{"id":"https://openalex.org/W7092192973","doi":"https://doi.org/10.1109/jstars.2025.3622513","title":"Ontology-Driven Pipeline for the Automated Generation of Multimodal Datasets for Supervised Learning in Natural Hazard Models","display_name":"Ontology-Driven Pipeline for the Automated Generation of Multimodal Datasets for Supervised Learning in Natural Hazard Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7092192973","doi":"https://doi.org/10.1109/jstars.2025.3622513"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3622513","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3622513","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/jstars.2025.3622513","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ion Grujdin","orcid":"https://orcid.org/0009-0000-9281-7226"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ion Grujdin","raw_affiliation_strings":["National University of Science and Technology Politehnica of Bucharest, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0009-0000-9281-7226","affiliations":[{"raw_affiliation_string":"National University of Science and Technology Politehnica of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"last","author":{"id":null,"display_name":"Mihai Datcu","orcid":"https://orcid.org/0000-0002-3477-9687"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihai Datcu","raw_affiliation_strings":["Research Center for Spatial Information (CEOSpaceTech), National University of Science and Technology Politehnica of Bucharest, Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-3477-9687","affiliations":[{"raw_affiliation_string":"Research Center for Spatial Information (CEOSpaceTech), National University of Science and Technology Politehnica of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I61641377"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.59842939,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":null,"first_page":"27113","last_page":"27127"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11213","display_name":"Genomic variations and chromosomal abnormalities","score":0.08030000329017639,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11213","display_name":"Genomic variations and chromosomal abnormalities","score":0.08030000329017639,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11841","display_name":"Nuclear Structure and Function","score":0.04430000111460686,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10978","display_name":"Prenatal Screening and Diagnostics","score":0.035599999129772186,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7750999927520752},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6115999817848206},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.5393000245094299},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.43290001153945923},{"id":"https://openalex.org/keywords/hazard","display_name":"Hazard","score":0.413100004196167},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.4041000008583069},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.36239999532699585},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.359499990940094}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.842199981212616},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7750999927520752},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6115999817848206},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5885000228881836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5458999872207642},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.5393000245094299},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.43290001153945923},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.413100004196167},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4041000008583069},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39640000462532043},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.36239999532699585},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.359499990940094},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.3578999936580658},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3449000120162964},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.3118000030517578},{"id":"https://openalex.org/C69075417","wikidata":"https://www.wikidata.org/wiki/Q515701","display_name":"Linked data","level":3,"score":0.31150001287460327},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.27649998664855957},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2574999928474426},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.25040000677108765},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2025.3622513","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3622513","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ba284afe23d840739fec8e18f65ef40d","is_oa":true,"landing_page_url":"https://doaj.org/article/ba284afe23d840739fec8e18f65ef40d","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":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 18, Pp 27113-27127 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3622513","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3622513","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.6191091537475586,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Effective":[0],"machine":[1,122],"learning":[2,123],"for":[3,58,67,140],"natural":[4],"hazard":[5,50,64,115,167],"prediction":[6],"and":[7,18,45,97,111,133,150,171,181],"monitoring":[8],"depends":[9],"on":[10],"timely":[11],"access":[12],"to":[13,23,71,146],"high":[14],"quality,":[15],"event-specific":[16,109],"datasets":[17,65,110],"models":[19],"capable":[20],"of":[21,62,108,135],"adapting":[22],"evolving":[24],"environmental":[25,179],"dynamics":[26],"(e.g.,":[27],"those":[28],"induced":[29],"by":[30,41],"climate":[31],"change).":[32],"Equally":[33],"important":[34],"is":[35,74],"model":[36,144],"explainability,":[37],"which":[38],"enhances":[39],"trust":[40],"clarifying":[42],"decision-making":[43],"processes":[44],"enabling":[46],"insight":[47],"into":[48,121],"observed":[49],"patterns.":[51],"This":[52,100],"paper":[53],"introduces":[54],"a":[55,88,155,162],"novel":[56],"approach":[57],"the":[59,105],"automated":[60],"construction":[61],"multimodal":[63],"tailored":[66],"supervised":[68],"learning.":[69],"Central":[70],"our":[72],"method":[73],"an":[75],"ontology-driven":[76],"self-labelling":[77],"pipeline":[78,138],"that":[79],"semantically":[80],"annotates":[81],"each":[82],"data":[83],"element":[84],"using":[85],"concepts":[86],"from":[87],"modular,":[89],"integrated":[90],"ontology":[91],"encompassing":[92],"geographic,":[93],"hazard,":[94],"sensor,":[95],"spatial,":[96],"temporal":[98],"dimensions.":[99],"enriched":[101],"semantic":[102,129,152,164],"representation":[103],"facilitates":[104],"rapid":[106],"generation":[107],"supports":[112],"reuse":[113],"across":[114],"types.":[116],"Furthermore,":[117],"embedding":[118],"ontological":[119],"descriptors":[120],"outputs":[124],"enables":[125],"explainable":[126],"AI":[127],"through":[128],"reasoning,":[130],"enhancing":[131],"interpretability":[132],"transparency":[134],"predictions.":[136],"Our":[137],"allows":[139],"dynamic":[141],"dataset":[142,159],"creation,":[143],"adaptation":[145],"newly":[147],"emerging":[148],"patterns,":[149],"live":[151],"querying":[153],"over":[154],"knowledge":[156],"graph.":[157],"Each":[158],"instance":[160],"encapsulates":[161],"rich":[163],"narrative":[165],"including":[166],"type,":[168],"evolution":[169],"stage,":[170],"contextual":[172],"variables":[173],"such":[174],"as":[175],"land":[176],"cover,":[177],"socio":[178],"indicators,":[180],"historical":[182],"weather":[183],"data.":[184]},"counts_by_year":[],"updated_date":"2025-11-06T23:17:08.748858","created_date":"2025-10-17T00:00:00"}
