{"id":"https://openalex.org/W2790484447","doi":"https://doi.org/10.1109/tits.2017.2773084","title":"Evaluation of Detection Approaches for Road Anomalies Based on Accelerometer Readings\u2014Addressing <italic>Who\u2019s Who</italic>","display_name":"Evaluation of Detection Approaches for Road Anomalies Based on Accelerometer Readings\u2014Addressing <italic>Who\u2019s Who</italic>","publication_year":2018,"publication_date":"2018-01-18","ids":{"openalex":"https://openalex.org/W2790484447","doi":"https://doi.org/10.1109/tits.2017.2773084","mag":"2790484447"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2017.2773084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2017.2773084","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Transactions on Intelligent Transportation Systems","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/A5082330068","display_name":"M. Ricardo Carlos","orcid":"https://orcid.org/0000-0002-6533-9860"},"institutions":[{"id":"https://openalex.org/I142652706","display_name":"Autonomous University of Chihuahua","ror":"https://ror.org/04mrrw205","country_code":"MX","type":"education","lineage":["https://openalex.org/I142652706"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Manuel Ricardo Carlos","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0002-6533-9860","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I142652706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070041829","display_name":"Mario Ezra Arag\u00f3n","orcid":"https://orcid.org/0000-0002-8213-957X"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mario Ezra Aragon","raw_affiliation_strings":["Computer Science Department, University of Houston, Houston, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-8213-957X","affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004701993","display_name":"Luis C. Gonz\u00e1lez","orcid":"https://orcid.org/0000-0003-1546-9752"},"institutions":[{"id":"https://openalex.org/I142652706","display_name":"Autonomous University of Chihuahua","ror":"https://ror.org/04mrrw205","country_code":"MX","type":"education","lineage":["https://openalex.org/I142652706"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Luis C. Gonzalez","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico"],"raw_orcid":"https://orcid.org/0000-0003-1546-9752","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I142652706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076464455","display_name":"Hugo Jair Escalante","orcid":"https://orcid.org/0000-0003-4603-3513"},"institutions":[{"id":"https://openalex.org/I39824353","display_name":"National Institute of Astrophysics, Optics and Electronics","ror":"https://ror.org/00bpmmc63","country_code":"MX","type":"facility","lineage":["https://openalex.org/I39824353"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Hugo Jair Escalante","raw_affiliation_strings":["Instituto Nacional de Astrof\u00edsica, \u00d3ptica y Electr\u00f3nica, Puebla, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Nacional de Astrof\u00edsica, \u00d3ptica y Electr\u00f3nica, Puebla, M\u00e9xico","institution_ids":["https://openalex.org/I39824353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073284119","display_name":"Fernando Mart\u00ednez","orcid":"https://orcid.org/0000-0002-6607-7559"},"institutions":[{"id":"https://openalex.org/I142652706","display_name":"Autonomous University of Chihuahua","ror":"https://ror.org/04mrrw205","country_code":"MX","type":"education","lineage":["https://openalex.org/I142652706"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Fernando Martinez","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Chihuahua, Chihuahua, M\u00e9xico","institution_ids":["https://openalex.org/I142652706"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.442,"has_fulltext":false,"cited_by_count":77,"citation_normalized_percentile":{"value":0.97470378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"19","issue":"10","first_page":"3334","last_page":"3343"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9998999834060669,"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":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9815000295639038,"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/T13689","display_name":"Underground infrastructure and sustainability","score":0.9805999994277954,"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/accelerometer","display_name":"Accelerometer","score":0.8375339508056641},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.7913480997085571},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6508271098136902},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5650638937950134},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5609280467033386},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.505127489566803},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.49942946434020996},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.4595332443714142},{"id":"https://openalex.org/keywords/standard-deviation","display_name":"Standard deviation","score":0.42966026067733765},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4212823212146759},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3525521755218506},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3283792734146118},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.29399344325065613},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13942062854766846},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1050393283367157}],"concepts":[{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.8375339508056641},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7913480997085571},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6508271098136902},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5650638937950134},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5609280467033386},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.505127489566803},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.49942946434020996},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.4595332443714142},{"id":"https://openalex.org/C22679943","wikidata":"https://www.wikidata.org/wiki/Q159375","display_name":"Standard deviation","level":2,"score":0.42966026067733765},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4212823212146759},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3525521755218506},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3283792734146118},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29399344325065613},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13942062854766846},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1050393283367157},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2017.2773084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2017.2773084","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Transactions on Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W173492641","https://openalex.org/W1565746575","https://openalex.org/W1973368488","https://openalex.org/W1977324115","https://openalex.org/W1994500462","https://openalex.org/W2008059592","https://openalex.org/W2018690964","https://openalex.org/W2037325199","https://openalex.org/W2047590933","https://openalex.org/W2063413791","https://openalex.org/W2069182664","https://openalex.org/W2118999539","https://openalex.org/W2128880484","https://openalex.org/W2144169341","https://openalex.org/W2168463792","https://openalex.org/W2170581891","https://openalex.org/W2319723524","https://openalex.org/W2577692329","https://openalex.org/W2591480565","https://openalex.org/W6607112718","https://openalex.org/W6644738489","https://openalex.org/W6662394984","https://openalex.org/W6677765364"],"related_works":["https://openalex.org/W3143937874","https://openalex.org/W4239501324","https://openalex.org/W3127069067","https://openalex.org/W2962212957","https://openalex.org/W3165734945","https://openalex.org/W2044180942","https://openalex.org/W2048561128","https://openalex.org/W1068348394","https://openalex.org/W2079420557","https://openalex.org/W2113656455"],"abstract_inverted_index":{"A":[0,26],"wide":[1],"range":[2],"of":[3,9,56,71,84,94,97,136,186],"new":[4],"possibilities":[5],"in":[6,22,50,67,267],"the":[7,36,41,54,57,68,95,117,149,173,177,193,229,250],"area":[8],"intelligent":[10],"transportation":[11],"systems":[12],"(ITS)":[13],"emerged":[14],"when":[15,43],"sensors,":[16],"such":[17],"as":[18,257,259],"accelerometers,":[19],"were":[20,243],"introduced":[21],"practically":[23],"every":[24],"smartphone.":[25],"clear":[27],"example":[28],"is":[29],"using":[30],"a":[31,46,105,133,158,222],"driver's":[32],"smartphone":[33],"to":[34,77,107,119,147,196,248,253,260,264],"detect":[35],"vertical":[37],"movement":[38],"experienced":[39],"by":[40,116,168,209],"vehicle":[42],"passing":[44],"over":[45],"pothole":[47],"or":[48],"bump;":[49],"other":[51,235],"words,":[52],"sensing":[53],"quality":[55],"road.":[58],"To":[59,238],"this":[60,101,129,203],"end,":[61],"several":[62],"approaches":[63,86],"have":[64],"been":[65,88],"proposed":[66,167,230],"literature,":[69],"most":[70,150],"them":[72],"based":[73,162],"on":[74,163,199],"thresholds":[75],"applied":[76],"accelerometer":[78,200],"readings.":[79,201],"Nonetheless,":[80],"no":[81],"fair":[82],"comparison":[83],"these":[85,211,240],"had":[87],"done":[89],"until":[90],"now,":[91],"mainly":[92],"because":[93],"lack":[96],"public":[98],"datasets.":[99],"In":[100],"paper,":[102],"we":[103,131,145,205,219],"propose":[104],"platform":[106],"create":[108,120],"road":[109],"data":[110,134],"sets":[111],"that":[112,184,228],"could":[113],"be":[114,265],"used":[115,146,208,220],"community":[118],"their":[121,125],"own":[122,126,215],"roads":[123,138],"with":[124,140,221],"requirements.":[127],"Using":[128],"platform,":[130],"assembled":[132],"set":[135],"30":[137],"plagued":[139],"potholes":[141],"and":[142],"bumps,":[143],"which":[144,218],"evaluate":[148],"popular":[151],"heuristics":[152,212],"previously":[153],"reported.":[154],"From":[155,202],"our":[156,214],"study,":[157],"heuristic,":[159],"called":[160],"STDEV(Z),":[161],"standard":[164,189],"deviation":[165],"analysis":[166],"Mednis":[169],"et":[170],"al.":[171],"obtained":[172],"best":[174,194],"results":[175,242],"among":[176,192],"considered":[178,266],"reference":[179],"methodologies.":[180],"This":[181],"finding":[182],"suggests":[183],"measures":[185],"dispersion,":[187],"specifically":[188],"deviation,":[190],"are":[191],"indicators":[195],"identify":[197],"disruptions":[198],"point,":[204],"fused":[206],"features":[207],"all":[210,234],"within":[213],"feature":[216],"vector,":[217],"support":[223,239],"vector":[224],"machine.":[225],"We":[226,246],"show":[227],"methodology":[231],"clearly":[232],"outperforms":[233],"evaluated":[236],"methods.":[237],"conclusions,":[241],"statistically":[244],"validated.":[245],"expect":[247],"lay":[249],"first":[251],"steps":[252],"homogenize":[254],"future":[255],"comparisons":[256],"well":[258],"provide":[261],"stronger":[262],"baselines":[263],"subsequent":[268],"works.":[269]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}