{"id":"https://openalex.org/W4387999381","doi":"https://doi.org/10.1186/s40537-023-00845-x","title":"ASENN: attention-based selective embedding neural networks for road distress prediction","display_name":"ASENN: attention-based selective embedding neural networks for road distress prediction","publication_year":2023,"publication_date":"2023-10-28","ids":{"openalex":"https://openalex.org/W4387999381","doi":"https://doi.org/10.1186/s40537-023-00845-x"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-023-00845-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00845-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00845-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00845-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053027517","display_name":"Babitha Philip","orcid":"https://orcid.org/0000-0002-4249-9255"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Babitha Philip","raw_affiliation_strings":["Department of Civil and Environmental Engineering, United Arab Emirates University, Al Ain, 15551, United Arab Emirates","Emirates Center for Mobility Research (ECMR), United Arab Emirates University, Al Ain, 15551, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Emirates Center for Mobility Research (ECMR), United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101545998","display_name":"Zhenyu Xu","orcid":"https://orcid.org/0000-0002-3142-1161"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Xu","raw_affiliation_strings":["CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, No. 1068 Xueyuan Avenue Shenzhen University Town, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, No. 1068 Xueyuan Avenue Shenzhen University Town, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I180726961","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027768249","display_name":"Hamad Al Jassmi","orcid":"https://orcid.org/0000-0002-4230-4067"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hamad AlJassmi","raw_affiliation_strings":["Department of Civil and Environmental Engineering, United Arab Emirates University, Al Ain, 15551, United Arab Emirates","Emirates Center for Mobility Research (ECMR), United Arab Emirates University, Al Ain, 15551, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Emirates Center for Mobility Research (ECMR), United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011954673","display_name":"Qieshi Zhang","orcid":"https://orcid.org/0000-0001-6358-1840"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qieshi Zhang","raw_affiliation_strings":["CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, No. 1068 Xueyuan Avenue Shenzhen University Town, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, No. 1068 Xueyuan Avenue Shenzhen University Town, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I180726961","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015229778","display_name":"Luqman Ali","orcid":"https://orcid.org/0000-0001-5996-7804"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Luqman Ali","raw_affiliation_strings":["AI and Robotics Lab (Air-Lab), United Arab Emirates University, Al Ain, 15551, United Arab Emirates","College of IT, United Arab Emirates University, Al Ain, 15551, United Arab Emirates","Emirates Center for Mobility Research (ECMR), United Arab Emirates University, Al Ain, 15551, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI and Robotics Lab (Air-Lab), United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"College of IT, United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]},{"raw_affiliation_string":"Emirates Center for Mobility Research (ECMR), United Arab Emirates University, Al Ain, 15551, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5053027517"],"corresponding_institution_ids":["https://openalex.org/I201726411"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":0.866,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.70756393,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":1.0,"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":1.0,"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":0.9993000030517578,"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/T11609","display_name":"Geophysical Methods and Applications","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.6727215051651001},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6672139167785645},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.58035808801651},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4281386137008667},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4101239740848541},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3994444012641907},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3679850697517395},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33506032824516296}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6727215051651001},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6672139167785645},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.58035808801651},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4281386137008667},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4101239740848541},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3994444012641907},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3679850697517395},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33506032824516296},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-023-00845-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00845-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00845-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2278c095a1954b2db807956c242ffe78","is_oa":true,"landing_page_url":"https://doaj.org/article/2278c095a1954b2db807956c242ffe78","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 10, Iss 1, Pp 1-19 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-023-00845-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00845-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00845-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6091237290","display_name":null,"funder_award_id":"31R291","funder_id":"https://openalex.org/F4320323593","funder_display_name":"United Arab Emirates University"}],"funders":[{"id":"https://openalex.org/F4320323593","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387999381.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1678356000","https://openalex.org/W2194775991","https://openalex.org/W2295598076","https://openalex.org/W2768348081","https://openalex.org/W2909597659","https://openalex.org/W2911964244","https://openalex.org/W2950858167","https://openalex.org/W2963420686","https://openalex.org/W3153013134","https://openalex.org/W3174086521","https://openalex.org/W3176764139","https://openalex.org/W3185701732","https://openalex.org/W3186007643","https://openalex.org/W3209859300","https://openalex.org/W4200520486","https://openalex.org/W4214838030","https://openalex.org/W4226023758","https://openalex.org/W4226095742","https://openalex.org/W4283716939","https://openalex.org/W4285800888","https://openalex.org/W4287114832","https://openalex.org/W4317435803","https://openalex.org/W4382064249"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W2183306018","https://openalex.org/W2549990292","https://openalex.org/W2345479200","https://openalex.org/W2951819827","https://openalex.org/W2849310602","https://openalex.org/W2419146053","https://openalex.org/W3006008237","https://openalex.org/W2088247287","https://openalex.org/W4313153715"],"abstract_inverted_index":{"Abstract":[0],"This":[1,53],"study":[2],"proposes":[3],"an":[4,93,124],"innovative":[5],"neural":[6],"network":[7],"framework,":[8],"ASENN":[9,175,220],"(Attention-based":[10],"Selective":[11],"Embedding":[12,37],"Neural":[13],"Network),":[14],"for":[15,92],"the":[16,22,28,59,65,69,86,109,131,169,174,179,187,200,211],"prediction":[17,51],"of":[18,68,96,103,156,173,181,191],"pavement":[19,29,60,97],"deterioration.":[20,98],"Considering":[21],"complexity":[23],"and":[24,39,50,82,113,120,151,225],"uncertainty":[25],"associated":[26],"with":[27,216],"deterioration":[30,61,71],"process,":[31],"two":[32],"fundamental":[33],"frameworks,":[34],"SEL":[35],"(Selective":[36],"Layer)":[38],"MDAL":[40,205],"(Multi-Dropout":[41],"Attention":[42],"Layer),":[43],"are":[44,106],"combined":[45,116],"to":[46,64,88,122,145,186],"enhance":[47],"feature":[48,170,192],"abstraction":[49],"accuracy.":[52],"approach":[54],"is":[55],"significant":[56],"while":[57],"analyzing":[58],"process":[62],"due":[63],"high":[66],"variability":[67],"contributing":[70],"factors.":[72],"These":[73],"factors,":[74],"represented":[75],"as":[76,117,178],"tabular":[77,136],"data,":[78],"undergo":[79],"filtering,":[80],"embedding,":[81],"fusion":[83],"stages":[84],"in":[85],"SEL,":[87],"extract":[89],"crucial":[90],"features":[91],"effective":[94],"representation":[95],"Further,":[99],"multiple":[100],"attention-weighted":[101],"combinations":[102],"raw":[104],"data":[105],"obtained":[107],"through":[108],"MDAL.":[110],"Several":[111],"SELs":[112],"MDALs":[114],"were":[115,196],"basic":[118],"cells":[119,157,182],"layered":[121],"form":[123],"ASENN.":[125],"The":[126,153,164],"experimental":[127],"results":[128,165],"demonstrate":[129],"that":[130,168,204],"proposed":[132],"model":[133,176],"outperforms":[134],"existing":[135],"models":[137],"on":[138,210],"four":[139],"road":[140],"distress":[141],"parameter":[142],"datasets":[143],"corresponding":[144],"cracking,":[146],"deflection,":[147],"international":[148],"roughness":[149],"index,":[150],"rutting.":[152],"optimal":[154],"number":[155,180],"was":[158],"determined":[159],"using":[160],"different":[161],"ablation":[162,201],"settings.":[163],"also":[166],"show":[167],"learning":[171],"capabilities":[172],"improved":[177],"increased;":[183],"however,":[184],"owing":[185],"limited":[188],"combination":[189],"space":[190],"fields,":[193],"extreme":[194],"depths":[195],"not":[197],"preferred.":[198],"Furthermore,":[199],"investigation":[202],"demonstrated":[203],"can":[206],"improve":[207],"performance,":[208],"particularly":[209],"cracking":[212],"dataset.":[213],"Notably,":[214],"compared":[215],"mainstream":[217],"transformer":[218],"models,":[219],"requires":[221],"significantly":[222],"less":[223],"storage":[224],"achieves":[226],"faster":[227],"execution":[228],"speed.":[229]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
