,Center of Excellence for Research DEWS,Department of Information Engineering, Computer Science, and Mathematics,L&#x2019;Aquila,Italy","institution_ids":["https://openalex.org/I26415053"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1696","last_page":"1701"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.7861008644104004},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.547939658164978},{"id":"https://openalex.org/keywords/water-quality","display_name":"Water quality","score":0.5455120205879211},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.492827445268631},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.46005743741989136},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0819835364818573}],"concepts":[{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.7861008644104004},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.547939658164978},{"id":"https://openalex.org/C2780797713","wikidata":"https://www.wikidata.org/wiki/Q625376","display_name":"Water quality","level":2,"score":0.5455120205879211},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.492827445268631},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.46005743741989136},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0819835364818573},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/case59546.2024.10711325","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/case59546.2024.10711325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.75}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W560027128","https://openalex.org/W1560451750","https://openalex.org/W2024864512","https://openalex.org/W2079065805","https://openalex.org/W2100028154","https://openalex.org/W2110353513","https://openalex.org/W2418288522","https://openalex.org/W2554311386","https://openalex.org/W2902077139","https://openalex.org/W2905012420","https://openalex.org/W2917318161","https://openalex.org/W2940791701","https://openalex.org/W3138506267","https://openalex.org/W4295591987","https://openalex.org/W4318262274","https://openalex.org/W4385256175","https://openalex.org/W4385324848","https://openalex.org/W4391305553"],"related_works":["https://openalex.org/W2360298601","https://openalex.org/W2374021052","https://openalex.org/W2129907763","https://openalex.org/W2360606605","https://openalex.org/W2371680562","https://openalex.org/W4281621378","https://openalex.org/W2765512051","https://openalex.org/W2501331221","https://openalex.org/W2375588336","https://openalex.org/W2374666259"],"abstract_inverted_index":{"Sensors":[0],"fault":[1,13],"is":[2,66,75],"a":[3,100,130,144,215,220],"critical":[4],"issue":[5,70],"for":[6,94,103,116],"any":[7],"kind":[8],"of":[9,89,133,155,162,170,214],"application.":[10],"Abrupt":[11],"sensor":[12,92],"are":[14,40,165,185,197],"frequent,":[15],"but":[16],"the":[17,32,43,52,69,82,90,124,134,150,212,225],"most":[18],"common":[19,76],"situation":[20],"shows":[21],"sensors":[22,73],"that":[23,202],"slowly":[24],"vary":[25],"their":[26,57],"sensing":[27],"capabilities":[28],"along":[29],"time,":[30],"generating":[31],"so-called":[33],"Concept":[34],"Drift":[35],"(CD).":[36],"CD":[37,104],"handling":[38,105],"techniques":[39],"based":[41],"on":[42],"possibility":[44],"to":[45,56,78,208],"collect":[46],"new":[47,119],"supervised":[48],"data":[49,142,190,192,209],"and":[50,81,182,191],"estimate":[51],"drift":[53],"effect":[54,223],"according":[55],"time":[58],"variation.":[59],"The":[60,167],"Water":[61],"Quality":[62],"Monitoring":[63],"(WQM)":[64],"field":[65],"affected":[67],"by":[68,108,140,153],"since":[71],"electrochemical":[72,157],"degradation":[74,228],"due":[77],"corrosion":[79,158,163],"agents":[80],"difficulties":[83],"in":[84,106,224],"periodically":[85],"reaching":[86],"each":[87],"node":[88],"WQM":[91,107,146],"network":[93],"proper":[95],"maintenance.":[96],"This":[97],"paper":[98],"discusses":[99],"possible":[101],"approach":[102],"using":[109],"Machine":[110],"Learning":[111],"(ML)":[112],"classifiers":[113,174],"as":[114],"\"fake-supervisors\"":[115],"labeling":[117],"incoming":[118],"data.":[120],"To":[121],"this":[122],"aim,":[123],"classifier":[125],"must":[126],"be":[127],"reliable":[128],"inside":[129],"certain":[131],"neighborhood":[132],"original":[135],"training":[136],"dataset":[137],"centroids.":[138],"Hence,":[139],"collecting":[141],"through":[143],"commercial":[145],"sensor,":[147],"we":[148],"simulate":[149],"aging":[151],"process":[152],"means":[154],"an":[156],"model.":[159],"Different":[160],"types":[161],"trends":[164],"considered.":[166],"performances":[168],"drop":[169],"three":[171],"popular":[172],"ML":[173],"(namely":[175],"Multy-Layer":[176],"Perceptron":[177],"Neural":[178,203],"Networks,":[179],"K-Nearest":[180],"Neighbors,":[181],"Decision":[183],"Trees)":[184],"compared":[186],"when":[187],"both":[188],"raw":[189],"processed":[193],"with":[194],"PCA":[195,216],"transformation":[196],"evaluated.":[198],"Experimental":[199],"results":[200],"show":[201],"Networks":[204],"appear":[205],"more":[206],"robust":[207],"perturbation,":[210],"moreover":[211],"use":[213],"pre-processing":[217],"step":[218],"have":[219],"considerable":[221],"positive":[222],"model":[226],"performance":[227],"trend.":[229]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
