{"id":"https://openalex.org/W3040489657","doi":"https://doi.org/10.1145/3429309.3429324","title":"Generative Modeling of Atmospheric Convection","display_name":"Generative Modeling of Atmospheric Convection","publication_year":2020,"publication_date":"2020-09-22","ids":{"openalex":"https://openalex.org/W3040489657","doi":"https://doi.org/10.1145/3429309.3429324","mag":"3040489657"},"language":"en","primary_location":{"id":"doi:10.1145/3429309.3429324","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3429309.3429324","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3429309.3429324","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Conference on Climate Informatics","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3429309.3429324","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068165878","display_name":"Griffin Mooers","orcid":"https://orcid.org/0000-0002-9932-1458"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Griffin Mooers","raw_affiliation_strings":["University of California Irvine, USA","University of California, Irvine **"],"affiliations":[{"raw_affiliation_string":"University of California Irvine, USA","institution_ids":["https://openalex.org/I204250578"]},{"raw_affiliation_string":"University of California, Irvine **","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073010885","display_name":"Jens Tuyls","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jens Tuyls","raw_affiliation_strings":["University of California Irvine, USA"],"affiliations":[{"raw_affiliation_string":"University of California Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036302820","display_name":"Stephan Mandt","orcid":"https://orcid.org/0000-0001-7836-7839"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephan Mandt","raw_affiliation_strings":["University of California Irvine, USA"],"affiliations":[{"raw_affiliation_string":"University of California Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mike Pritchard","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mike Pritchard","raw_affiliation_strings":["University of California Irvine, USA"],"affiliations":[{"raw_affiliation_string":"University of California Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045746109","display_name":"Tom Beucler","orcid":"https://orcid.org/0000-0002-5731-1040"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tom G Beucler","raw_affiliation_strings":["University of California Irvine, USA"],"affiliations":[{"raw_affiliation_string":"University of California Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5068165878"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":0.1173,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.49173138,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"98","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9980000257492065,"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":0.9980000257492065,"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":0.9922999739646912,"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/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9896000027656555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7737218141555786},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6236347556114197},{"id":"https://openalex.org/keywords/storm","display_name":"Storm","score":0.5881027579307556},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5604103207588196},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5544473528862},{"id":"https://openalex.org/keywords/convection","display_name":"Convection","score":0.5260374546051025},{"id":"https://openalex.org/keywords/climate-model","display_name":"Climate model","score":0.4530687630176544},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4152297377586365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3790714740753174},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.345175564289093},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.2589707374572754},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.24575260281562805},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.1727721393108368},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.16338282823562622}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7737218141555786},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6236347556114197},{"id":"https://openalex.org/C105306849","wikidata":"https://www.wikidata.org/wiki/Q81054","display_name":"Storm","level":2,"score":0.5881027579307556},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5604103207588196},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5544473528862},{"id":"https://openalex.org/C10899652","wikidata":"https://www.wikidata.org/wiki/Q160329","display_name":"Convection","level":2,"score":0.5260374546051025},{"id":"https://openalex.org/C168754636","wikidata":"https://www.wikidata.org/wiki/Q620920","display_name":"Climate model","level":3,"score":0.4530687630176544},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4152297377586365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3790714740753174},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.345175564289093},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2589707374572754},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.24575260281562805},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.1727721393108368},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.16338282823562622},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1145/3429309.3429324","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3429309.3429324","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3429309.3429324","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Conference on Climate Informatics","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2007.01444","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2007.01444","pdf_url":"https://arxiv.org/pdf/2007.01444","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:3040489657","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2007.01444.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:ark:/13030/qt5c97f0x5","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt5c97f0x5","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/5c97f0x5","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"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":null,"raw_type":"article"},{"id":"doi:10.48550/arxiv.2007.01444","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2007.01444","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1145/3429309.3429324","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3429309.3429324","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3429309.3429324","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Conference on Climate Informatics","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.8299999833106995}],"awards":[{"id":"https://openalex.org/G1164213175","display_name":null,"funder_award_id":"AGS-1734164","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1440168966","display_name":null,"funder_award_id":"HR001119S0038","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G1842325923","display_name":null,"funder_award_id":"163363","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5612601848","display_name":null,"funder_award_id":"OAC-1835863","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5637916715","display_name":null,"funder_award_id":"OAC-1835769","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6749830795","display_name":"Collaborative Research: HDR Elements: Software for a new machine learning based parameterization of moist convection for improved climate and weather prediction using deep learning","funder_award_id":"1835769","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G697980755","display_name":null,"funder_award_id":"1633631","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7401945140","display_name":"Collaborative Research: Role of Cloud Albedo and Land-Atmosphere Interactions on Continental Tropical Climates","funder_award_id":"1734164","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3040489657.pdf","grobid_xml":"https://content.openalex.org/works/W3040489657.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1959608418","https://openalex.org/W1969004359","https://openalex.org/W1980635879","https://openalex.org/W2007387819","https://openalex.org/W2010498097","https://openalex.org/W2040631493","https://openalex.org/W2061171222","https://openalex.org/W2099471712","https://openalex.org/W2124327792","https://openalex.org/W2132742519","https://openalex.org/W2147708172","https://openalex.org/W2187089797","https://openalex.org/W2294798173","https://openalex.org/W2569139521","https://openalex.org/W2579277680","https://openalex.org/W2753738274","https://openalex.org/W2775182259","https://openalex.org/W2777417212","https://openalex.org/W2794111629","https://openalex.org/W2804943168","https://openalex.org/W2811423591","https://openalex.org/W2884581909","https://openalex.org/W2895514075","https://openalex.org/W2915424717","https://openalex.org/W2946794331","https://openalex.org/W2953116488","https://openalex.org/W2953322221","https://openalex.org/W2963145887","https://openalex.org/W2963223306","https://openalex.org/W2972975930","https://openalex.org/W2974527409","https://openalex.org/W2986766880","https://openalex.org/W3004450693","https://openalex.org/W3007927169","https://openalex.org/W3015022738","https://openalex.org/W3105945687","https://openalex.org/W3141898517"],"related_works":["https://openalex.org/W3007927169","https://openalex.org/W3131193787","https://openalex.org/W2038171222","https://openalex.org/W349343779","https://openalex.org/W2981781812","https://openalex.org/W2189294494","https://openalex.org/W2952808964","https://openalex.org/W75501260","https://openalex.org/W3175558503","https://openalex.org/W2114660177","https://openalex.org/W2327102594","https://openalex.org/W3096723276","https://openalex.org/W1555775302","https://openalex.org/W2406344432","https://openalex.org/W3082016562","https://openalex.org/W2981958395","https://openalex.org/W2142870714","https://openalex.org/W3049729109","https://openalex.org/W3013567355","https://openalex.org/W2169684389"],"abstract_inverted_index":{"While":[0],"cloud-resolving":[1],"models":[2,21],"can":[3],"explicitly":[4],"simulate":[5],"the":[6,30,69,71,75,93],"details":[7,15],"of":[8,24,32,56,78,83,95,102],"small-scale":[9,38],"storm":[10,90],"formation":[11],"and":[12,42,54,87],"morphology,":[13],"these":[14],"are":[16],"often":[17],"ignored":[18],"by":[19,40],"climate":[20,105],"for":[22],"lack":[23],"computational":[25],"resources.":[26],"Here,":[27],"we":[28],"explore":[29],"potential":[31,94],"generative":[33,96],"modeling":[34,97],"to":[35,98],"cheaply":[36],"recreate":[37],"storms":[39],"designing":[41],"implementing":[43],"a":[44],"Variational":[45],"Autoencoder":[46],"(VAE)":[47],"that":[48],"performs":[49,80],"structural":[50],"replication,":[51],"dimensionality":[52],"reduction,":[53],"clustering":[55,82],"high-resolution":[57],"vertical":[58],"velocity":[59],"fields.":[60],"Trained":[61],"on":[62],"\u223c":[63],"6":[64],"\u00b7":[65],"106":[66],"samples":[67],"spanning":[68],"globe,":[70],"VAE":[72],"successfully":[73],"reconstructs":[74],"spatial":[76],"structure":[77],"convection,":[79],"unsupervised":[81],"convective":[84],"organization":[85],"regimes,":[86],"identifies":[88],"anomalous":[89],"activity,":[91],"confirming":[92],"power":[99],"stochastic":[100],"parameterizations":[101],"convection":[103],"in":[104],"models.":[106]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}