{"id":"https://openalex.org/W4396707838","doi":"https://doi.org/10.3233/jifs-234552","title":"Machine learning-based model for predicting arrival time of container ships","display_name":"Machine learning-based model for predicting arrival time of container ships","publication_year":2024,"publication_date":"2024-05-07","ids":{"openalex":"https://openalex.org/W4396707838","doi":"https://doi.org/10.3233/jifs-234552"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-234552","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-234552","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","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/A5014141899","display_name":"M\u1ea1nh H\u00f9ng Nguy\u1ec5n","orcid":"https://orcid.org/0000-0002-6189-5843"},"institutions":[{"id":"https://openalex.org/I4210138918","display_name":"University Of Transport Technology","ror":"https://ror.org/04dp8y877","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210138918"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Manh Hung Nguyen","raw_affiliation_strings":["University of Transport Technology, Thanh Xuan, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Transport Technology, Thanh Xuan, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210138918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109755806","display_name":"Hong Van Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138918","display_name":"University Of Transport Technology","ror":"https://ror.org/04dp8y877","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210138918"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hong Van Nguyen","raw_affiliation_strings":["University of Transport Technology, Thanh Xuan, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Transport Technology, Thanh Xuan, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210138918"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059172603","display_name":"Van Quan Tran","orcid":"https://orcid.org/0000-0002-4157-7717"},"institutions":[{"id":"https://openalex.org/I4210138918","display_name":"University Of Transport Technology","ror":"https://ror.org/04dp8y877","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210138918"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Van Quan Tran","raw_affiliation_strings":["University of Transport Technology, Thanh Xuan, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Transport Technology, Thanh Xuan, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210138918"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5059172603"],"corresponding_institution_ids":["https://openalex.org/I4210138918"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07582015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"46","issue":"5-6","first_page":"11293","last_page":"11310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11223","display_name":"Maritime Ports and Logistics","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11223","display_name":"Maritime Ports and Logistics","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11622","display_name":"Maritime Navigation and Safety","score":0.988099992275238,"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/T14180","display_name":"Law, logistics, and international trade","score":0.932200014591217,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.9123311042785645},{"id":"https://openalex.org/keywords/arrival-time","display_name":"Arrival time","score":0.664660632610321},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.545750081539154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32514381408691406},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20862749218940735},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.18589076399803162},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.05484011769294739}],"concepts":[{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.9123311042785645},{"id":"https://openalex.org/C3017552255","wikidata":"https://www.wikidata.org/wiki/Q4135208","display_name":"Arrival time","level":2,"score":0.664660632610321},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.545750081539154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32514381408691406},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20862749218940735},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.18589076399803162},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.05484011769294739}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-234552","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-234552","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W3500608","https://openalex.org/W1983526075","https://openalex.org/W1983628072","https://openalex.org/W2015207851","https://openalex.org/W2074230221","https://openalex.org/W2084192223","https://openalex.org/W2090224109","https://openalex.org/W2158725439","https://openalex.org/W2790204230","https://openalex.org/W2903900204","https://openalex.org/W2913380132","https://openalex.org/W2958755640","https://openalex.org/W2986080583","https://openalex.org/W3047522738","https://openalex.org/W3099008493","https://openalex.org/W3129219683","https://openalex.org/W3148991373","https://openalex.org/W3163491700","https://openalex.org/W3189537498","https://openalex.org/W3194802052","https://openalex.org/W4206543810","https://openalex.org/W4220695502","https://openalex.org/W4233661119","https://openalex.org/W4249050347","https://openalex.org/W4281296365","https://openalex.org/W4281671979","https://openalex.org/W4289545257","https://openalex.org/W4296888596","https://openalex.org/W4302773980","https://openalex.org/W4306783239","https://openalex.org/W4308932126","https://openalex.org/W4310704642","https://openalex.org/W4311720345","https://openalex.org/W4318240348","https://openalex.org/W4321446017","https://openalex.org/W4380991930","https://openalex.org/W4381334231","https://openalex.org/W4385437029","https://openalex.org/W4385663516"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2367301169","https://openalex.org/W2974221847","https://openalex.org/W2352134912","https://openalex.org/W2001079144","https://openalex.org/W2390279801","https://openalex.org/W4393477817","https://openalex.org/W1984174439","https://openalex.org/W4312198757"],"abstract_inverted_index":{"Forecasting":[0],"container":[1,86,122,206],"ship":[2],"arrival":[3,83,119,203],"times":[4],"is":[5,145],"challenging,":[6],"requiring":[7],"a":[8,27,146,193],"thorough":[9],"analysis":[10],"for":[11,80,140,200],"accuracy.":[12],"This":[13,144],"study":[14],"investigates":[15],"the":[16,70,82,118,141,155,162,190,202],"effectiveness":[17],"of":[18,29,69,77,85,121,164,180,184,187,192,205],"machine":[19,194],"learning":[20,195],"(ML)":[21],"techniques":[22],"in":[23,91,116],"maritime":[24],"transportation.":[25],"Using":[26],"dataset":[28],"581":[30],"samples":[31],"with":[32,124],"8":[33],"input":[34,51,169],"variables":[35,52],"and":[36,62,72,136,166,177,189],"1":[37],"output":[38],"variable":[39],"(arrival":[40],"time),":[41],"ML":[42,78,110],"models":[43],"are":[44],"constructed.":[45],"The":[46,75,108],"Pearson":[47],"correlation":[48],"matrix":[49],"reduces":[50],"to":[53,153],"7":[54],"key":[55],"factors:":[56],"freight":[57,173],"forwarder,":[58,174],"dispatch":[59,67,73,175],"location,":[60,66],"loading":[61],"discharge":[63],"ports,":[64],"post-discharge":[65],"day":[68],"week,":[71],"week.":[74],"ranking":[76],"performance":[79],"predicting":[81,117,201],"time":[84,120,157,176,204],"ships":[87],"can":[88],"be":[89,154],"arranged":[90],"descending":[92],"order":[93],"as":[94,150,172],"GB-PSO":[95],">":[96,98,100,102,104,106],"XGB":[97],"RF":[99],"RF-PSO":[101],"GB":[103],"KNN":[105],"SVR.":[107],"best":[109],"model,":[111],"GB-PSO,":[112],"demonstrates":[113],"high":[114],"accuracy":[115],"ships,":[123],"R2":[125],"=":[126,129,133,138],"0.7054,":[127],"RMSE":[128],"7.4081":[130],"days,":[131,135],"MAE":[132],"5.1891":[134],"MAPE":[137],"0.0993%":[139],"testing":[142],"dataset.":[143],"promising":[147],"research":[148],"outcome":[149],"it":[151],"seems":[152],"first":[156],"that":[158],"an":[159],"approach":[160],"involving":[161],"use":[163],"minimal":[165],"easily":[167],"collectible":[168],"factors":[170],"(such":[171],"place,":[178],"port":[179,183,186],"loading,":[181],"post":[182],"discharge,":[185],"discharge)":[188],"combination":[191],"model":[196],"has":[197],"been":[198],"introduced":[199],"ships.":[207]},"counts_by_year":[],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}