{"id":"https://openalex.org/W4392124350","doi":"https://doi.org/10.1109/jiot.2024.3369109","title":"Smartphone-Based IRI Estimation for Pavement Roughness Monitoring: A Data-Driven Approach","display_name":"Smartphone-Based IRI Estimation for Pavement Roughness Monitoring: A Data-Driven Approach","publication_year":2024,"publication_date":"2024-02-23","ids":{"openalex":"https://openalex.org/W4392124350","doi":"https://doi.org/10.1109/jiot.2024.3369109"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3369109","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3369109","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5102000397","display_name":"Ye Sang","orcid":"https://orcid.org/0009-0003-3887-423X"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ye Sang","raw_affiliation_strings":["Department of Civil Engineering, Monash University, Clayton, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018912246","display_name":"Qiqin Yu","orcid":"https://orcid.org/0000-0002-0066-1306"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Qiqin Yu","raw_affiliation_strings":["Department of Civil Engineering, Monash University, Clayton, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0066-1306","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070523931","display_name":"Yihai Fang","orcid":"https://orcid.org/0000-0002-9451-4947"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yihai Fang","raw_affiliation_strings":["Department of Civil Engineering, Monash University, Clayton, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9451-4947","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087395864","display_name":"Viet Vo","orcid":"https://orcid.org/0000-0002-5984-7981"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Viet Vo","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Clayton, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5984-7981","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087358036","display_name":"Richard Wix","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Richard Wix","raw_affiliation_strings":["National Transport Research Organisation, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Transport Research Organisation, Melbourne, VIC, Australia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7385,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89636045,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":"11","first_page":"19708","last_page":"19720"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10264","display_name":"Asphalt Pavement Performance Evaluation","score":0.9932000041007996,"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"}},{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9753000140190125,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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":0.7350781559944153},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5573338270187378},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.5038222670555115},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4206860661506653},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11530312895774841},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.1136605441570282},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.10484755039215088}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7350781559944153},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5573338270187378},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.5038222670555115},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4206860661506653},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11530312895774841},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.1136605441570282},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.10484755039215088}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3369109","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3369109","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W246024570","https://openalex.org/W1995759367","https://openalex.org/W2080362104","https://openalex.org/W2095705004","https://openalex.org/W2104107943","https://openalex.org/W2148304743","https://openalex.org/W2157130620","https://openalex.org/W2168463792","https://openalex.org/W2526848653","https://openalex.org/W2620664872","https://openalex.org/W2728032389","https://openalex.org/W2768481365","https://openalex.org/W2770328471","https://openalex.org/W2794169953","https://openalex.org/W2804532080","https://openalex.org/W2898560232","https://openalex.org/W2898761039","https://openalex.org/W2898852399","https://openalex.org/W2905872298","https://openalex.org/W2913292019","https://openalex.org/W2955911852","https://openalex.org/W2966849341","https://openalex.org/W2970401801","https://openalex.org/W3000602481","https://openalex.org/W3008478410","https://openalex.org/W3010318839","https://openalex.org/W3010398094","https://openalex.org/W3011347070","https://openalex.org/W3012971642","https://openalex.org/W3023461478","https://openalex.org/W3031345912","https://openalex.org/W3080207839","https://openalex.org/W3101667008","https://openalex.org/W3109749092","https://openalex.org/W3112305478","https://openalex.org/W3130011030","https://openalex.org/W3208044844","https://openalex.org/W4249414406","https://openalex.org/W4282921254","https://openalex.org/W4289516136","https://openalex.org/W4300989815","https://openalex.org/W4308238765","https://openalex.org/W4313244723","https://openalex.org/W4323048004","https://openalex.org/W4360860566","https://openalex.org/W4386921759","https://openalex.org/W4387010711","https://openalex.org/W6674330103","https://openalex.org/W6730663848","https://openalex.org/W6736448503","https://openalex.org/W6751923770","https://openalex.org/W6755310813","https://openalex.org/W6766900815","https://openalex.org/W6772403251","https://openalex.org/W6780226713","https://openalex.org/W6838899458","https://openalex.org/W7027776183"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W4395014643","https://openalex.org/W4391913857","https://openalex.org/W2350741829"],"abstract_inverted_index":{"Monitoring":[0],"pavement":[1,39],"roughness":[2,15,40],"is":[3],"critical":[4],"for":[5,121],"minimising":[6],"vehicle":[7,66,108],"damages":[8],"and":[9,20,25,52,68,133],"ensuring":[10],"road":[11],"user":[12],"safety.":[13],"Conventional":[14],"measurement":[16],"instruments":[17],"are":[18,59],"costly":[19],"limited":[21],"in":[22,123,154],"surveying":[23],"frequency":[24],"spatial":[26],"coverage.":[27],"To":[28],"overcome":[29],"these":[30],"limitations,":[31],"vehicle-mounted":[32],"smartphones":[33],"have":[34],"been":[35],"adopted":[36],"to":[37,76,119],"measure":[38],"based":[41,89],"on":[42,90],"the":[43,50,55,78,100,141,147,150],"dynamic":[44],"responses":[45],"of":[46,54,80,86,98,131,136,149],"traversing":[47],"vehicles.":[48],"Nonetheless,":[49],"accuracy":[51],"consistency":[53],"current":[56],"smartphone-based":[57],"approaches":[58],"affected":[60],"by":[61],"practical":[62,82,124],"factors":[63],"including":[64],"speed,":[65],"type":[67],"mounting":[69],"configuration.":[70],"Existing":[71],"research":[72],"applied":[73],"deep":[74,116],"learning":[75,117],"mitigate":[77],"impact":[79],"varying":[81],"factors,":[83],"but":[84],"most":[85],"them":[87],"was":[88],"simulation":[91],"studies.":[92],"This":[93],"study":[94],"introduces":[95],"a":[96,113],"method":[97,153],"estimating":[99],"International":[101],"Roughness":[102],"Index":[103],"(IRI)":[104],"using":[105],"smartphone-collected":[106],"real":[107],"response.":[109],"The":[110,126,144],"approach":[111],"leverages":[112],"multi-layer":[114],"perceptron":[115],"model":[118,127],"account":[120],"variations":[122],"settings.":[125],"achieved":[128],"an":[129,134],"RMSE":[130],"0.60":[132],"R2":[135],"0.79":[137],"when":[138],"compared":[139],"with":[140],"ground-truth":[142],"IRI.":[143],"results":[145],"showcase":[146],"deployability":[148],"proposed":[151],"data-driven":[152],"crowdsourcing-based":[155],"IRI":[156],"surveying.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
