{"id":"https://openalex.org/W2957147396","doi":"https://doi.org/10.5194/npg-26-143-2019","title":"Data assimilation as a learning tool to infer ordinary differential equation representations of dynamical models","display_name":"Data assimilation as a learning tool to infer ordinary differential equation representations of dynamical models","publication_year":2019,"publication_date":"2019-07-10","ids":{"openalex":"https://openalex.org/W2957147396","doi":"https://doi.org/10.5194/npg-26-143-2019","mag":"2957147396"},"language":"en","primary_location":{"id":"doi:10.5194/npg-26-143-2019","doi":"https://doi.org/10.5194/npg-26-143-2019","is_oa":true,"landing_page_url":"https://doi.org/10.5194/npg-26-143-2019","pdf_url":"https://npg.copernicus.org/articles/26/143/2019/npg-26-143-2019.pdf","source":{"id":"https://openalex.org/S190716948","display_name":"Nonlinear processes in geophysics","issn_l":"1023-5809","issn":["1023-5809","1607-7946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nonlinear Processes in Geophysics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://npg.copernicus.org/articles/26/143/2019/npg-26-143-2019.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087494328","display_name":"Marc Bocquet","orcid":"https://orcid.org/0000-0003-2675-0347","observed_orcids":["https://orcid.org/0000-0003-2675-0347"]},"institutions":[{"id":"https://openalex.org/I142631665","display_name":"\u00c9cole nationale des ponts et chauss\u00e9es","ror":"https://ror.org/02nwvxz07","country_code":"FR","type":"education","lineage":["https://openalex.org/I142631665","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I2800365227","display_name":"Paris-Est Sup","ror":"https://ror.org/0268ecp52","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800365227"]},{"id":"https://openalex.org/I4210130371","display_name":"Centre d'Enseignement et de Recherche en Environnement Atmosph\u00e9rique","ror":"https://ror.org/03a84yw54","country_code":"FR","type":"facility","lineage":["https://openalex.org/I142631665","https://openalex.org/I4210130371","https://openalex.org/I4210143116","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4405278519","display_name":"P\u00f4le de recherche et d'enseignement sup\u00e9rieur Universit\u00e9 Paris-Est","ror":"https://ror.org/005hkz789","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800365227","https://openalex.org/I4405278519"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marc Bocquet","raw_affiliation_strings":["CEREA , joint laboratory \u00c9cole des Ponts ParisTech and EDF R&D , Universit\u00e9 Paris-Est , Champs-sur-Marne , France","CEREA - Centre d'Enseignement et de Recherche en Environnement Atmosph\u00e9rique (6-8 Avenue Blaise Pascal, Champs sur Marne\r\n77455 Marne la Vall\u00e9e Cedex 2 - France)"],"raw_orcid":"https://orcid.org/0000-0003-2675-0347","affiliations":[{"raw_affiliation_string":"CEREA , joint laboratory \u00c9cole des Ponts ParisTech and EDF R&D , Universit\u00e9 Paris-Est , Champs-sur-Marne , France","institution_ids":["https://openalex.org/I142631665","https://openalex.org/I2800365227","https://openalex.org/I4210130371","https://openalex.org/I4405278519"]},{"raw_affiliation_string":"CEREA - Centre d'Enseignement et de Recherche en Environnement Atmosph\u00e9rique (6-8 Avenue Blaise Pascal, Champs sur Marne\r\n77455 Marne la Vall\u00e9e Cedex 2 - France)","institution_ids":["https://openalex.org/I4210130371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073300655","display_name":"Julien Brajard","orcid":"https://orcid.org/0000-0003-0634-1482","observed_orcids":["https://orcid.org/0000-0003-0634-1482"]},"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/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210154188","display_name":"Laboratoire d'Oc\u00e9anographie et du Climat : Exp\u00e9rimentations et Approches Num\u00e9riques","ror":"https://ror.org/05j3atf73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I2802818602","https://openalex.org/I39804081","https://openalex.org/I4210090127","https://openalex.org/I4210123595","https://openalex.org/I4210131494","https://openalex.org/I4210148025","https://openalex.org/I4210154188","https://openalex.org/I4210166444"]},{"id":"https://openalex.org/I4210166444","display_name":"Institut de Recherche pour le D\u00e9veloppement","ror":"https://ror.org/05q3vnk25","country_code":"FR","type":"government","lineage":["https://openalex.org/I2802818602","https://openalex.org/I4210090127","https://openalex.org/I4210131494","https://openalex.org/I4210166444"]},{"id":"https://openalex.org/I4210166728","display_name":"Structure et Instabilit\u00e9 des G\u00e9nomes","ror":"https://ror.org/05pchb838","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I39804081","https://openalex.org/I4210123595","https://openalex.org/I4210128300","https://openalex.org/I4210166728"]},{"id":"https://openalex.org/I4401200256","display_name":"Nansen Environmental and Remote Sensing Center","ror":"https://ror.org/05ey0h058","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I4401200256"]}],"countries":["FR","NO"],"is_corresponding":false,"raw_author_name":"Julien Brajard","raw_affiliation_strings":["Nansen Environmental and Remote Sensing Center , Bergen , Norway","Sorbonne University , CNRS-IRD-MNHN , LOCEAN , Paris , France","LOCEAN - Laboratoire d'Oc\u00e9anographie et du Climat : Exp\u00e9rimentations et Approches Num\u00e9riques (case 100 - 4 place Jussieu - 75252 PARIS CEDEX 05 ; Institut de Recherche pour le D\u00e9veloppement - Centre de recherche d'Ile-de-France - 32 avenue Henri Varagnat - 93143 Bondy Cedex - France)","NERSC - Nansen Environmental and Remote Sensing Center [Bergen] (Thorm\u00f8hlens gate 47, N-5006 Bergen, Norway - Norway)","VARCLIM - Oc\u00e9an et variabilit\u00e9 du climat (France)"],"raw_orcid":"https://orcid.org/0000-0003-0634-1482","affiliations":[{"raw_affiliation_string":"Nansen Environmental and Remote Sensing Center , Bergen , Norway","institution_ids":["https://openalex.org/I4401200256"]},{"raw_affiliation_string":"Sorbonne University , CNRS-IRD-MNHN , LOCEAN , Paris , France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I39804081","https://openalex.org/I4210154188","https://openalex.org/I4210166444","https://openalex.org/I4210166728"]},{"raw_affiliation_string":"LOCEAN - Laboratoire d'Oc\u00e9anographie et du Climat : Exp\u00e9rimentations et Approches Num\u00e9riques (case 100 - 4 place Jussieu - 75252 PARIS CEDEX 05 ; Institut de Recherche pour le D\u00e9veloppement - Centre de recherche d'Ile-de-France - 32 avenue Henri Varagnat - 93143 Bondy Cedex - France)","institution_ids":["https://openalex.org/I4210154188","https://openalex.org/I4210166444"]},{"raw_affiliation_string":"NERSC - Nansen Environmental and Remote Sensing Center [Bergen] (Thorm\u00f8hlens gate 47, N-5006 Bergen, Norway - Norway)","institution_ids":["https://openalex.org/I4401200256"]},{"raw_affiliation_string":"VARCLIM - Oc\u00e9an et variabilit\u00e9 du climat (France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018511252","display_name":"Alberto Carrassi","orcid":"https://orcid.org/0000-0003-0722-5600","observed_orcids":["https://orcid.org/0000-0003-0722-5600"]},"institutions":[{"id":"https://openalex.org/I4401200256","display_name":"Nansen Environmental and Remote Sensing Center","ror":"https://ror.org/05ey0h058","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I4401200256"]},{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Alberto Carrassi","raw_affiliation_strings":["Geophysical Institute , University of Bergen , Norway","Nansen Environmental and Remote Sensing Center , Bergen , Norway","NERSC - Nansen Environmental and Remote Sensing Center [Bergen] (Thorm\u00f8hlens gate 47, N-5006 Bergen, Norway - Norway)"],"raw_orcid":"https://orcid.org/0000-0003-0722-5600","affiliations":[{"raw_affiliation_string":"Geophysical Institute , University of Bergen , Norway","institution_ids":["https://openalex.org/I4432739"]},{"raw_affiliation_string":"Nansen Environmental and Remote Sensing Center , Bergen , Norway","institution_ids":["https://openalex.org/I4401200256"]},{"raw_affiliation_string":"NERSC - Nansen Environmental and Remote Sensing Center [Bergen] (Thorm\u00f8hlens gate 47, N-5006 Bergen, Norway - Norway)","institution_ids":["https://openalex.org/I4401200256"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027762042","display_name":"Laurent Bertino","orcid":"https://orcid.org/0000-0002-1220-7207","observed_orcids":["https://orcid.org/0000-0002-1220-7207"]},"institutions":[{"id":"https://openalex.org/I4401200256","display_name":"Nansen Environmental and Remote Sensing Center","ror":"https://ror.org/05ey0h058","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I4401200256"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Laurent Bertino","raw_affiliation_strings":["Nansen Environmental and Remote Sensing Center , Bergen , Norway","NERSC - Nansen Environmental and Remote Sensing Center [Bergen] (Thorm\u00f8hlens gate 47, N-5006 Bergen, Norway - Norway)"],"raw_orcid":"https://orcid.org/0000-0002-1220-7207","affiliations":[{"raw_affiliation_string":"Nansen Environmental and Remote Sensing Center , Bergen , Norway","institution_ids":["https://openalex.org/I4401200256"]},{"raw_affiliation_string":"NERSC - Nansen Environmental and Remote Sensing Center [Bergen] (Thorm\u00f8hlens gate 47, N-5006 Bergen, Norway - Norway)","institution_ids":["https://openalex.org/I4401200256"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1310,"currency":"EUR","value_usd":1412},"apc_paid":{"value":1310,"currency":"EUR","value_usd":1412},"fwci":5.925,"has_fulltext":true,"cited_by_count":99,"citation_normalized_percentile":{"value":0.97271012,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"26","issue":"3","first_page":"143","last_page":"162"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.8422999978065491,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.8422999978065491,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.11400000005960464,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11236","display_name":"Control Systems and Identification","score":0.022600000724196434,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/data-assimilation","display_name":"data assimilation","score":0.9810000061988831},{"id":"https://openalex.org/keywords/ordinary-differential-equations","display_name":"ordinary differential equations","score":0.8180000185966492},{"id":"https://openalex.org/keywords/inverse-problems","display_name":"inverse problems","score":0.4790000021457672},{"id":"https://openalex.org/keywords/bayesian-data-assimilation","display_name":"Bayesian data assimilation","score":0.7799999713897705},{"id":"https://openalex.org/keywords/high-dimensional-models","display_name":"high-dimensional models","score":0.8920000195503235},{"id":"https://openalex.org/keywords/neural-network-architecture","display_name":"neural network architecture","score":0.4320000112056732},{"id":"https://openalex.org/keywords/chaotic-models","display_name":"chaotic models","score":0.5889999866485596},{"id":"https://openalex.org/keywords/surrogate-modeling","display_name":"surrogate models","score":0.7300000190734863},{"id":"https://openalex.org/keywords/simplified-model","display_name":"simplified model","score":0.7540000081062317},{"id":"https://openalex.org/keywords/stability-analysis","display_name":"stability analysis","score":0.5820000171661377}],"concepts":[{"id":"https://openalex.org/C34862557","wikidata":"https://www.wikidata.org/wiki/Q178985","display_name":"Ode","level":2,"score":0.8274374604225159},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6880859732627869},{"id":"https://openalex.org/C51544822","wikidata":"https://www.wikidata.org/wiki/Q465274","display_name":"Ordinary differential equation","level":3,"score":0.6147351264953613},{"id":"https://openalex.org/C24552861","wikidata":"https://www.wikidata.org/wiki/Q2670177","display_name":"Data assimilation","level":2,"score":0.4921366572380066},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.48281750082969666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48069101572036743},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4766833782196045},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.42848652601242065},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4151570200920105},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41325584053993225},{"id":"https://openalex.org/C78045399","wikidata":"https://www.wikidata.org/wiki/Q11214","display_name":"Differential equation","level":2,"score":0.3995372951030731},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.2934786081314087},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23928302526474},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","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}],"mesh":[],"locations_count":8,"locations":[{"id":"doi:10.5194/npg-26-143-2019","doi":"https://doi.org/10.5194/npg-26-143-2019","is_oa":true,"landing_page_url":"https://doi.org/10.5194/npg-26-143-2019","pdf_url":"https://npg.copernicus.org/articles/26/143/2019/npg-26-143-2019.pdf","source":{"id":"https://openalex.org/S190716948","display_name":"Nonlinear processes in geophysics","issn_l":"1023-5809","issn":["1023-5809","1607-7946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nonlinear Processes in Geophysics","raw_type":"journal-article"},{"id":"doi:10.5194/npg-2019-7","doi":"https://doi.org/10.5194/npg-2019-7","is_oa":true,"landing_page_url":"https://doi.org/10.5194/npg-2019-7","pdf_url":"https://doi.org/10.5194/npg-2019-7","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:centaur.reading.ac.uk:90672","doi":null,"is_oa":true,"landing_page_url":"https://centaur.reading.ac.uk/view/creators/90010334.html>","pdf_url":"https://centaur.reading.ac.uk/90672/1/BBCB_2019.pdf","source":{"id":"https://openalex.org/S4306402273","display_name":"CentAUR (University of Reading)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I71052956","host_organization_name":"University of Reading","host_organization_lineage":["https://openalex.org/I71052956"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:HAL:hal-02517929v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-02517929v1/document","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nonlinear Processes in Geophysics, 2019, 26 (3), pp.143-162. ⟨10.5194/npg-26-143-2019⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-04418002v1","doi":null,"is_oa":false,"landing_page_url":"https://hal.science/hal-04418002","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 1023-5809","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:bora.uib.no:1956/23437","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1956/23437","pdf_url":null,"source":{"id":"https://openalex.org/S7407064446","display_name":"NORA - Norwegian Open Research Archives","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nonlinear processes in geophysics","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:cris.unibo.it:11585/844372","doi":null,"is_oa":true,"landing_page_url":"https://npg.copernicus.org/articles/26/143/2019/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:2806a0f48e1d4dd89477b0956fc1a765","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/2806a0f48e1d4dd89477b0956fc1a765","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,"listed_in":[],"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":"Nonlinear Processes in Geophysics, Vol 26, Pp 143-162 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.5194/npg-26-143-2019","doi":"https://doi.org/10.5194/npg-26-143-2019","is_oa":true,"landing_page_url":"https://doi.org/10.5194/npg-26-143-2019","pdf_url":"https://npg.copernicus.org/articles/26/143/2019/npg-26-143-2019.pdf","source":{"id":"https://openalex.org/S190716948","display_name":"Nonlinear processes in geophysics","issn_l":"1023-5809","issn":["1023-5809","1607-7946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nonlinear Processes in Geophysics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G7691405796","display_name":null,"funder_award_id":"#250711","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"}],"funders":[{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2957147396.pdf","grobid_xml":"https://content.openalex.org/works/W2957147396.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W213523138","https://openalex.org/W648645907","https://openalex.org/W1535224557","https://openalex.org/W1581163326","https://openalex.org/W1596195796","https://openalex.org/W1660451836","https://openalex.org/W1936777844","https://openalex.org/W1971105305","https://openalex.org/W1982999858","https://openalex.org/W1999808515","https://openalex.org/W2000359198","https://openalex.org/W2003066199","https://openalex.org/W2010299042","https://openalex.org/W2027319740","https://openalex.org/W2035933721","https://openalex.org/W2045381799","https://openalex.org/W2046894403","https://openalex.org/W2049013344","https://openalex.org/W2060458267","https://openalex.org/W2063177672","https://openalex.org/W2084547407","https://openalex.org/W2086305681","https://openalex.org/W2096083228","https://openalex.org/W2097553780","https://openalex.org/W2109005173","https://openalex.org/W2139886236","https://openalex.org/W2141394518","https://openalex.org/W2143299489","https://openalex.org/W2176250816","https://openalex.org/W2239232218","https://openalex.org/W2547900893","https://openalex.org/W2587148544","https://openalex.org/W2600297185","https://openalex.org/W2604331540","https://openalex.org/W2622633536","https://openalex.org/W2624701197","https://openalex.org/W2627063823","https://openalex.org/W2740686118","https://openalex.org/W2748401178","https://openalex.org/W2752514830","https://openalex.org/W2757438722","https://openalex.org/W2761041804","https://openalex.org/W2765128778","https://openalex.org/W2765872171","https://openalex.org/W2766207105","https://openalex.org/W2770822775","https://openalex.org/W2776696187","https://openalex.org/W2782714865","https://openalex.org/W2784432084","https://openalex.org/W2787298926","https://openalex.org/W2808746463","https://openalex.org/W2809789958","https://openalex.org/W2841883001","https://openalex.org/W2892322944","https://openalex.org/W2902143762","https://openalex.org/W2963658076","https://openalex.org/W2963755523","https://openalex.org/W3080969264","https://openalex.org/W3104779762","https://openalex.org/W4233734028","https://openalex.org/W4249961403","https://openalex.org/W4251724927","https://openalex.org/W6601630192","https://openalex.org/W6630467700"],"related_works":["https://openalex.org/W3110567878","https://openalex.org/W3000585523","https://openalex.org/W3105545540","https://openalex.org/W2923794453","https://openalex.org/W2998192345","https://openalex.org/W2982860882","https://openalex.org/W3191012923","https://openalex.org/W7202154828","https://openalex.org/W3161782829","https://openalex.org/W3132004102"],"abstract_inverted_index":{"Abstract.":[0],"Recent":[1],"progress":[2],"in":[3,25,94],"machine":[4,52],"learning":[5,32,53,161],"has":[6,136],"shown":[7],"how":[8,37],"to":[9,12,27,59,130,201],"forecast":[10],"and,":[11],"some":[13],"extent,":[14],"learn":[15,102],"the":[16,38,90,113,122,172,177,199,205,221],"dynamics":[17,63],"of":[18,64,79,108,112,121,159,176,190,220],"a":[19,57,65,85,95,109,117,209],"model":[20,66,81,206],"from":[21,69,103,217],"its":[22,70],"output,":[23],"resorting":[24],"particular":[26],"neural":[28,141],"networks":[29],"and":[30,72,105,127,174,187],"deep":[31,160],"techniques.":[33],"We":[34],"will":[35],"show":[36,152],"same":[39],"goal":[40,200],"can":[41,101],"be":[42,145],"directly":[43],"achieved":[44],"using":[45,84],"data":[46,97],"assimilation":[47,98],"techniques":[48],"without":[49,195],"leveraging":[50],"on":[51,167,171,183],"software":[54],"libraries,":[55],"with":[56,132,193,198],"view":[58],"high-dimensional":[60,133],"models.":[61,134],"The":[62,179],"are":[67,157],"learned":[68],"observation":[71],"an":[73],"ordinary":[74],"differential":[75],"equation":[76],"(ODE)":[77],"representation":[78,120],"this":[80],"is":[82,92,125,128,181],"inferred":[83],"recursive":[86],"nonlinear":[87],"regression.":[88],"Because":[89],"method":[91,180],"embedded":[93],"Bayesian":[96],"framework,":[99],"it":[100],"partial":[104],"noisy":[106,196],"observations":[107,219],"state":[110],"trajectory":[111],"physical":[114,222],"model.":[115,223],"Moreover,":[116],"space-wise":[118],"local":[119],"ODE":[123,155],"system":[124],"introduced":[126],"key":[129],"cope":[131],"It":[135],"recently":[137],"been":[138],"suggested":[139],"that":[140,153],"network":[142],"architectures":[143],"could":[144],"interpreted":[146],"as":[147],"dynamical":[148],"systems.":[149],"Reciprocally,":[150],"we":[151],"our":[154],"representations":[156],"reminiscent":[158],"architectures.":[162],"Furthermore,":[163],"numerical":[164],"analysis":[165],"considerations":[166],"stability":[168],"shed":[169],"light":[170],"assets":[173],"limitations":[175],"method.":[178],"illustrated":[182],"several":[184],"chaotic":[185],"discrete":[186],"continuous":[188],"models":[189],"various":[191],"dimensions,":[192],"or":[194,203,211,214],"observations,":[197],"identify":[202],"improve":[204],"dynamics,":[207],"build":[208],"surrogate":[210],"reduced":[212],"model,":[213],"produce":[215],"forecasts":[216],"mere":[218]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":25},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2019-07-23T00:00:00"}