{"id":"https://openalex.org/W4409348530","doi":"https://doi.org/10.1609/aaai.v39i27.35051","title":"ml4xcube: Machine Learning Toolkits for Earth System Data Cubes","display_name":"ml4xcube: Machine Learning Toolkits for Earth System Data Cubes","publication_year":2025,"publication_date":"2025-04-11","ids":{"openalex":"https://openalex.org/W4409348530","doi":"https://doi.org/10.1609/aaai.v39i27.35051"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v39i27.35051","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v39i27.35051","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/35051/37206","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.aaai.org/index.php/AAAI/article/download/35051/37206","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042979929","display_name":"Julia Peters","orcid":"https://orcid.org/0009-0003-6745-658X"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julia Peters","raw_affiliation_strings":["Leipzig University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055998791","display_name":"Anja Neumann","orcid":"https://orcid.org/0009-0009-8959-2746"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anja Neumann","raw_affiliation_strings":["Leipzig University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109797811","display_name":"M. Jaeger","orcid":null},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marco Jaeger","raw_affiliation_strings":["Leipzig University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008775203","display_name":"Lukas Gienapp","orcid":"https://orcid.org/0000-0001-5707-3751"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas Gienapp","raw_affiliation_strings":["Leipzig University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021279162","display_name":"Josefine Umlauft","orcid":"https://orcid.org/0000-0002-6108-432X"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Josefine Umlauft","raw_affiliation_strings":["Leipzig University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University","institution_ids":["https://openalex.org/I926574661"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I926574661"],"apc_list":null,"apc_paid":null,"fwci":1.1592,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74033149,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"39","issue":"27","first_page":"28302","last_page":"28311"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9545999765396118,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9545999765396118,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.913100004196167,"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/computer-science","display_name":"Computer science","score":0.6115387678146362},{"id":"https://openalex.org/keywords/astrobiology","display_name":"Astrobiology","score":0.3573272228240967},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34641605615615845},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.05680108070373535}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6115387678146362},{"id":"https://openalex.org/C87355193","wikidata":"https://www.wikidata.org/wiki/Q411","display_name":"Astrobiology","level":1,"score":0.3573272228240967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34641605615615845},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05680108070373535}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1609/aaai.v39i27.35051","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v39i27.35051","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/35051/37206","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:ojs.aaai.org:article/35051","is_oa":false,"landing_page_url":"https://ojs.aaai.org/index.php/AAAI/article/view/35051","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2159-5399","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1609/aaai.v39i27.35051","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v39i27.35051","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/35051/37206","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320318240","display_name":"European Space Agency","ror":"https://ror.org/03wd9za21"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409348530.pdf","grobid_xml":"https://content.openalex.org/works/W4409348530.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2952265190"],"abstract_inverted_index":{"Rapidly":[0],"changing":[1],"climate":[2],"conditions":[3],"and":[4,17,26,55,85,114,119,168,175,198,211],"the":[5,78,133,140,161,192],"increase":[6],"in":[7,40,105],"extreme":[8],"events":[9],"are":[10,63],"posing":[11],"severe":[12],"challenges":[13,130],"to":[14,68,77,100,145,155,170,190],"human":[15],"life":[16],"infrastructure,":[18],"requiring":[19],"sophisticated":[20],"analytical":[21],"capabilities":[22,204,212],"for":[23,90,111,179,213],"hazard":[24],"prediction":[25,115],"disaster":[27],"risk":[28],"management.":[29],"Earth":[30,41],"System":[31,42],"Data":[32],"Cubes":[33],"(ESDCs)":[34],"have":[35],"become":[36],"an":[37,95],"essential":[38],"tool":[39],"Sciences":[43],"(ESS)":[44],"by":[45],"organizing":[46],"large-scale,":[47],"multivariate":[48],"environmental":[49,117,152],"datasets":[50,186],"into":[51],"a":[52,122],"structured,":[53],"scalable":[54],"analysis-ready":[56],"format.":[57],"However,":[58],"modern":[59],"machine":[60,215],"learning":[61,216],"techniques":[62,108],"not":[64],"yet":[65],"being":[66],"utilized":[67],"their":[69],"full":[70],"potential":[71,210],"on":[72,109],"ESDCs.":[73],"This":[74],"is":[75],"due":[76,144],"lack":[79],"of":[80,88,116,125,135,151],"proper":[81],"tooling,":[82],"domain-specific":[83],"challenges,":[84],"high":[86],"barriers":[87],"entry":[89],"practitioners.":[91],"We":[92,201],"introduce":[93],"ml4xcube,":[94],"open-source":[96],"Python":[97],"framework":[98],"designed":[99],"assist":[101],"ESS":[102,136],"domain":[103],"experts":[104],"applying":[106],"ML":[107],"ESDCs":[110],"advanced":[112],"analysis":[113,163],"variables":[118],"impacts.":[120],"Through":[121],"comprehensive":[123],"suite":[124],"tools,":[126],"it":[127,159,182,194],"addresses":[128],"specific":[129],"associated":[131],"with":[132,217],"nature":[134],"data,":[137],"such":[138],"as":[139],"non-uniform":[141],"data":[142,166],"distribution":[143],"dynamic":[146],"gaps,":[147],"or":[148],"spatio-temporal":[149],"autocorrelation":[150],"variables.":[153],"Due":[154],"its":[156,209],"modular":[157],"architecture,":[158],"covers":[160],"complete":[162],"process,":[164],"from":[165],"exploration,":[167],"preparation,":[169],"model":[171],"development,":[172],"result":[173],"interpretation":[174],"evaluation.":[176],"With":[177],"support":[178],"distributed":[180],"computing,":[181],"handles":[183],"large":[184],"ESDC":[185,218],"efficiently.":[187],"In":[188],"order":[189],"ease":[191],"adoption":[193],"includes":[195],"extensive":[196],"documentation":[197],"tutorial":[199],"notebooks.":[200],"demonstrate":[202],"ml4xcube's":[203],"through":[205],"three":[206],"examples,":[207],"showcasing":[208],"integrating":[214],"data.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}