{"id":"https://openalex.org/W2171868807","doi":"https://doi.org/10.1109/nabic.2011.6089612","title":"Flash floods forecasting without rainfalls forecasts by recurrent neural networks. Case study on the Mialet basin (Southern France)","display_name":"Flash floods forecasting without rainfalls forecasts by recurrent neural networks. Case study on the Mialet basin (Southern France)","publication_year":2011,"publication_date":"2011-10-01","ids":{"openalex":"https://openalex.org/W2171868807","doi":"https://doi.org/10.1109/nabic.2011.6089612","mag":"2171868807"},"language":"en","primary_location":{"id":"doi:10.1109/nabic.2011.6089612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nabic.2011.6089612","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 Third World Congress on Nature and Biologically Inspired Computing","raw_type":"proceedings-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/A5065539578","display_name":"Guillaume Artigue","orcid":"https://orcid.org/0000-0002-4610-584X"},"institutions":[{"id":"https://openalex.org/I4210127738","display_name":"IMT Mines Al\u00e8s","ror":"https://ror.org/03e8rf594","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127738"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"G. Artigue","raw_affiliation_strings":["Centre des Mat\u00e9riaux de Grande Diffusion ALES, FRANCE"],"affiliations":[{"raw_affiliation_string":"Centre des Mat\u00e9riaux de Grande Diffusion ALES, FRANCE","institution_ids":["https://openalex.org/I4210127738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069406201","display_name":"Anne Johannet","orcid":"https://orcid.org/0000-0001-5717-9871"},"institutions":[{"id":"https://openalex.org/I4210127738","display_name":"IMT Mines Al\u00e8s","ror":"https://ror.org/03e8rf594","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127738"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"A. Johannet","raw_affiliation_strings":["Centre des Mat\u00e9riaux de Grande Diffusion ALES, FRANCE"],"affiliations":[{"raw_affiliation_string":"Centre des Mat\u00e9riaux de Grande Diffusion ALES, FRANCE","institution_ids":["https://openalex.org/I4210127738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113241831","display_name":"Val\u00e9rie Borrell","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127738","display_name":"IMT Mines Al\u00e8s","ror":"https://ror.org/03e8rf594","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127738"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"V. Borrell","raw_affiliation_strings":["Centre des Mat\u00e9riaux de Grande Diffusion ALES, FRANCE"],"affiliations":[{"raw_affiliation_string":"Centre des Mat\u00e9riaux de Grande Diffusion ALES, FRANCE","institution_ids":["https://openalex.org/I4210127738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052253967","display_name":"S\u00e9verin Pistre","orcid":"https://orcid.org/0000-0002-6301-8801"},"institutions":[{"id":"https://openalex.org/I3019667749","display_name":"Laboratoire HydroSciences Montpellier","ror":"https://ror.org/00aycez97","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I19894307","https://openalex.org/I2802818602","https://openalex.org/I3019667749","https://openalex.org/I4210090127","https://openalex.org/I4210131494","https://openalex.org/I4210148025","https://openalex.org/I4210166444"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"S. Pistre","raw_affiliation_strings":["Hydrosciences Montpellier MONTPELLIER, FRANCE"],"affiliations":[{"raw_affiliation_string":"Hydrosciences Montpellier MONTPELLIER, FRANCE","institution_ids":["https://openalex.org/I3019667749"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5065539578"],"corresponding_institution_ids":["https://openalex.org/I4210127738"],"apc_list":null,"apc_paid":null,"fwci":0.2663,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.64252772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"303","last_page":"310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9994000196456909,"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9915000200271606,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6560333967208862},{"id":"https://openalex.org/keywords/flash-flood","display_name":"Flash flood","score":0.6368598937988281},{"id":"https://openalex.org/keywords/structural-basin","display_name":"Structural basin","score":0.623822808265686},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.584287166595459},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5628678798675537},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5587984323501587},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5462150573730469},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5097939372062683},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.503750741481781},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.47643357515335083},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4586266875267029},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4525238871574402},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.40352463722229004},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34277409315109253},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.29571908712387085},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.21010065078735352},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13422447443008423},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11392030119895935},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10229244828224182},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.0994463562965393}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6560333967208862},{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.6368598937988281},{"id":"https://openalex.org/C109007969","wikidata":"https://www.wikidata.org/wiki/Q749565","display_name":"Structural basin","level":2,"score":0.623822808265686},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.584287166595459},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5628678798675537},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5587984323501587},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5462150573730469},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5097939372062683},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.503750741481781},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.47643357515335083},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4586266875267029},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4525238871574402},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.40352463722229004},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34277409315109253},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.29571908712387085},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.21010065078735352},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13422447443008423},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11392030119895935},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10229244828224182},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0994463562965393},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nabic.2011.6089612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nabic.2011.6089612","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 Third World Congress on Nature and Biologically Inspired Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W93564759","https://openalex.org/W639241752","https://openalex.org/W977415247","https://openalex.org/W1510447231","https://openalex.org/W1582290234","https://openalex.org/W1592303791","https://openalex.org/W1647181453","https://openalex.org/W1978784821","https://openalex.org/W1981494355","https://openalex.org/W1981646498","https://openalex.org/W1984663111","https://openalex.org/W1998442441","https://openalex.org/W2000439132","https://openalex.org/W2033904036","https://openalex.org/W2047974925","https://openalex.org/W2066519477","https://openalex.org/W2076118331","https://openalex.org/W2111410742","https://openalex.org/W2112081648","https://openalex.org/W2137983211","https://openalex.org/W2139122335","https://openalex.org/W2155482699","https://openalex.org/W2166116275","https://openalex.org/W3146803896"],"related_works":["https://openalex.org/W4286560687","https://openalex.org/W4390711225","https://openalex.org/W4313293355","https://openalex.org/W2076543106","https://openalex.org/W2523437662","https://openalex.org/W89844371","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W4286643620","https://openalex.org/W4387048144"],"abstract_inverted_index":{"The":[0],"feasibility":[1],"of":[2,17,38,49,53,108],"flash":[3],"flood":[4],"prediction":[5],"without":[6],"rainfall":[7],"forecasts":[8],"nor":[9],"previous":[10],"discharge":[11],"is":[12,43,85],"considered.":[13],"After":[14],"a":[15],"presentation":[16],"the":[18,28,35,46,54,66,76,79,89,109],"important":[19,36],"stakes":[20],"involved":[21],"in":[22,27,31,58],"this":[23],"task":[24],"(23":[25],"fatalities":[26],"Var":[29],"event":[30],"June":[32],"2010,":[33],"France)":[34],"stage":[37],"variable":[39],"and":[40,71,75,81],"complexity":[41],"selection":[42],"addressed":[44],"for":[45,95],"small":[47],"basin":[48],"Mialet":[50],"(a":[51],"part":[52],"Gardon":[55],"d'Anduze":[56],"basin,":[57],"Southern":[59],"France).":[60],"Considering":[61],"two":[62,100],"architectures":[63],"inspired":[64],"from":[65],"multilayer":[67],"perceptron,":[68],"both":[69],"designs":[70],"performances":[72],"are":[73,93],"presented":[74],"model":[77],"considering":[78],"linear":[80],"non-linear":[82],"behaviors":[83],"independently":[84],"proved":[86],"to":[87,99],"be":[88],"better.":[90],"Generalization":[91],"properties":[92],"assessed":[94],"four":[96],"predictions":[97],"up":[98],"hours":[101],"ahead":[102],"thereby":[103],"allowing":[104],"an":[105],"early":[106],"warning":[107],"population.":[110]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}