{"id":"https://openalex.org/W4312962551","doi":"https://doi.org/10.1109/igarss46834.2022.9884690","title":"A Combination of Radiative Transfer Model Simulation and Neural Network Modeling for the Retrieval of Volcanic Ash Parameters by Means of Copernicus Sentinel-3/SLSTR Data","display_name":"A Combination of Radiative Transfer Model Simulation and Neural Network Modeling for the Retrieval of Volcanic Ash Parameters by Means of Copernicus Sentinel-3/SLSTR Data","publication_year":2022,"publication_date":"2022-07-17","ids":{"openalex":"https://openalex.org/W4312962551","doi":"https://doi.org/10.1109/igarss46834.2022.9884690"},"language":"en","primary_location":{"id":"doi:10.1109/igarss46834.2022.9884690","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss46834.2022.9884690","pdf_url":null,"source":{"id":"https://openalex.org/S4363604196","display_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","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/A5000352417","display_name":"Matteo Picchiani","orcid":"https://orcid.org/0000-0002-4120-200X"},"institutions":[{"id":"https://openalex.org/I4210119941","display_name":"e GEOS (Italy)","ror":"https://ror.org/02jf95y23","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210119941"]},{"id":"https://openalex.org/I4210126170","display_name":"Ericsson (Italy)","ror":"https://ror.org/027n3xb46","country_code":"IT","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210126170"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"M. Picchiani","raw_affiliation_strings":["GMATICS s.r.l.,Rome,Italy","GEO-k s.r.l., Rome, Italy","GMATICS s.r.l., Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GMATICS s.r.l.,Rome,Italy","institution_ids":["https://openalex.org/I4210126170"]},{"raw_affiliation_string":"GEO-k s.r.l., Rome, Italy","institution_ids":["https://openalex.org/I4210119941"]},{"raw_affiliation_string":"GMATICS s.r.l., Rome, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038068921","display_name":"Stefano Corradini","orcid":"https://orcid.org/0000-0001-9432-3246"},"institutions":[{"id":"https://openalex.org/I29078338","display_name":"Istituto Nazionale di Geofisica e Vulcanologia","ror":"https://ror.org/00qps9a02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I29078338"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"S. Corradini","raw_affiliation_strings":["Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","institution_ids":["https://openalex.org/I29078338"]},{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy","institution_ids":["https://openalex.org/I29078338"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088459751","display_name":"Lorenzo Guerrieri","orcid":"https://orcid.org/0000-0003-1894-5048"},"institutions":[{"id":"https://openalex.org/I29078338","display_name":"Istituto Nazionale di Geofisica e Vulcanologia","ror":"https://ror.org/00qps9a02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I29078338"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"L. Guerrieri","raw_affiliation_strings":["Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","institution_ids":["https://openalex.org/I29078338"]},{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy","institution_ids":["https://openalex.org/I29078338"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025298212","display_name":"Ilaria Petracca","orcid":"https://orcid.org/0000-0001-9275-5686"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"I. Petracca","raw_affiliation_strings":["Tor Vergata University,Civil Engineering and Computer Science Engineering Department,Rome,Italy","Civil Engineering and Computer Science Engineering Department, Tor Vergata University, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University,Civil Engineering and Computer Science Engineering Department,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Civil Engineering and Computer Science Engineering Department, Tor Vergata University, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030751830","display_name":"Davide De Santis","orcid":"https://orcid.org/0000-0002-5123-8161"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"D. De Santis","raw_affiliation_strings":["Tor Vergata University,Civil Engineering and Computer Science Engineering Department,Rome,Italy","Civil Engineering and Computer Science Engineering Department, Tor Vergata University, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University,Civil Engineering and Computer Science Engineering Department,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Civil Engineering and Computer Science Engineering Department, Tor Vergata University, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112710363","display_name":"Fred Prata","orcid":"https://orcid.org/0000-0001-9285-9565"},"institutions":[{"id":"https://openalex.org/I2799746221","display_name":"University of Divinity","ror":"https://ror.org/02xn8bh65","country_code":"AU","type":"education","lineage":["https://openalex.org/I2799746221"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"F. Prata","raw_affiliation_strings":["AIRES Pty Ltd.,Melbourne,Australia","AIRES Pty Ltd., Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AIRES Pty Ltd.,Melbourne,Australia","institution_ids":["https://openalex.org/I2799746221"]},{"raw_affiliation_string":"AIRES Pty Ltd., Melbourne, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044836011","display_name":"Luca Merucci","orcid":"https://orcid.org/0000-0001-6910-8800"},"institutions":[{"id":"https://openalex.org/I29078338","display_name":"Istituto Nazionale di Geofisica e Vulcanologia","ror":"https://ror.org/00qps9a02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I29078338"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"L. Merucci","raw_affiliation_strings":["Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","institution_ids":["https://openalex.org/I29078338"]},{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy","institution_ids":["https://openalex.org/I29078338"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039674271","display_name":"Dario Stelitano","orcid":"https://orcid.org/0000-0001-5375-1738"},"institutions":[{"id":"https://openalex.org/I29078338","display_name":"Istituto Nazionale di Geofisica e Vulcanologia","ror":"https://ror.org/00qps9a02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I29078338"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"D. Stelitano","raw_affiliation_strings":["Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia,Rome,Italy","institution_ids":["https://openalex.org/I29078338"]},{"raw_affiliation_string":"Istituto Nazionale di Geofisica e Vulcanologia, Rome, Italy","institution_ids":["https://openalex.org/I29078338"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058692111","display_name":"Giorgia Salvucci","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119941","display_name":"e GEOS (Italy)","ror":"https://ror.org/02jf95y23","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210119941"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"G. Salvucci","raw_affiliation_strings":["GEO-k s.r.l.,Rome,Italy","GEO-k s.r.l., Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GEO-k s.r.l.,Rome,Italy","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"GEO-k s.r.l., Rome, Italy","institution_ids":["https://openalex.org/I4210119941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024242637","display_name":"Fabio Del Frate","orcid":"https://orcid.org/0000-0002-1655-0643"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"F. Del Frate","raw_affiliation_strings":["Tor Vergata University,Civil Engineering and Computer Science Engineering Department,Rome,Italy","Civil Engineering and Computer Science Engineering Department, Tor Vergata University, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University,Civil Engineering and Computer Science Engineering Department,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Civil Engineering and Computer Science Engineering Department, Tor Vergata University, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"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":0.46659483,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"127","issue":null,"first_page":"7157","last_page":"7160"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9954000115394592,"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":0.9954000115394592,"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/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9905999898910522,"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/T10029","display_name":"Climate variability and models","score":0.986299991607666,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/volcanic-ash","display_name":"Volcanic ash","score":0.7427693605422974},{"id":"https://openalex.org/keywords/radiative-transfer","display_name":"Radiative transfer","score":0.7014718651771545},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6654113531112671},{"id":"https://openalex.org/keywords/copernicus","display_name":"Copernicus","score":0.6520172357559204},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5858443379402161},{"id":"https://openalex.org/keywords/radiometer","display_name":"Radiometer","score":0.576468825340271},{"id":"https://openalex.org/keywords/volcano","display_name":"Volcano","score":0.5554130673408508},{"id":"https://openalex.org/keywords/atmospheric-radiative-transfer-codes","display_name":"Atmospheric radiative transfer codes","score":0.5348753929138184},{"id":"https://openalex.org/keywords/correlation-coefficient","display_name":"Correlation coefficient","score":0.4908166825771332},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.48059627413749695},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4711053967475891},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41472384333610535},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.4099726378917694},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22174936532974243},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.1094484031200409},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10230997204780579},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08395472168922424}],"concepts":[{"id":"https://openalex.org/C64551749","wikidata":"https://www.wikidata.org/wiki/Q107099","display_name":"Volcanic ash","level":3,"score":0.7427693605422974},{"id":"https://openalex.org/C74902906","wikidata":"https://www.wikidata.org/wiki/Q1190858","display_name":"Radiative transfer","level":2,"score":0.7014718651771545},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6654113531112671},{"id":"https://openalex.org/C114386696","wikidata":"https://www.wikidata.org/wiki/Q1131154","display_name":"Copernicus","level":2,"score":0.6520172357559204},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5858443379402161},{"id":"https://openalex.org/C120189094","wikidata":"https://www.wikidata.org/wiki/Q850281","display_name":"Radiometer","level":2,"score":0.576468825340271},{"id":"https://openalex.org/C120806208","wikidata":"https://www.wikidata.org/wiki/Q8072","display_name":"Volcano","level":2,"score":0.5554130673408508},{"id":"https://openalex.org/C199390426","wikidata":"https://www.wikidata.org/wiki/Q2353151","display_name":"Atmospheric radiative transfer codes","level":3,"score":0.5348753929138184},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.4908166825771332},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.48059627413749695},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4711053967475891},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41472384333610535},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.4099726378917694},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22174936532974243},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.1094484031200409},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10230997204780579},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08395472168922424},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","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":1,"locations":[{"id":"doi:10.1109/igarss46834.2022.9884690","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss46834.2022.9884690","pdf_url":null,"source":{"id":"https://openalex.org/S4363604196","display_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.8600000143051147}],"awards":[],"funders":[{"id":"https://openalex.org/F4320308980","display_name":"Entomological Society of America","ror":"https://ror.org/03awpb417"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2035499129","https://openalex.org/W2074793966","https://openalex.org/W2154612353","https://openalex.org/W2158670705"],"related_works":["https://openalex.org/W2068642831","https://openalex.org/W2607557786","https://openalex.org/W1573655313","https://openalex.org/W3154994816","https://openalex.org/W782582195","https://openalex.org/W2362116934","https://openalex.org/W3176946367","https://openalex.org/W2380539885","https://openalex.org/W1644650872","https://openalex.org/W2574223922"],"abstract_inverted_index":{"In":[0,35,92],"this":[1,36],"study":[2],"we":[3,38],"present":[4],"a":[5,40],"novel":[6],"approach":[7,113,158],"dedicated":[8],"to":[9],"the":[10,22,32,84,88,106,110,119,122,126,131,137,145,153,156,163,168,173,176],"retrieval":[11],"of":[12,18,31,87,109,121,144,155,162],"volcanic":[13,53],"ash":[14,54,64],"parameters":[15,55],"by":[16,117,129,159],"means":[17],"data":[19],"acquired":[20],"from":[21],"Sea":[23],"and":[24,47,63,136,175],"Land":[25],"Surface":[26],"Temperature":[27],"Radiometer":[28],"on":[29,148],"board":[30],"Copernicus":[33],"Sentinel-3.":[34],"framework,":[37],"developed":[39],"procedure":[41],"combining":[42],"Radiative":[43,67],"Transfer":[44,68],"Model":[45,69],"simulations":[46,70],"Neural":[48,89,103],"Network":[49],"for":[50,74,100],"estimating":[51],"three":[52,169],"such":[56],"as":[57],"aerosol":[58],"optical":[59],"depth,":[60],"effective":[61],"radius":[62],"mass.":[65],"The":[66,112,142],"have":[71,80,97],"been":[72,81,98,115],"considered":[73],"producing":[75],"synthetic":[76],"training":[77,85,101],"sets,":[78],"which":[79],"used":[82],"in":[83],"phase":[86],"Networks":[90,104],"development.":[91],"particular,":[93],"nine":[94],"latitude's":[95],"belts":[96],"identified":[99],"several":[102],"ensuring":[105],"global":[107],"coverage":[108],"method.":[111],"has":[114],"tested":[116],"comparing":[118],"results":[120,143],"trained":[123],"NN":[124],"with":[125],"ones":[127],"obtained":[128],"applied":[130,147],"state-of-art":[132],"Look":[133],"Up":[134],"Table":[135],"Volcanic":[138],"Plume":[139],"Retrieval":[140],"procedures.":[141],"methodologies":[146],"Raikoke,":[149],"2019":[150],"eruption":[151],"demonstrated":[152],"feasibility":[154],"proposed":[157],"registering":[160],"values":[161],"correlation":[164],"coefficient":[165],"between":[166,172],"all":[167],"methods":[170],"ranging":[171],"65%":[174],"94%.":[177]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}