{"id":"https://openalex.org/W4402264822","doi":"https://doi.org/10.1109/igarss53475.2024.10640539","title":"Machine Learning-Based Observation Operators to Assimilate Microwave and SIF Satellite Observations into the ECMWF Integrated Forecast System","display_name":"Machine Learning-Based Observation Operators to Assimilate Microwave and SIF Satellite Observations into the ECMWF Integrated Forecast System","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4402264822","doi":"https://doi.org/10.1109/igarss53475.2024.10640539"},"language":"en","primary_location":{"id":"doi:10.1109/igarss53475.2024.10640539","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10640539","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"conference-paper","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/A5062476035","display_name":"S\u00e9bastien Garrigues","orcid":"https://orcid.org/0009-0005-7668-5071"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"S\u00e9bastien Garrigues","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056408351","display_name":"Patricia de Rosnay","orcid":"https://orcid.org/0000-0002-7374-3820"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Patricia De Rosnay","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065843156","display_name":"Ewan Pinnington","orcid":"https://orcid.org/0000-0003-1869-3426"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ewan Pinnington","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071653745","display_name":"Peter Weston","orcid":"https://orcid.org/0000-0003-1404-6678"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Weston","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007859855","display_name":"Anna Agust\u00ed\u2010Panareda","orcid":"https://orcid.org/0000-0002-7495-7273"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anna Agusti-Panareda","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034754862","display_name":"Souhail Boussetta","orcid":"https://orcid.org/0000-0001-8646-8701"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Souhail Boussetta","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042113874","display_name":"Jean\u2010Christophe Calvet","orcid":"https://orcid.org/0000-0001-6425-6492"},"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/I17866349","display_name":"Universit\u00e9 F\u00e9d\u00e9rale de Toulouse Midi-Pyr\u00e9n\u00e9es","ror":"https://ror.org/004raaa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I17866349"]},{"id":"https://openalex.org/I4210088553","display_name":"Centre National de Recherches M\u00e9t\u00e9orologiques","ror":"https://ror.org/004rej139","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210088553","https://openalex.org/I4210113730","https://openalex.org/I4210148025"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Christophe Calvet","raw_affiliation_strings":["Universit&#x00E9; de Toulouse, M&#x00E9;t&#x00E9;o-France, CNRS,CNRM,Toulouse,France,31057"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Toulouse, M&#x00E9;t&#x00E9;o-France, CNRS,CNRM,Toulouse,France,31057","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I17866349","https://openalex.org/I4210088553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003161738","display_name":"David Fairbairn","orcid":"https://orcid.org/0000-0002-6495-7384"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Fairbairn","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044613043","display_name":"C\u00e9dric Bacour","orcid":"https://orcid.org/0000-0002-1913-3722"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"C\u00e9dric Bacour","raw_affiliation_strings":["LSCE,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LSCE,France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088856954","display_name":"Richard Engelen","orcid":"https://orcid.org/0000-0003-1577-5143"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Richard Engelen","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055596893","display_name":"Stephen English","orcid":"https://orcid.org/0000-0002-8477-3830"},"institutions":[{"id":"https://openalex.org/I154986956","display_name":"European Centre for Medium-Range Weather Forecasts","ror":"https://ror.org/014w0fd65","country_code":"GB","type":"other","lineage":["https://openalex.org/I154986956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stephen English","raw_affiliation_strings":["ECMWF,Reading,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECMWF,Reading,UK","institution_ids":["https://openalex.org/I154986956"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20290927,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4285","last_page":"4288"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9997000098228455,"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/T10029","display_name":"Climate variability and models","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11405","display_name":"Geophysics and Gravity Measurements","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.7194831371307373},{"id":"https://openalex.org/keywords/microwave","display_name":"Microwave","score":0.6480964422225952},{"id":"https://openalex.org/keywords/satellite-broadcasting","display_name":"Satellite broadcasting","score":0.5763789415359497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.528690755367279},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5121397972106934},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.42894434928894043},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.42873528599739075},{"id":"https://openalex.org/keywords/advanced-microwave-sounding-unit","display_name":"Advanced Microwave Sounding Unit","score":0.41122955083847046},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.16943150758743286},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1649087369441986},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.15169495344161987},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12283536791801453},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10555937886238098}],"concepts":[{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.7194831371307373},{"id":"https://openalex.org/C44838205","wikidata":"https://www.wikidata.org/wiki/Q127995","display_name":"Microwave","level":2,"score":0.6480964422225952},{"id":"https://openalex.org/C2986254709","wikidata":"https://www.wikidata.org/wiki/Q209588","display_name":"Satellite broadcasting","level":3,"score":0.5763789415359497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.528690755367279},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5121397972106934},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.42894434928894043},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.42873528599739075},{"id":"https://openalex.org/C37856936","wikidata":"https://www.wikidata.org/wiki/Q4686237","display_name":"Advanced Microwave Sounding Unit","level":3,"score":0.41122955083847046},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.16943150758743286},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1649087369441986},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.15169495344161987},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12283536791801453},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10555937886238098}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igarss53475.2024.10640539","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10640539","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04979395v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04979395","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":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Jul 2024, Athens, France. IEEE, pp.4285-4288, 2024, &#x27E8;10.1109/IGARSS53475.2024.10640539&#x27E9;","raw_type":"Proceedings"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2295598076","https://openalex.org/W2895318950","https://openalex.org/W2978485176","https://openalex.org/W3025949386","https://openalex.org/W3127615175","https://openalex.org/W3137394100","https://openalex.org/W3171337552","https://openalex.org/W3181636712"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2126876212","https://openalex.org/W2325965825","https://openalex.org/W3029457158","https://openalex.org/W2508657954","https://openalex.org/W2899645533","https://openalex.org/W602579583","https://openalex.org/W3199988476","https://openalex.org/W2321671415"],"abstract_inverted_index":{"The":[0,31,77,151],"CO2MVS":[1],"Research":[2],"on":[3,178],"Supplementary":[4],"Observations":[5],"(CORSO)":[6],"project":[7],"aims":[8],"at":[9,58,116],"reducing":[10],"the":[11,14,39,52,59,82,90,94,97,105,113,119,128,143,147,156,162,165,168,179],"uncertainties":[12],"in":[13,51,161],"predicted":[15],"biogenic":[16],"carbon":[17,182],"fluxes":[18,185],"by":[19],"leveraging":[20],"new":[21],"types":[22],"of":[23,33,41,79,84,93,107,142,158,167,170,181],"satellite":[24,49,144],"observations,":[25],"machine":[26,108],"learning":[27,137],"and":[28,44,72,124,164,175,183],"data":[29],"assimilation.":[30],"objective":[32],"this":[34,101],"work":[35],"is":[36],"to":[37,67,88],"implement":[38],"assimilation":[40,78],"active":[42],"microwave":[43],"solar-induced":[45],"chlorophyll":[46],"fluorescence":[47],"(SIF)":[48],"observations":[50],"Integrated":[53],"Forecast":[54],"System":[55],"(IFS)":[56],"developed":[57],"European":[60],"Centre":[61],"for":[62,112],"Medium-Range":[63],"Weather":[64],"Forecasts":[65],"(ECMWF)":[66],"jointly":[68],"analyze":[69],"soil":[70,173],"moisture":[71,174],"leaf":[73],"area":[74],"index":[75],"(LAI).":[76],"observation":[80,86,95,110],"requires":[81],"development":[83,106],"an":[85],"operator":[87],"predict":[89],"model-simulated":[91],"counterpart":[92],"from":[96,118,127,146],"model":[98,149],"fields.":[99,150],"In":[100],"paper,":[102],"we":[103],"present":[104],"learning-based":[109],"operators":[111,160],"normalized":[114],"backscatter":[115],"40\u00b0":[117],"Advanced":[120],"Scatterometer":[121],"(ASCAT)":[122],"instrument":[123],"SIF":[125],"derived":[126],"TROPOspheric":[129],"Monitoring":[130],"Instrument":[131],"(TROPOMI).":[132],"Results":[133],"show":[134],"that":[135],"deep":[136],"methods":[138],"provide":[139],"accurate":[140],"predictions":[141],"signals":[145],"IFS":[148,163],"next":[152],"step":[153],"will":[154],"be":[155],"implementation":[157],"these":[159],"evaluation":[166],"impacts":[169],"analyzing":[171],"both":[172],"vegetation":[176],"variables":[177],"estimation":[180],"water":[184],"along":[186],"with":[187],"near-surface":[188],"meteorological":[189],"variables.":[190]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
