{"id":"https://openalex.org/W2050476574","doi":"https://doi.org/10.1109/ijcnn.2012.6252620","title":"Prediction of spring discharge by neural networks using orthogonal wavelet decomposition","display_name":"Prediction of spring discharge by neural networks using orthogonal wavelet decomposition","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2050476574","doi":"https://doi.org/10.1109/ijcnn.2012.6252620","mag":"2050476574"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2012.6252620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252620","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","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/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"]},{"id":"https://openalex.org/I70768539","display_name":"\u00c9cole Nationale Sup\u00e9rieure des Mines de Paris","ror":"https://ror.org/04y8cs423","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I70768539"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Anne Johannet","raw_affiliation_strings":["\u00c9cole des Mines d'Al\u00e8s, Ales, France","Ecole des Mines d'Ales, France#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00c9cole des Mines d'Al\u00e8s, Ales, France","institution_ids":["https://openalex.org/I4210127738"]},{"raw_affiliation_string":"Ecole des Mines d'Ales, France#TAB#","institution_ids":["https://openalex.org/I70768539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043393316","display_name":"Line Kong a Siou","orcid":"https://orcid.org/0000-0002-0254-6424"},"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"]},{"id":"https://openalex.org/I70768539","display_name":"\u00c9cole Nationale Sup\u00e9rieure des Mines de Paris","ror":"https://ror.org/04y8cs423","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I70768539"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Line Kong A Siou","raw_affiliation_strings":["\u00c9cole des Mines d'Al\u00e8s, Ales, France","Ecole des Mines d'Ales, France#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00c9cole des Mines d'Al\u00e8s, Ales, France","institution_ids":["https://openalex.org/I4210127738"]},{"raw_affiliation_string":"Ecole des Mines d'Ales, France#TAB#","institution_ids":["https://openalex.org/I70768539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112430034","display_name":"Alain Mangin","orcid":null},"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"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alain Mangin","raw_affiliation_strings":["Hydrosciences Montpellier, Universit\u00e9 Montpellier II, Montpellier, France","Station d\u2019Ecologie Experimentale du CNRS, Moulis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydrosciences Montpellier, Universit\u00e9 Montpellier II, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I3019667749"]},{"raw_affiliation_string":"Station d\u2019Ecologie Experimentale du CNRS, Moulis, France","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064761704","display_name":"Val\u00e9rie Borrell Estupina","orcid":"https://orcid.org/0000-0003-1409-6536"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"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"]},{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Valerie Borrell Estupina","raw_affiliation_strings":["Hydrosciences Montpellier, Universit\u00e9 Montpellier II, Montpellier, France","Station d\u2019Ecologie Experimentale du CNRS, Moulis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hydrosciences Montpellier, Universit\u00e9 Montpellier II, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I3019667749"]},{"raw_affiliation_string":"Station d\u2019Ecologie Experimentale du CNRS, Moulis, France","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052253967","display_name":"S\u00e9verin Pistre","orcid":"https://orcid.org/0000-0002-6301-8801"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210162824","display_name":"Station d\u2019\u00c9cologie Th\u00e9orique et Exp\u00e9rimentale","ror":"https://ror.org/05d6wfd23","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I134560555","https://openalex.org/I4210107625","https://openalex.org/I4210123595","https://openalex.org/I4210162824","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Severin Pistre","raw_affiliation_strings":["Station d'Ecologie Exp\u00e9rimentale du CNRS, Moulis, France","UNIVERSITE MONTPELLIER II, Hydrosciences Montpellier - FRANCE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Station d'Ecologie Exp\u00e9rimentale du CNRS, Moulis, France","institution_ids":["https://openalex.org/I4210162824","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"UNIVERSITE MONTPELLIER II, Hydrosciences Montpellier - FRANCE","institution_ids":["https://openalex.org/I19894307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001296414","display_name":"Dominique Bertin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dominique Bertin","raw_affiliation_strings":["Geonosis, Saint Jean du Pin, France","Geonosis, Saint Jean du Pin, FRANCE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Geonosis, Saint Jean du Pin, France","institution_ids":[]},{"raw_affiliation_string":"Geonosis, Saint Jean du Pin, FRANCE","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069406201"],"corresponding_institution_ids":["https://openalex.org/I4210127738","https://openalex.org/I70768539"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.1183201,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"35","issue":null,"first_page":"1","last_page":"8"},"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":0.9853000044822693,"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":0.9818999767303467,"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/aquifer","display_name":"Aquifer","score":0.7221736907958984},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.642891526222229},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5460439324378967},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5281605124473572},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.514674723148346},{"id":"https://openalex.org/keywords/spring","display_name":"Spring (device)","score":0.4451874792575836},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4281308948993683},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35928598046302795},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32451003789901733},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.29103654623031616},{"id":"https://openalex.org/keywords/groundwater","display_name":"Groundwater","score":0.22630640864372253},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2207181751728058},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20422965288162231},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.14662593603134155}],"concepts":[{"id":"https://openalex.org/C75622301","wikidata":"https://www.wikidata.org/wiki/Q208791","display_name":"Aquifer","level":3,"score":0.7221736907958984},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.642891526222229},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5460439324378967},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5281605124473572},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.514674723148346},{"id":"https://openalex.org/C2778712887","wikidata":"https://www.wikidata.org/wiki/Q102836","display_name":"Spring (device)","level":2,"score":0.4451874792575836},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4281308948993683},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35928598046302795},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32451003789901733},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.29103654623031616},{"id":"https://openalex.org/C76177295","wikidata":"https://www.wikidata.org/wiki/Q161598","display_name":"Groundwater","level":2,"score":0.22630640864372253},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2207181751728058},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20422965288162231},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.14662593603134155},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn.2012.6252620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252620","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04662914v1","is_oa":false,"landing_page_url":"https://imt-mines-ales.hal.science/hal-04662914","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2012 International Joint Conference on Neural Networks (IJCNN 2012 - Brisbane), Jun 2012, Brisbane, Australia. pp.1-8, ⟨10.1109/IJCNN.2012.6252620⟩","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W977415247","https://openalex.org/W1582290234","https://openalex.org/W1978784821","https://openalex.org/W1981494355","https://openalex.org/W1996462531","https://openalex.org/W1998442441","https://openalex.org/W2000234011","https://openalex.org/W2003048297","https://openalex.org/W2019451733","https://openalex.org/W2031292142","https://openalex.org/W2033904036","https://openalex.org/W2050573433","https://openalex.org/W2062024414","https://openalex.org/W2076118331","https://openalex.org/W2089305227","https://openalex.org/W2094618865","https://openalex.org/W2115755118","https://openalex.org/W2126434873","https://openalex.org/W2137983211","https://openalex.org/W2139122335","https://openalex.org/W2139662623","https://openalex.org/W2154250668","https://openalex.org/W2166116275","https://openalex.org/W2170718558","https://openalex.org/W2733757467","https://openalex.org/W3146803896","https://openalex.org/W4255272544","https://openalex.org/W6685057564","https://openalex.org/W6741432807","https://openalex.org/W7006061707"],"related_works":["https://openalex.org/W985732587","https://openalex.org/W2350422742","https://openalex.org/W2922239277","https://openalex.org/W3036980091","https://openalex.org/W1608852890","https://openalex.org/W2007103879","https://openalex.org/W2034460869","https://openalex.org/W1692466163","https://openalex.org/W1969385569","https://openalex.org/W1785613966"],"abstract_inverted_index":{"Neural":[0],"networks":[1],"are":[2],"increasingly":[3],"used":[4],"in":[5,51,85,112],"the":[6,29,67,70,78,81,107,110,117,141,144],"field":[7],"of":[8,14,28,32,69,72,80,95,109,120,143],"hydrology":[9],"due":[10],"to":[11,21,43,105,127,135],"their":[12,57],"properties":[13],"parsimony":[15],"and":[16,36,49],"universal":[17],"approximation":[18],"with":[19],"regard":[20],"nonlinear":[22],"systems.":[23],"Nevertheless,":[24],"as":[25,41,77],"a":[26,52,73],"result":[27],"non":[30],"stationarity":[31],"natural":[33],"variables":[34],"(rainfalls":[35],"consequently":[37],"discharges)":[38],"it":[39],"appeared":[40],"difficult":[42],"capture":[44],"both":[45],"dynamics":[46],"(roughly":[47],"slow":[48],"fast)":[50],"same":[53],"neural":[54],"network":[55],"while":[56],"respective":[58],"behaviors":[59],"cannot":[60],"be":[61],"fully":[62,91],"dissociated.":[63],"For":[64],"this":[65,86,99],"reason":[66],"identification":[68],"behavior":[71,108],"complex":[74],"aquifer,":[75],"such":[76,96],"aquifer":[79,111],"Lez":[82],"spring":[83],"addressed":[84],"study,":[87],"is":[88],"not":[89],"yet":[90],"achieved.":[92],"Taking":[93],"profit":[94],"an":[97,102],"analysis":[98],"paper":[100],"presents":[101],"original":[103],"way":[104],"decompose":[106],"several":[113],"independent":[114],"components":[115],"using":[116],"powerful":[118],"tool":[119],"multiresolution":[121],"analysis.":[122],"The":[123],"method":[124],"allows":[125],"thus":[126],"perform":[128],"discharge":[129],"prediction":[130,133],"without":[131],"rainfalls":[132],"up":[134],"three":[136],"days":[137],"ahead":[138],"increasing":[139],"considerably":[140],"performance":[142],"predictive":[145],"methods.":[146]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}