{"id":"https://openalex.org/W4281254196","doi":"https://doi.org/10.1093/jcde/qwac048","title":"Wave data prediction with optimized machine learning and deep learning techniques","display_name":"Wave data prediction with optimized machine learning and deep learning techniques","publication_year":2022,"publication_date":"2022-05-20","ids":{"openalex":"https://openalex.org/W4281254196","doi":"https://doi.org/10.1093/jcde/qwac048"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwac048","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac048","pdf_url":"https://academic.oup.com/jcde/article-pdf/9/3/1107/44152176/qwac048.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/article-pdf/9/3/1107/44152176/qwac048.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071860073","display_name":"Vamshikrishna Domala","orcid":"https://orcid.org/0000-0002-9471-0016"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Vamshikrishna Domala","raw_affiliation_strings":["Department of Naval Architecture and Ocean Engineering, Research Institute of Marine Systems Engineering, Seoul National University , Seoul 08826, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Naval Architecture and Ocean Engineering, Research Institute of Marine Systems Engineering, Seoul National University , Seoul 08826, Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100627003","display_name":"Wonhee Lee","orcid":"https://orcid.org/0000-0002-1063-3800"},"institutions":[{"id":"https://openalex.org/I4399657955","display_name":"Korea Research Institute of Ships and Ocean Engineering","ror":"https://ror.org/0046ap498","country_code":null,"type":"funder","lineage":["https://openalex.org/I4399657955"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Wonhee Lee","raw_affiliation_strings":["Maritime Safety and Environement Research Division, Korea Research Institute of Ships and Ocean Engineering , Daejeon 34103, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maritime Safety and Environement Research Division, Korea Research Institute of Ships and Ocean Engineering , Daejeon 34103, Republic of Korea","institution_ids":["https://openalex.org/I4399657955"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100329532","display_name":"Tae\u2010Wan Kim","orcid":"https://orcid.org/0000-0002-3385-4657"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Tae-wan Kim","raw_affiliation_strings":["Department of Naval Architecture and Ocean Engineering, Research Institute of Marine Systems Engineering, Seoul National University , Seoul 08826, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-3385-4657","affiliations":[{"raw_affiliation_string":"Department of Naval Architecture and Ocean Engineering, Research Institute of Marine Systems Engineering, Seoul National University , Seoul 08826, Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100329532"],"corresponding_institution_ids":["https://openalex.org/I139264467"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":3.6336,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.93849443,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"9","issue":"3","first_page":"1107","last_page":"1122"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11604","display_name":"Ship Hydrodynamics and Maneuverability","score":0.9973999857902527,"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"}},"topics":[{"id":"https://openalex.org/T11604","display_name":"Ship Hydrodynamics and Maneuverability","score":0.9973999857902527,"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"}},{"id":"https://openalex.org/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.9966999888420105,"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":0.9882000088691711,"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/machine-learning","display_name":"Machine learning","score":0.5865147709846497},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5447108149528503},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.530964732170105},{"id":"https://openalex.org/keywords/submarine-pipeline","display_name":"Submarine pipeline","score":0.5033809542655945},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4550841450691223},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3581838011741638},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.303101122379303},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12588858604431152}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5865147709846497},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5447108149528503},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.530964732170105},{"id":"https://openalex.org/C162284963","wikidata":"https://www.wikidata.org/wiki/Q17106102","display_name":"Submarine pipeline","level":2,"score":0.5033809542655945},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4550841450691223},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3581838011741638},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.303101122379303},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12588858604431152},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/jcde/qwac048","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac048","pdf_url":"https://academic.oup.com/jcde/article-pdf/9/3/1107/44152176/qwac048.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwac048","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac048","pdf_url":"https://academic.oup.com/jcde/article-pdf/9/3/1107/44152176/qwac048.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life below water","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/14"}],"awards":[{"id":"https://openalex.org/G6952913550","display_name":null,"funder_award_id":"2019H1D3A1A011022893","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8501051832","display_name":null,"funder_award_id":"20200615","funder_id":"https://openalex.org/F4320322011","funder_display_name":"Ministry of Oceans and Fisheries"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322011","display_name":"Ministry of Oceans and Fisheries","ror":"https://ror.org/00c5s4a53"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320332181","display_name":"National Oceanic and Atmospheric Administration","ror":"https://ror.org/02z5nhe81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281254196.pdf","grobid_xml":"https://content.openalex.org/works/W4281254196.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1518155550","https://openalex.org/W1678356000","https://openalex.org/W2295598076","https://openalex.org/W2469143337","https://openalex.org/W2607470162","https://openalex.org/W2619995677","https://openalex.org/W2746548997","https://openalex.org/W2797631569","https://openalex.org/W3011581520","https://openalex.org/W3016781963","https://openalex.org/W3084206917","https://openalex.org/W3106815347","https://openalex.org/W3118568002","https://openalex.org/W3133841051","https://openalex.org/W3162470568","https://openalex.org/W3181769911","https://openalex.org/W3185222770","https://openalex.org/W3196384719","https://openalex.org/W3197250851","https://openalex.org/W3198955447","https://openalex.org/W3205124380","https://openalex.org/W3208543763","https://openalex.org/W3209322626","https://openalex.org/W4211255018","https://openalex.org/W4212883601","https://openalex.org/W6742924651","https://openalex.org/W6800985075"],"related_works":["https://openalex.org/W2602382373","https://openalex.org/W3003615511","https://openalex.org/W4285827128","https://openalex.org/W3198113463","https://openalex.org/W2961085424","https://openalex.org/W2787698406","https://openalex.org/W2963844355","https://openalex.org/W4306674287","https://openalex.org/W4361251046","https://openalex.org/W98577079"],"abstract_inverted_index":{"Abstract":[0],"Maritime":[1],"Autonomous":[2],"Surface":[3],"Ships":[4],"are":[5,23,146,171,221],"in":[6,16,88,95],"the":[7,17,28,34,39,43,46,65,77,82,99,130,165,185,195,208,217,225],"development":[8],"stage":[9],"and":[10,25,51,73,90,125,135,155,175,178,219],"they":[11],"play":[12],"an":[13,58],"important":[14],"role":[15],"upcoming":[18],"future.":[19],"Present":[20],"generation":[21],"ships":[22],"semi-autonomous":[24],"controlled":[26],"by":[27,118],"ship":[29,35,44,60,119],"crew.":[30],"The":[31,101,142,168,188],"performance":[32],"of":[33,48],"is":[36,61,116,191,204,213],"predicted":[37,94],"using":[38],"data":[40,140,145,166,170,177],"collected":[41,117,147,169],"from":[42,148],"with":[45,69,215],"help":[47],"machine":[49,132,161,180],"learning":[50,53,133,162,181],"deep":[52],"methods.":[54],"Path":[55],"planning":[56],"for":[57,63,138],"autonomous":[59],"necessary":[62],"estimating":[64],"best":[66,196,209,226],"possible":[67],"route":[68],"minimum":[70],"travel":[71],"time":[72],"it":[74,91],"depends":[75],"on":[76,164,200],"weather.":[78],"However,":[79],"even":[80],"during":[81],"navigation,":[83],"there":[84],"will":[85],"be":[86,93],"changes":[87],"weather":[89,102,122],"should":[92],"order":[96],"to":[97,183,193,206,223],"reroute":[98],"ship.":[100],"information":[103],"such":[104],"as":[105],"wave":[106,108,139],"height,":[107],"period,":[109],"seawater":[110],"temperature,":[111],"humidity,":[112],"atmospheric":[113],"pressure,":[114],"etc.,":[115],"external":[120],"sensors,":[121],"stations,":[123],"buoys,":[124],"satellites.":[126],"This":[127],"paper":[128],"investigates":[129],"ensemble":[131,160],"approaches":[134],"seasonality":[136],"approach":[137],"prediction.":[141],"historical":[143],"meteorological":[144],"six":[149],"stations":[150],"near":[151],"Puerto":[152],"Rico":[153],"offshore":[154],"Hawaii":[156],"offshore.":[157],"We":[158],"explore":[159],"techniques":[163],"collected.":[167],"divided":[172],"into":[173],"training":[174],"testing":[176],"apply":[179],"models":[182],"predict":[184],"test":[186],"data.":[187],"hyperparameter":[189],"optimization":[190],"performed":[192,214],"find":[194,207,224],"parameters":[197],"before":[198],"fitting":[199],"train":[201],"data,":[202],"this":[203],"essential":[205],"results.":[210],"Multivariate":[211],"analysis":[212],"all":[216],"methods":[218],"errors":[220],"computed":[222],"models.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
