{"id":"https://openalex.org/W4283750502","doi":"https://doi.org/10.1109/i2mtc48687.2022.9806560","title":"An Evaluation of Machine Learning Algorithms in an Experimental Structural Health Monitoring System Incorporating LoRa IoT Connectivity","display_name":"An Evaluation of Machine Learning Algorithms in an Experimental Structural Health Monitoring System Incorporating LoRa IoT Connectivity","publication_year":2022,"publication_date":"2022-05-16","ids":{"openalex":"https://openalex.org/W4283750502","doi":"https://doi.org/10.1109/i2mtc48687.2022.9806560"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc48687.2022.9806560","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc48687.2022.9806560","pdf_url":null,"source":{"id":"https://openalex.org/S4363607934","display_name":"2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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/A5011230217","display_name":"Ashraf Tahat","orcid":"https://orcid.org/0000-0002-1691-446X"},"institutions":[{"id":"https://openalex.org/I158749337","display_name":"Princess Sumaya University for Technology","ror":"https://ror.org/01jy46q10","country_code":"JO","type":"education","lineage":["https://openalex.org/I158749337"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ashraf Tahat","raw_affiliation_strings":["Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","institution_ids":["https://openalex.org/I158749337"]},{"raw_affiliation_string":"Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan","institution_ids":["https://openalex.org/I158749337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013900084","display_name":"Azmi Al-Zaben","orcid":null},"institutions":[{"id":"https://openalex.org/I158749337","display_name":"Princess Sumaya University for Technology","ror":"https://ror.org/01jy46q10","country_code":"JO","type":"education","lineage":["https://openalex.org/I158749337"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Azmi Al-Zaben","raw_affiliation_strings":["Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","institution_ids":["https://openalex.org/I158749337"]},{"raw_affiliation_string":"Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan","institution_ids":["https://openalex.org/I158749337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073110406","display_name":"Lubna Saad El-Deen","orcid":null},"institutions":[{"id":"https://openalex.org/I158749337","display_name":"Princess Sumaya University for Technology","ror":"https://ror.org/01jy46q10","country_code":"JO","type":"education","lineage":["https://openalex.org/I158749337"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Lubna Saad El-Deen","raw_affiliation_strings":["Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","institution_ids":["https://openalex.org/I158749337"]},{"raw_affiliation_string":"Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan","institution_ids":["https://openalex.org/I158749337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074299887","display_name":"Sara Abbad","orcid":null},"institutions":[{"id":"https://openalex.org/I158749337","display_name":"Princess Sumaya University for Technology","ror":"https://ror.org/01jy46q10","country_code":"JO","type":"education","lineage":["https://openalex.org/I158749337"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Sara Abbad","raw_affiliation_strings":["Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Sumaya University for Technology,Department of Communications Engineering,Amman,Jordan","institution_ids":["https://openalex.org/I158749337"]},{"raw_affiliation_string":"Department of Communications Engineering, Princess Sumaya University for Technology, Amman, Jordan","institution_ids":["https://openalex.org/I158749337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091698581","display_name":"Chamseddine Talhi","orcid":"https://orcid.org/0000-0003-2264-8265"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Chamseddine Talhi","raw_affiliation_strings":["Ecole de Technologie Superieur,Department of Software Engineering & IT,Montreal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole de Technologie Superieur,Department of Software Engineering & IT,Montreal,Canada","institution_ids":["https://openalex.org/I9736820"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.3041,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.93111628,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9970999956130981,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9970999956130981,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9884999990463257,"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/structural-health-monitoring","display_name":"Structural health monitoring","score":0.8550515174865723},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7286157608032227},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6676630973815918},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6401966214179993},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5762432217597961},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5268895626068115},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5170117616653442},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48556825518608093},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.48168858885765076},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.46453720331192017},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43557608127593994},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.4268341064453125},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.41350215673446655},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3720131516456604},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35166192054748535},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.21817398071289062},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1394186019897461},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10487884283065796}],"concepts":[{"id":"https://openalex.org/C2776247918","wikidata":"https://www.wikidata.org/wiki/Q1423713","display_name":"Structural health monitoring","level":2,"score":0.8550515174865723},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7286157608032227},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6676630973815918},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6401966214179993},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5762432217597961},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5268895626068115},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5170117616653442},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48556825518608093},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.48168858885765076},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.46453720331192017},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43557608127593994},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.4268341064453125},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.41350215673446655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3720131516456604},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35166192054748535},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.21817398071289062},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1394186019897461},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10487884283065796},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/i2mtc48687.2022.9806560","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc48687.2022.9806560","pdf_url":null,"source":{"id":"https://openalex.org/S4363607934","display_name":"2022 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace2.etsmtl.ca:25144","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/25144/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W114517082","https://openalex.org/W1507029541","https://openalex.org/W1968969471","https://openalex.org/W2041270620","https://openalex.org/W2106393550","https://openalex.org/W2107074288","https://openalex.org/W2111619626","https://openalex.org/W2122111042","https://openalex.org/W2125055259","https://openalex.org/W2139212933","https://openalex.org/W2152327696","https://openalex.org/W2575188202","https://openalex.org/W2580946398","https://openalex.org/W2736975725","https://openalex.org/W2794788728","https://openalex.org/W2905113794","https://openalex.org/W2911964244","https://openalex.org/W3035359533","https://openalex.org/W3035523253","https://openalex.org/W3042841996","https://openalex.org/W3089749896","https://openalex.org/W4226062360","https://openalex.org/W4388297464","https://openalex.org/W6630233695"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W2079312091"],"abstract_inverted_index":{"The":[0,108],"Internet":[1],"of":[2,14,19,37,93,99,132,145,148,180,189,192,195,206,237],"Things":[3],"(IoT)":[4],"offers":[5],"dynamic":[6],"mechanisms":[7],"and":[8,27,33,43,61],"methodologies":[9],"for":[10,46,227],"a":[11,119,141,146,165,181,190,224,238],"broad":[12],"number":[13],"practical":[15],"applications":[16],"by":[17,187],"virtue":[18],"its":[20],"integrated":[21],"powerful":[22],"advantages":[23],"encompassing":[24],"immense":[25],"reliability,":[26],"superb":[28],"robustness.":[29],"This":[30],"will":[31],"expedite":[32],"simplify":[34],"the":[35,72,83,114,129,133,178,193,235,243],"deployment":[36],"IoT":[38,86],"devices":[39,95],"in":[40,66,71,104,159,164,174,221,229,242],"civil":[41],"structures":[42],"building":[44],"settings":[45],"structural":[47],"health":[48,130],"monitoring":[49],"(SHM)":[50],"applications,":[51],"including":[52],"early":[53],"warning":[54],"systems":[55],"(EWS).":[56],"A":[57],"SHM":[58,80,106,176,208,230],"system":[59,81,209],"extracts":[60],"provides":[62],"information":[63],"about":[64],"variations":[65,163],"an":[67,78,213],"individual":[68],"component":[69],"or":[70,162,240],"complete":[73],"structure.":[74,135,245],"In":[75],"this":[76],"paper,":[77],"experimental":[79],"incorporating":[82],"LoRa":[84],"wireless":[85],"connectivity":[87],"is":[88],"presented,":[89],"which":[90],"includes":[91],"assortment":[92],"sensor":[94],"to":[96,127,154,203,211,223,232],"acquire":[97],"measurements":[98,111],"commonly":[100],"monitored":[101,134,166,244],"physical":[102],"variables":[103],"typical":[105],"systems.":[107],"acquired":[109],"concurrent":[110],"performed":[112],"on":[113,218],"structure":[115,167],"are":[116,125],"aggregated":[117],"at":[118],"designated":[120],"cloud":[121],"server,":[122],"where":[123],"they":[124],"analyzed,":[126],"predict":[128],"status":[131],"To":[136],"that":[137,173],"end,":[138],"we":[139],"conduct":[140],"comparative":[142],"performance":[143,205],"analysis":[144,170],"collection":[147,194],"machine":[149],"learning":[150],"(ML)":[151],"classification":[152,198],"algorithms":[153],"evaluate":[155],"their":[156],"detection":[157],"capacities":[158],"determining":[160],"faults":[161],"state.":[168],"Numerical":[169],"results":[171],"demonstrated":[172],"our":[175,207],"system,":[177],"presence":[179,236],"fault":[182,239],"could":[183],"be":[184],"effectively":[185],"predicted":[186],"means":[188],"subset":[191],"considered":[196],"ML":[197,215],"algorithms.":[199],"Computed":[200],"evaluation":[201],"metrics":[202],"characterize":[204],"served":[210],"identify":[212],"optimum":[214],"algorithm":[216],"based":[217],"attained":[219],"results,":[220],"addition":[222],"training":[225],"methodology":[226],"employment":[228],"systems,":[231],"accurately":[233],"detect":[234],"damage":[241]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}