{"id":"https://openalex.org/W4412404216","doi":"https://doi.org/10.1109/tgrs.2025.3588151","title":"MS-LIP: Multiscale Semantic Information Integration With Large Language Models for Marine Prediction","display_name":"MS-LIP: Multiscale Semantic Information Integration With Large Language Models for Marine Prediction","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412404216","doi":"https://doi.org/10.1109/tgrs.2025.3588151"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3588151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3588151","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-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/A5107808065","display_name":"Caichao Lv","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Caichao Lv","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":"https://orcid.org/0009-0008-7923-2213","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103890813","display_name":"Ning Song","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Song","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058652390","display_name":"Jie Nie","orcid":"https://orcid.org/0000-0003-4952-7666"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Nie","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":"https://orcid.org/0000-0003-4952-7666","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073267693","display_name":"Min Ye","orcid":"https://orcid.org/0000-0002-8301-5843"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Ye","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069127252","display_name":"Xinyue Liang","orcid":"https://orcid.org/0000-0003-4406-536X"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyue Liang","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":"https://orcid.org/0000-0003-4406-536X","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiong Liu","orcid":"https://orcid.org/0009-0003-4791-845X"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong Liu","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":"https://orcid.org/0009-0003-4791-845X","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jun Ma","orcid":"https://orcid.org/0009-0007-5822-6191"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Ma","raw_affiliation_strings":["College of Information Science and Engineering, Ocean University of China, Qingdao, China","College of Information Science and Engineering, Ocean University of China, China"],"raw_orcid":"https://orcid.org/0009-0007-5822-6191","affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Information Science and Engineering, Ocean University of China, China","institution_ids":["https://openalex.org/I59028903"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59028903"],"apc_list":null,"apc_paid":null,"fwci":2.1689,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86409664,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9926000237464905,"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"}},"topics":[{"id":"https://openalex.org/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9926000237464905,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10028","display_name":"Topic Modeling","score":0.9632999897003174,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.718084990978241},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5494304895401001},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.45615094900131226},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40633919835090637},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.32993608713150024},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.23882365226745605}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.718084990978241},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5494304895401001},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.45615094900131226},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40633919835090637},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.32993608713150024},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.23882365226745605},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/tgrs.2025.3588151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3588151","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.800000011920929,"display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G4707258129","display_name":null,"funder_award_id":"U23A20320","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7398795814","display_name":null,"funder_award_id":"62422608","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7516058507","display_name":null,"funder_award_id":"ZR2024QF040","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1867429401","https://openalex.org/W1975360915","https://openalex.org/W2014453774","https://openalex.org/W2096943718","https://openalex.org/W2100420917","https://openalex.org/W2339980579","https://openalex.org/W2756373158","https://openalex.org/W2964858211","https://openalex.org/W2967059064","https://openalex.org/W3100761977","https://openalex.org/W3107200375","https://openalex.org/W3160137267","https://openalex.org/W3194371715","https://openalex.org/W3198549210","https://openalex.org/W3214062507","https://openalex.org/W4213272360","https://openalex.org/W4214551560","https://openalex.org/W4225906496","https://openalex.org/W4235579429","https://openalex.org/W4241036653","https://openalex.org/W4251839054","https://openalex.org/W4280602063","https://openalex.org/W4308514091","https://openalex.org/W4318719016","https://openalex.org/W4320855021","https://openalex.org/W4324290989","https://openalex.org/W4382240281","https://openalex.org/W4382983396","https://openalex.org/W4384918959","https://openalex.org/W4387511794","https://openalex.org/W4389664922","https://openalex.org/W4391235332","https://openalex.org/W4391451889","https://openalex.org/W4391673292","https://openalex.org/W4393317397","https://openalex.org/W4399511904","https://openalex.org/W4400030905","https://openalex.org/W4400196767","https://openalex.org/W4400241660","https://openalex.org/W4400735876","https://openalex.org/W4401374222","https://openalex.org/W4402112284","https://openalex.org/W4402117033","https://openalex.org/W4402389487","https://openalex.org/W4403582738","https://openalex.org/W4404254507","https://openalex.org/W4407838869","https://openalex.org/W4409363808","https://openalex.org/W6631190155","https://openalex.org/W6810767514","https://openalex.org/W6849699162","https://openalex.org/W6849836941","https://openalex.org/W6850493425","https://openalex.org/W6854341346","https://openalex.org/W6860990250","https://openalex.org/W6869227218","https://openalex.org/W6875731802"],"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/W2139939267","https://openalex.org/W3204019825","https://openalex.org/W1974511032"],"abstract_inverted_index":{"Marine":[0],"environmental":[1,260],"forecasting":[2],"presents":[3],"a":[4,68],"significant":[5,237],"challenge":[6],"in":[7,21,36,52,57,258],"geoscience":[8],"and":[9,219,227,253],"remote":[10,38,198],"sensing":[11,39,199],"applications,":[12],"particularly":[13],"when":[14],"modeling":[15],"the":[16,47,101,141,243],"complex":[17],"multi-scale":[18,53,81],"dynamics":[19],"evident":[20],"satellite-derived":[22,154,204],"sea":[23],"surface":[24],"temperature":[25,222],"(SST)":[26],"data.":[27],"While":[28],"recent":[29],"deep":[30],"learning":[31],"approaches":[32],"have":[33],"shown":[34],"promise":[35],"processing":[37],"data,":[40,156],"they":[41],"often":[42],"fail":[43],"to":[44,79,112,135,196,246],"effectively":[45],"capture":[46,128],"rich":[48],"semantic":[49,82,116],"information":[50,83],"inherent":[51],"oceanic":[54],"phenomena,":[55],"resulting":[56],"suboptimal":[58],"prediction":[59,211,241],"performance.":[60],"To":[61],"address":[62],"this":[63],"limitation,":[64],"we":[65,139],"propose":[66],"MS-LIP,":[67],"novel":[69],"neural":[70],"network":[71],"framework":[72],"that":[73,163],"leverages":[74],"large":[75],"language":[76],"models":[77],"(LLMs)":[78],"integrate":[80],"from":[84,132,160],"satellite":[85],"data":[86,207,235],"for":[87,153,176,221,236,255],"enhanced":[88],"marine":[89,197,248,259],"element":[90],"prediction,":[91],"with":[92,118,189,213],"primary":[93],"focus":[94],"on":[95,232],"SST":[96,155,210],"forecasting.":[97,261],"Our":[98],"key":[99],"innovation,":[100],"Multi-Scale":[102],"Semantic":[103],"Information":[104],"Extraction":[105],"Module":[106,145],"(MSIE),":[107],"employs":[108],"cross-modal":[109],"attention":[110],"mechanisms":[111],"dynamically":[113],"align":[114],"LLM-derived":[115],"representations":[117],"remotely":[119],"sensed":[120],"spatiotemporal":[121],"features":[122],"at":[123],"multiple":[124],"scales,":[125],"enabling":[126],"comprehensive":[127],"of":[129,191,216],"thermal":[130,161],"patterns":[131,162],"localized":[133],"anomalies":[134],"basin-wide":[136],"circulations.":[137],"Additionally,":[138],"introduce":[140],"Amplitude-Phase":[142],"Decoupling":[143],"Interaction":[144],"(APDI),":[146],"which":[147,183],"performs":[148],"frequency-domain":[149],"analysis":[150],"specifically":[151],"designed":[152],"extracting":[157],"deeper":[158],"insights":[159],"conventional":[164],"methods":[165],"typically":[166],"overlook.":[167],"These":[168],"components":[169],"are":[170],"integrated":[171],"into":[172],"our":[173],"Domain-Specific":[174],"Fine-Tuning":[175],"Pre-trained":[177],"Large":[178],"Language":[179],"Models":[180],"(DFPM)":[181],"framework,":[182],"incorporates":[184],"an":[185],"efficient":[186],"Low-Rank":[187],"Adaptation":[188],"Mixture":[190],"Experts":[192],"(LoRA-MoE)":[193],"strategy":[194],"tailored":[195],"applications.":[200],"Experimental":[201],"validation":[202],"using":[203],"NOAA":[205],"OISST":[206],"demonstrates":[208],"state-of-the-art":[209],"performance,":[212],"error":[214],"reductions":[215],"7.12%,":[217],"5.88%,":[218],"2.40%":[220],"ranges":[223],"around":[224],"15\u00b0C,":[225],"20\u00b0C,":[226],"25\u00b0C,":[228],"respectively.":[229],"Further":[230],"experiments":[231],"ERA5":[233],"reanalysis":[234],"wave":[238],"height":[239],"(SWH)":[240],"demonstrate":[242],"framework\u2019s":[244],"generalizability":[245],"other":[247],"elements,":[249],"highlighting":[250],"its":[251],"versatility":[252],"potential":[254],"broad":[256],"application":[257]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
