{"id":"https://openalex.org/W4287835196","doi":"https://doi.org/10.3390/fi14080221","title":"Deep Learning Forecasting for Supporting Terminal Operators in Port Business Development","display_name":"Deep Learning Forecasting for Supporting Terminal Operators in Port Business Development","publication_year":2022,"publication_date":"2022-07-25","ids":{"openalex":"https://openalex.org/W4287835196","doi":"https://doi.org/10.3390/fi14080221"},"language":"en","primary_location":{"id":"doi:10.3390/fi14080221","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14080221","pdf_url":"https://www.mdpi.com/1999-5903/14/8/221/pdf?version=1660210423","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/14/8/221/pdf?version=1660210423","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059886689","display_name":"Marco Ferretti","orcid":"https://orcid.org/0000-0001-5316-3928"},"institutions":[{"id":"https://openalex.org/I183638586","display_name":"Parthenope University of Naples","ror":"https://ror.org/05pcv4v03","country_code":"IT","type":"education","lineage":["https://openalex.org/I183638586"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Ferretti","raw_affiliation_strings":["Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy","institution_ids":["https://openalex.org/I183638586"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065688162","display_name":"Ugo Fiore","orcid":"https://orcid.org/0000-0003-0509-5662"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Ugo Fiore","raw_affiliation_strings":["Department of Computer Science, University of Salerno, 84040 Fisciano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Salerno, 84040 Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036099151","display_name":"Francesca Perla","orcid":"https://orcid.org/0000-0002-4671-3917"},"institutions":[{"id":"https://openalex.org/I183638586","display_name":"Parthenope University of Naples","ror":"https://ror.org/05pcv4v03","country_code":"IT","type":"education","lineage":["https://openalex.org/I183638586"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Perla","raw_affiliation_strings":["Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy","institution_ids":["https://openalex.org/I183638586"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075530337","display_name":"Marcello Risitano","orcid":"https://orcid.org/0000-0001-9579-5931"},"institutions":[{"id":"https://openalex.org/I183638586","display_name":"Parthenope University of Naples","ror":"https://ror.org/05pcv4v03","country_code":"IT","type":"education","lineage":["https://openalex.org/I183638586"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marcello Risitano","raw_affiliation_strings":["Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0001-9579-5931","affiliations":[{"raw_affiliation_string":"Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy","institution_ids":["https://openalex.org/I183638586"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061970846","display_name":"Salvatore Scognamiglio","orcid":"https://orcid.org/0000-0001-5725-5061"},"institutions":[{"id":"https://openalex.org/I183638586","display_name":"Parthenope University of Naples","ror":"https://ror.org/05pcv4v03","country_code":"IT","type":"education","lineage":["https://openalex.org/I183638586"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Scognamiglio","raw_affiliation_strings":["Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0001-5725-5061","affiliations":[{"raw_affiliation_string":"Department of Management and Quantitative Studies, Parthenope University, 80132 Napoli, Italy","institution_ids":["https://openalex.org/I183638586"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5065688162"],"corresponding_institution_ids":["https://openalex.org/I131729948"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.6773,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.74172162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"14","issue":"8","first_page":"221","last_page":"221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11223","display_name":"Maritime Ports and Logistics","score":0.9995999932289124,"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":0.9995999932289124,"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/T12126","display_name":"Maritime Transport Emissions and Efficiency","score":0.9901999831199646,"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/T11622","display_name":"Maritime Navigation and Safety","score":0.9884999990463257,"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/computer-science","display_name":"Computer science","score":0.8192355632781982},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.6111655235290527},{"id":"https://openalex.org/keywords/port","display_name":"Port (circuit theory)","score":0.5879222750663757},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.5758072137832642},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5417633056640625},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5371580123901367},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5239503383636475},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49788761138916016},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45399269461631775},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4402589201927185},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43185606598854065},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4125317633152008}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8192355632781982},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.6111655235290527},{"id":"https://openalex.org/C32802771","wikidata":"https://www.wikidata.org/wiki/Q2443617","display_name":"Port (circuit theory)","level":2,"score":0.5879222750663757},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5758072137832642},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5417633056640625},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5371580123901367},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5239503383636475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49788761138916016},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45399269461631775},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4402589201927185},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43185606598854065},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4125317633152008},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/fi14080221","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14080221","pdf_url":"https://www.mdpi.com/1999-5903/14/8/221/pdf?version=1660210423","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:14:y:2022:i:8:p:221-:d:871083","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/14/8/221/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:b146ff2353fa45c0b23cce972a50f2ab","is_oa":true,"landing_page_url":"https://doaj.org/article/b146ff2353fa45c0b23cce972a50f2ab","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 14, Iss 8, p 221 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-5903/14/8/221/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/fi14080221","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet; Volume 14; Issue 8; Pages: 221","raw_type":"Text"},{"id":"pmh:oai:ricerca.uniparthenope.it:11367/107896","is_oa":false,"landing_page_url":"https://hdl.handle.net/11367/107896","pdf_url":null,"source":{"id":"https://openalex.org/S4377196432","display_name":"CINECA IRIS Institutial research information system (Parthenope University of Naples)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183638586","host_organization_name":"Parthenope University of Naples","host_organization_lineage":["https://openalex.org/I183638586"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/fi14080221","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14080221","pdf_url":"https://www.mdpi.com/1999-5903/14/8/221/pdf?version=1660210423","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5099999904632568,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4287835196.pdf","grobid_xml":"https://content.openalex.org/works/W4287835196.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1689711448","https://openalex.org/W1971727226","https://openalex.org/W1983119217","https://openalex.org/W1985664682","https://openalex.org/W1989979983","https://openalex.org/W2005256892","https://openalex.org/W2018263778","https://openalex.org/W2018672055","https://openalex.org/W2040679537","https://openalex.org/W2055258549","https://openalex.org/W2064675550","https://openalex.org/W2072015607","https://openalex.org/W2092880597","https://openalex.org/W2108168881","https://openalex.org/W2110485445","https://openalex.org/W2121542358","https://openalex.org/W2122109421","https://openalex.org/W2136848157","https://openalex.org/W2137983211","https://openalex.org/W2154579312","https://openalex.org/W2154877621","https://openalex.org/W2157331557","https://openalex.org/W2165827673","https://openalex.org/W2521250544","https://openalex.org/W2761768887","https://openalex.org/W2787894218","https://openalex.org/W2790992282","https://openalex.org/W2794437886","https://openalex.org/W2888403251","https://openalex.org/W2892748064","https://openalex.org/W2903522660","https://openalex.org/W2910458317","https://openalex.org/W2914668013","https://openalex.org/W2932894098","https://openalex.org/W2933850603","https://openalex.org/W2945644127","https://openalex.org/W2946283193","https://openalex.org/W2961141353","https://openalex.org/W2962708580","https://openalex.org/W2970551263","https://openalex.org/W2981246291","https://openalex.org/W2991355452","https://openalex.org/W2998806725","https://openalex.org/W2999678654","https://openalex.org/W3006644231","https://openalex.org/W3007725443","https://openalex.org/W3041836003","https://openalex.org/W3047031799","https://openalex.org/W4200018099","https://openalex.org/W6680532216","https://openalex.org/W6748695211","https://openalex.org/W6773773275"],"related_works":["https://openalex.org/W2140186469","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W3183136280","https://openalex.org/W4318559728","https://openalex.org/W2775233965","https://openalex.org/W4360995913","https://openalex.org/W4312193868"],"abstract_inverted_index":{"Accurate":[0],"forecasts":[1,130],"of":[2,50,62,69,94,113,128,142,148,163,171],"containerised":[3],"freight":[4],"volumes":[5],"are":[6,22],"unquestionably":[7],"important":[8],"for":[9,25],"port":[10,15,26],"terminal":[11],"operators":[12],"to":[13,46,56,59,83,107,117,121],"organise":[14],"operations":[16],"and":[17,29,103,111,187],"develop":[18],"business":[19],"plans.":[20],"They":[21],"also":[23,124,180],"relevant":[24],"authorities,":[27],"regulators,":[28],"governmental":[30],"agencies":[31],"dealing":[32],"with":[33,131,160],"transportation.":[34],"In":[35],"a":[36,47,92,154,157],"time":[37],"when":[38],"deep":[39,80,100],"learning":[40,81],"is":[41,54,144],"in":[42,78,87,156],"the":[43,60,67,75,84,109,122,126,129,161,169,172,184],"limelight,":[44],"owing":[45],"consistent":[48],"strip":[49],"success":[51],"stories,":[52],"it":[53,58],"natural":[55],"apply":[57],"tasks":[61],"forecasting":[63],"container":[64],"throughput.":[65],"Given":[66],"number":[68,93],"options,":[70],"practitioners":[71],"can":[72],"benefit":[73],"from":[74],"lessons":[76],"learned":[77],"applying":[79],"models":[82,97],"problem.":[85],"Coherently,":[86],"this":[88],"work,":[89],"we":[90,175],"devise":[91],"multivariate":[95],"predictive":[96],"based":[98],"on":[99],"learning,":[101],"analysing":[102],"assessing":[104],"their":[105],"performance":[106],"identify":[108],"architecture":[110],"set":[112],"hyperparameters":[114],"that":[115,152],"prove":[116],"be":[118],"better":[119],"suited":[120],"task,":[123],"comparing":[125],"quality":[127,170],"seasonal":[132],"autoregressive":[133],"integrated":[134],"moving":[135],"average":[136],"models.":[137],"Furthermore,":[138],"an":[139,149],"innovative":[140],"representation":[141],"seasonality":[143],"given":[145],"by":[146],"means":[147],"embedding":[150],"layer":[151],"produces":[153],"mapping":[155,165],"latent":[158],"space,":[159],"parameters":[162],"such":[164],"being":[166],"tuned":[167],"using":[168],"predictions.":[173],"Finally,":[174],"present":[176],"some":[177],"managerial":[178],"implications,":[179],"putting":[181],"into":[182],"evidence":[183],"research":[185],"limitations":[186],"future":[188],"opportunities.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}