{"id":"https://openalex.org/W4390402253","doi":"https://doi.org/10.1109/cloudtech58737.2023.10366054","title":"Towards an IoT Architecture Based on Machine Learning for Missing Data Prediction on the Edge","display_name":"Towards an IoT Architecture Based on Machine Learning for Missing Data Prediction on the Edge","publication_year":2023,"publication_date":"2023-11-21","ids":{"openalex":"https://openalex.org/W4390402253","doi":"https://doi.org/10.1109/cloudtech58737.2023.10366054"},"language":"en","primary_location":{"id":"doi:10.1109/cloudtech58737.2023.10366054","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cloudtech58737.2023.10366054","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 6th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech)","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/A5093611538","display_name":"Abderrahim Lachguer","orcid":"https://orcid.org/0000-0001-5624-9313"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Abderrahim Lachguer","raw_affiliation_strings":["Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085960576","display_name":"Abderrahmane Sadiq","orcid":"https://orcid.org/0000-0002-7161-5438"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abderrahmane Sadiq","raw_affiliation_strings":["Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043394491","display_name":"Youssef Es-Saady","orcid":"https://orcid.org/0000-0002-4934-2322"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Youssef Es\u2013saady","raw_affiliation_strings":["Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100641654","display_name":"Mohamed El Hajji","orcid":"https://orcid.org/0000-0002-0327-8249"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed El Hajji","raw_affiliation_strings":["Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"Ibnou Zohr University,IRF-SIC Laboratory,Agadir,Morocco","institution_ids":["https://openalex.org/I4210088687"]},{"raw_affiliation_string":"IRF-SIC Laboratory, Ibnou Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5093611538"],"corresponding_institution_ids":["https://openalex.org/I4210088687"],"apc_list":null,"apc_paid":null,"fwci":0.2512,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.53104831,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"07"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9998999834060669,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9891999959945679,"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"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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":0.7971151471138},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.634718656539917},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6317939758300781},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.5867552757263184},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.5673767328262329},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.49009573459625244},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.4713173508644104},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.45277243852615356},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4505331516265869},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4459187686443329},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4392131268978119},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4223019778728485},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3174791932106018},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0973491370677948},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09731516242027283}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7971151471138},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.634718656539917},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6317939758300781},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.5867552757263184},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.5673767328262329},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.49009573459625244},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.4713173508644104},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.45277243852615356},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4505331516265869},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4459187686443329},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4392131268978119},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4223019778728485},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3174791932106018},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0973491370677948},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09731516242027283},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cloudtech58737.2023.10366054","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cloudtech58737.2023.10366054","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 6th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech)","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":19,"referenced_works":["https://openalex.org/W2134295053","https://openalex.org/W2892964188","https://openalex.org/W2904509308","https://openalex.org/W2963930290","https://openalex.org/W2979610482","https://openalex.org/W3014404134","https://openalex.org/W3021592648","https://openalex.org/W3089280969","https://openalex.org/W3122263456","https://openalex.org/W3185990134","https://openalex.org/W3207974629","https://openalex.org/W3214199616","https://openalex.org/W3215107048","https://openalex.org/W3217140273","https://openalex.org/W4229000832","https://openalex.org/W4252741040","https://openalex.org/W4287219447","https://openalex.org/W4288718278","https://openalex.org/W4313259679"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W2055961818","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3179858851","https://openalex.org/W3028371478","https://openalex.org/W2081476516","https://openalex.org/W2581984549"],"abstract_inverted_index":{"Internet":[0],"of":[1,15,69,96,150,168,184],"Things":[2],"(IoT)":[3],"technologies":[4],"have":[5],"revolutionized":[6],"data":[7,17,68,90,107,119,185,199],"collection":[8],"and":[9,109,141,163,170],"utilization.":[10],"However,":[11,188],"the":[12,64,70,94,102,114,148,204],"persisting":[13],"issue":[14],"missing":[16,48],"from":[18,74,120],"IoT":[19],"sensors,":[20],"often":[21],"caused":[22],"by":[23,98],"device":[24],"malfunctions":[25],"or":[26,87,193],"poor":[27],"internet":[28],"connectivity,":[29],"poses":[30],"a":[31,39,60,79,179],"significant":[32],"challenge.":[33],"In":[34],"this":[35],"study,":[36],"we":[37,117,146],"proposed":[38,115],"distributed":[40],"architecture":[41],"that":[42,132,176],"uses":[43,54,67],"two":[44,121],"techniques":[45,134],"to":[46],"generate":[47],"meteorological":[49],"data.":[50,144],"The":[51,128,173],"first":[52],"technique":[53,66],"historical":[55],"feature":[56,72],"values":[57],"recorded":[58],"in":[59,78,126,138,166,182],"specific":[61],"station,":[62],"while":[63],"second":[65],"same":[71],"obtained":[73],"another":[75],"station":[76],"located":[77],"different":[80],"area.":[81],"Our":[82],"approach":[83],"not":[84],"only":[85],"generates":[86],"predicts":[88],"new":[89],"but":[91],"also":[92],"addresses":[93],"problem":[95],"latency":[97],"deploying":[99],"models":[100],"at":[101],"network":[103],"edge,":[104],"thereby":[105],"enhancing":[106],"privacy":[108],"system":[110],"reliability.":[111],"To":[112],"validate":[113],"approach,":[116],"utilized":[118],"air":[122],"quality":[123],"stations":[124],"situated":[125],"Marrakesh.":[127],"experimental":[129],"results":[130],"demonstrate":[131],"both":[133],"achieved":[135],"high":[136],"accuracy":[137,169],"imputing":[139],"temperature":[140],"relative":[142],"humidity":[143],"Furthermore,":[145],"evaluated":[147],"performance":[149],"several":[151],"well-known":[152],"machine":[153],"learning":[154],"algorithms":[155],"for":[156],"regression":[157],"problems,":[158],"including":[159],"MLPRegressor,":[160],"SVR,":[161],"GBR,":[162],"Linear":[164,201],"Regression,":[165],"terms":[167,183],"inference":[171,191],"time.":[172],"findings":[174],"indicate":[175],"MLPRegressor":[177],"exhibited":[178],"slight":[180],"advantage":[181],"imputation":[186],"accuracy.":[187],"when":[189,194],"prioritizing":[190],"time":[192],"there":[195],"is":[196],"limited":[197],"training":[198],"available,":[200],"Regression":[202],"remains":[203],"optimal":[205],"choice.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
