{"id":"https://openalex.org/W4403582738","doi":"https://doi.org/10.1145/3627673.3679973","title":"Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models","display_name":"Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403582738","doi":"https://doi.org/10.1145/3627673.3679973"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679973","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679973","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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/A5102905093","display_name":"Zhe Li","orcid":"https://orcid.org/0009-0008-4370-6616"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhe Li","raw_affiliation_strings":["School of Data Science and Engineering, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102023509","display_name":"Ronghui Xu","orcid":"https://orcid.org/0000-0001-5933-4353"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ronghui Xu","raw_affiliation_strings":["School of Data Science and Engineering, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020559625","display_name":"Jilin Hu","orcid":"https://orcid.org/0000-0002-7739-7769"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jilin Hu","raw_affiliation_strings":["School of Data Science and Engineering, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086256834","display_name":"Zhong Peng","orcid":"https://orcid.org/0000-0003-2033-9258"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong Peng","raw_affiliation_strings":["The State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110503153","display_name":"Xinlin L\u00fc","orcid":"https://orcid.org/0009-0003-7220-4627"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Lu","raw_affiliation_strings":["The State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084021933","display_name":"Chenjuan Guo","orcid":"https://orcid.org/0000-0002-4516-4637"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenjuan Guo","raw_affiliation_strings":["School of Data Science and Engineering, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072309548","display_name":"Bin Yang","orcid":"https://orcid.org/0000-0002-1658-1079"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Yang","raw_affiliation_strings":["School of Data Science and Engineering, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5102905093"],"corresponding_institution_ids":["https://openalex.org/I66867065"],"apc_list":null,"apc_paid":null,"fwci":2.1582,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.87066696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3892","last_page":"3896"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9945999979972839,"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/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9945999979972839,"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/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.9944999814033508,"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"}},{"id":"https://openalex.org/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9890999794006348,"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/estimation","display_name":"Estimation","score":0.6157832741737366},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5625907182693481},{"id":"https://openalex.org/keywords/significant-wave-height","display_name":"Significant wave height","score":0.5282173156738281},{"id":"https://openalex.org/keywords/wind-wave","display_name":"Wind wave","score":0.5099159479141235},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.44386714696884155},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.38686683773994446},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.16304054856300354},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07425272464752197}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.6157832741737366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5625907182693481},{"id":"https://openalex.org/C85910571","wikidata":"https://www.wikidata.org/wiki/Q2674049","display_name":"Significant wave height","level":3,"score":0.5282173156738281},{"id":"https://openalex.org/C165082838","wikidata":"https://www.wikidata.org/wiki/Q165848","display_name":"Wind wave","level":2,"score":0.5099159479141235},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.44386714696884155},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.38686683773994446},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.16304054856300354},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07425272464752197},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3627673.3679973","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679973","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life below water","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1489843519","https://openalex.org/W2340222647","https://openalex.org/W2526529994","https://openalex.org/W2616881109","https://openalex.org/W2909184534","https://openalex.org/W3037671731","https://openalex.org/W3137133455","https://openalex.org/W3200109667","https://openalex.org/W3217545443","https://openalex.org/W4289533840","https://openalex.org/W4289866548","https://openalex.org/W4312764404","https://openalex.org/W4313291230","https://openalex.org/W4380433143","https://openalex.org/W4381328595","https://openalex.org/W4386187806","https://openalex.org/W4386265681","https://openalex.org/W4391766320","https://openalex.org/W4400910490","https://openalex.org/W4401353384","https://openalex.org/W6948221994"],"related_works":["https://openalex.org/W2761991797","https://openalex.org/W4377090538","https://openalex.org/W590189493","https://openalex.org/W69348564","https://openalex.org/W3036209087","https://openalex.org/W1593214547","https://openalex.org/W4322209852","https://openalex.org/W2596967313","https://openalex.org/W2153288964","https://openalex.org/W2767085739"],"abstract_inverted_index":{"Significant":[0],"wave":[1,147],"height":[2,148],"(SWH)":[3],"is":[4,15],"a":[5,112],"vital":[6],"metric":[7],"in":[8,166],"marine":[9,21],"science,":[10],"and":[11,42,62,72,131],"accurate":[12],"SWH":[13,33,95,167],"estimation":[14,34,96],"crucial":[16],"for":[17,28],"various":[18],"applications,":[19],"e.g.,":[20],"energy":[22],"development,":[23],"fishery,":[24],"early":[25],"warning":[26],"systems":[27],"potential":[29,82],"risks,":[30],"etc.":[31],"Traditional":[32],"methods":[35],"that":[36,161],"are":[37,45],"based":[38],"on":[39,137,155],"numerical":[40],"models":[41],"physical":[43],"theories":[44],"hindered":[46],"by":[47],"computational":[48,64],"inefficiencies.":[49],"Recently,":[50],"machine":[51,84],"learning":[52,85],"has":[53],"emerged":[54],"as":[55],"an":[56,93],"appealing":[57],"alternative":[58],"to":[59,68,144],"improve":[60],"accuracy":[61],"reduce":[63],"time.":[65],"However,":[66],"due":[67],"limited":[69,104,121,151],"observational":[70,123],"technology":[71],"high":[73],"costs,":[74],"the":[75,81,103,120,127,138,156],"scarcity":[76],"of":[77,83,108,142,158],"real-world":[78],"data":[79,124],"restricts":[80],"models.":[86],"To":[87],"overcome":[88],"these":[89],"limitations,":[90],"we":[91],"propose":[92],"ocean":[94],"framework,":[97],"namely":[98],"Orca.":[99],"Specifically,":[100],"Orca":[101,135,162],"enhances":[102],"spatio-temporal":[105],"reasoning":[106],"abilities":[107],"classic":[109],"LLMs":[110,143],"with":[111,150],"novel":[113],"spatiotemporal":[114],"aware":[115],"encoding":[116,126],"module.":[117],"By":[118],"segmenting":[119],"buoy":[122],"temporally,":[125],"buoys'":[128],"locations":[129],"spatially,":[130],"designing":[132],"prompt":[133],"templates,":[134],"capitalizes":[136],"robust":[139],"generalization":[140],"ability":[141],"estimate":[145],"significant":[146],"effectively":[149],"data.":[152],"Experimental":[153],"results":[154],"Gulf":[157],"Mexico":[159],"demonstrate":[160],"achieves":[163],"state-of-the-art":[164],"performance":[165],"estimation.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
