{"id":"https://openalex.org/W2782659521","doi":"https://doi.org/10.1109/bigdata.2017.8258457","title":"Ocean surface current prediction based on HF radar observations using trajectory-oriented association rule mining","display_name":"Ocean surface current prediction based on HF radar observations using trajectory-oriented association rule mining","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W2782659521","doi":"https://doi.org/10.1109/bigdata.2017.8258457","mag":"2782659521"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2017.8258457","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2017.8258457","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Big Data (Big Data)","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/A5065823780","display_name":"Kulsawasd Jitkajornwanich","orcid":"https://orcid.org/0000-0002-6926-7577"},"institutions":[{"id":"https://openalex.org/I91538806","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62","country_code":"TH","type":"education","lineage":["https://openalex.org/I91538806"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Kulsawasd Jitkajornwanich","raw_affiliation_strings":["Dept. of Computer Science, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079543723","display_name":"Peerapon Vateekul","orcid":"https://orcid.org/0000-0001-9718-3592"},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Peerapon Vateekul","raw_affiliation_strings":["Dept. of Computer Engineering, Chulalongkorn University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Engineering, Chulalongkorn University, Bangkok, Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082320639","display_name":"U. C. Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Upa Gupta","raw_affiliation_strings":["Chulalongkorn University Big Data Analytics & IoT Center (CUBIC), Dept. of Computer Engineering Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand"],"affiliations":[{"raw_affiliation_string":"Chulalongkorn University Big Data Analytics & IoT Center (CUBIC), Dept. of Computer Engineering Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026821283","display_name":"Teeranai Kormongkolkul","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Teeranai Kormongkolkul","raw_affiliation_strings":["Dept. of Computer Engineering, Chulalongkorn University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Engineering, Chulalongkorn University, Bangkok, Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071493035","display_name":"Arnon Jirakittayakorn","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Arnon Jirakittayakorn","raw_affiliation_strings":["Dept. of Computer Engineering, Chulalongkorn University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Engineering, Chulalongkorn University, Bangkok, Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000205696","display_name":"Siam Lawawirojwong","orcid":"https://orcid.org/0000-0002-7414-0036"},"institutions":[{"id":"https://openalex.org/I1332092204","display_name":"National Science and Technology Development Agency","ror":"https://ror.org/04vy95b61","country_code":"TH","type":"government","lineage":["https://openalex.org/I1332092204"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Siam Lawawirojwong","raw_affiliation_strings":["GISTDA Academy, Geo-Informatics & Space Technology Development Agency (PO), Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"GISTDA Academy, Geo-Informatics & Space Technology Development Agency (PO), Bangkok, Thailand","institution_ids":["https://openalex.org/I1332092204"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082941061","display_name":"Siwapon Srisonphan","orcid":"https://orcid.org/0000-0001-5221-3831"},"institutions":[{"id":"https://openalex.org/I198105771","display_name":"Kasetsart University","ror":"https://ror.org/05gzceg21","country_code":"TH","type":"education","lineage":["https://openalex.org/I198105771"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Siwapon Srisonphan","raw_affiliation_strings":["Dept. of Electrical Engineering, Kasetsart University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Dept. of Electrical Engineering, Kasetsart University, Bangkok, Thailand","institution_ids":["https://openalex.org/I198105771"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5065823780"],"corresponding_institution_ids":["https://openalex.org/I91538806"],"apc_list":null,"apc_paid":null,"fwci":0.1849,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.49610157,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":null,"first_page":"4293","last_page":"4300"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9667999744415283,"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/T11622","display_name":"Maritime Navigation and Safety","score":0.9398999810218811,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/trajectory","display_name":"Trajectory","score":0.7797450423240662},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.6442403793334961},{"id":"https://openalex.org/keywords/current","display_name":"Current (fluid)","score":0.6414006352424622},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.5522871613502502},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4944281578063965},{"id":"https://openalex.org/keywords/radar-imaging","display_name":"Radar imaging","score":0.42549288272857666},{"id":"https://openalex.org/keywords/sea-surface-temperature","display_name":"Sea surface temperature","score":0.4229915142059326},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.42088550329208374},{"id":"https://openalex.org/keywords/radar-cross-section","display_name":"Radar cross-section","score":0.41887587308883667},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3774268329143524},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3655168414115906},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.13549169898033142},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10574504733085632},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08707115054130554}],"concepts":[{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.7797450423240662},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.6442403793334961},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.6414006352424622},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.5522871613502502},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4944281578063965},{"id":"https://openalex.org/C10929652","wikidata":"https://www.wikidata.org/wiki/Q7279985","display_name":"Radar imaging","level":3,"score":0.42549288272857666},{"id":"https://openalex.org/C134097258","wikidata":"https://www.wikidata.org/wiki/Q1507383","display_name":"Sea surface temperature","level":2,"score":0.4229915142059326},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.42088550329208374},{"id":"https://openalex.org/C101457746","wikidata":"https://www.wikidata.org/wiki/Q560430","display_name":"Radar cross-section","level":3,"score":0.41887587308883667},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3774268329143524},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3655168414115906},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.13549169898033142},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10574504733085632},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08707115054130554},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2017.8258457","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2017.8258457","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W337343926","https://openalex.org/W1524104700","https://openalex.org/W1559065145","https://openalex.org/W2004818859","https://openalex.org/W2012580531","https://openalex.org/W2016150148","https://openalex.org/W2033440373","https://openalex.org/W2062231365","https://openalex.org/W2093038664","https://openalex.org/W2099594331","https://openalex.org/W2112128729","https://openalex.org/W2115639613","https://openalex.org/W2117742206","https://openalex.org/W2141323005","https://openalex.org/W2164466012","https://openalex.org/W2168694032","https://openalex.org/W6676770959"],"related_works":["https://openalex.org/W2347219288","https://openalex.org/W2348097614","https://openalex.org/W2091422131","https://openalex.org/W1537845529","https://openalex.org/W2006246348","https://openalex.org/W3149424243","https://openalex.org/W2051339147","https://openalex.org/W2357870142","https://openalex.org/W2116555895","https://openalex.org/W2593629062"],"abstract_inverted_index":{"HF":[0,29,54,86,123,143,185],"(high":[1],"frequency)":[2],"coastal":[3,30,124],"radar":[4,31,125,144,186],"system":[5,100],"is":[6],"used":[7],"to":[8,42,58],"capture":[9],"the":[10,23,26,36,79,139,212],"surface":[11,169],"current":[12,118,170,196],"behavior":[13],"-":[14,21],"in":[15,22,40,90,108],"terms":[16],"of":[17,38,142,165,211],"velocity":[18,198],"and":[19,68,73,101,151,173,199,216,222],"direction":[20,200],"ocean":[24,168],"near":[25],"coast.":[27],"18":[28],"stations":[32],"were":[33],"implemented":[34],"along":[35],"Gulf":[37],"Thailand":[39],"order":[41],"monitor":[43],"for":[44,116],"disasters":[45],"(e.g.,":[46],"Tsunami)":[47],"as":[48,50,64],"well":[49],"relevant":[51],"risks.":[52],"The":[53,96,149,178,193],"systems":[55,145],"are":[56,154,180,201],"also":[57],"serve":[59],"other":[60],"life-critical":[61],"applications,":[62],"such":[63],"water":[65],"quality":[66],"control":[67],"monitoring,":[69],"chemical":[70],"spill":[71,104],"backtracking,":[72],"marine":[74],"navigation.":[75],"However,":[76],"not":[77],"all":[78],"applications":[80,89],"can":[81,146],"benefit":[82],"from":[83],"this":[84,109],"near-real-time":[85],"data;":[87],"some":[88],"different":[91],"domains":[92],"require":[93],"forecast":[94,195],"values.":[95],"examples":[97],"include":[98],"search-and-rescue":[99],"hazardous":[102],"materials":[103],"trajectory":[105],"prediction.":[106],"Therefore,":[107],"paper,":[110],"we":[111],"propose":[112],"a":[113,183],"predictive":[114,161],"model":[115],"future":[117],"data":[119,126],"based":[120,218],"on":[121,182,219],"historical":[122],"sets,":[127],"utilizing":[128],"association":[129,175],"rule":[130,176],"mining":[131],"combined":[132],"with":[133,204],"an":[134],"object":[135],"dispersion":[136],"concept.":[137],"So,":[138],"full":[140],"potential":[141],"be":[147],"exploited.":[148],"spatial":[150],"temporal":[152],"dimensions":[153],"taken":[155],"into":[156],"account":[157],"when":[158],"designing":[159],"our":[160],"system,":[162],"which":[163],"consists":[164],"two":[166],"phases:":[167],"track":[171],"formulation":[172],"spatio-temporal":[174],"mining.":[177],"experiments":[179],"performed":[181],"two-year":[184],"dataset":[187],"(2014-2015)":[188],"using":[189],"Google":[190],"Cloud":[191],"Platform.":[192],"resulting":[194],"values:":[197],"then":[202],"compared":[203],"testing":[205],"datasets":[206],"(using":[207],"10-fold":[208],"cross":[209],"validation)":[210],"actual":[213],"recorded":[214],"values":[215],"evaluated":[217],"percentage":[220],"accuracy":[221],"RMSE,":[223],"respectively.":[224]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
