{"?xml":{"@version":"1.0"},"edm:RDF":{"@xmlns:dc":"http://purl.org/dc/elements/1.1/","@xmlns:edm":"http://www.europeana.eu/schemas/edm/","@xmlns:wgs84_pos":"http://www.w3.org/2003/01/geo/wgs84_pos","@xmlns:foaf":"http://xmlns.com/foaf/0.1/","@xmlns:rdaGr2":"http://rdvocab.info/ElementsGr2","@xmlns:oai":"http://www.openarchives.org/OAI/2.0/","@xmlns:owl":"http://www.w3.org/2002/07/owl#","@xmlns:rdf":"http://www.w3.org/1999/02/22-rdf-syntax-ns#","@xmlns:ore":"http://www.openarchives.org/ore/terms/","@xmlns:skos":"http://www.w3.org/2004/02/skos/core#","@xmlns:dcterms":"http://purl.org/dc/terms/","edm:WebResource":[{"@rdf:about":"http://www.dlib.si/stream/URN:NBN:SI:DOC-R1MNGKZ4/9b3e3274-e62a-418a-9dfd-1bcea9968b6d/PDF","dcterms:extent":"1403 KB"},{"@rdf:about":"http://www.dlib.si/stream/URN:NBN:SI:DOC-R1MNGKZ4/dbfbe25b-a2dd-4c62-aaa4-bb3a2f90a636/TEXT","dcterms:extent":"0 KB"}],"edm:ProvidedCHO":{"@rdf:about":"URN:NBN:SI:DOC-R1MNGKZ4","dcterms:issued":"2025","dc:creator":["Bai, T.","Huang, L.","Jiang, D. Y."],"dc:format":[{"@xml:lang":"sl","#text":"številka:1"},{"@xml:lang":"sl","#text":"letnik:20"},{"@xml:lang":"sl","#text":"str. 99-115"}],"dc:identifier":["DOI:10.14743/apem2025.1.530","ISSN:1854-6250","COBISSID_HOST:265430019","URN:URN:NBN:SI:doc-R1MNGKZ4"],"dc:language":"en","dc:publisher":{"@xml:lang":"sl","#text":"Fakulteta za strojništvo, Inštitut za proizvodno strojništvo"},"dc:source":{"@xml:lang":"sl","#text":"Advances in production engineering and management"},"dc:subject":[{"@xml:lang":"en","#text":"container transportation demand forecasting"},{"@xml:lang":"en","#text":"freight demand forecasting"},{"@xml:lang":"en","#text":"homomorphic encryption"},{"@xml:lang":"sl","#text":"intermodalni transport"},{"@xml:lang":"sl","#text":"kontejnerski transport"},{"@xml:lang":"en","#text":"machine learning"},{"@xml:lang":"sl","#text":"napovedovanje transportnih zahtev"},{"@xml:lang":"sl","#text":"prevoz tovora"},{"@xml:lang":"en","#text":"privacy-preserving methods"},{"@xml:lang":"sl","#text":"razporejanje"},{"@xml:lang":"en","#text":"resource allocation and scheduling"},{"@xml:lang":"en","#text":"sample and feature selection"},{"@xml:lang":"sl","#text":"strojno učenje"},{"@xml:lang":"sl","#text":"umetna inteligenca"},{"@xml:lang":"en","#text":"vertical federated learning"}],"dc:title":{"@xml:lang":"sl","#text":"Privacy-preserving AI-based framework for container transportation demand forecasting in sea-rail intermodal systems|"},"dc:description":{"@xml:lang":"sl","#text":"In response to the growing demand for accurate freight forecasting in sea-rail intermodal transportation, particularly under the constraints of stringent data protection regulations, we introduce a privacy-preserving, AI-based framework that focuses on the micro-level identification of container transport potential. The framework combines Vertical Federated Learning (VFL) with advanced feature and sample selection techniques. It leverages privacy-preserving methods, such as homomorphic encryption and random noise, enabling secure collaboration between ports and railways while safeguarding commercially sensitive data. Through extensive experiments, our framework demonstrates superior performance in predicting container transport demand, significantly improving the accuracy of resource allocation and scheduling decisions for rail operators. The framework not only ensures compliance with data protection regulations but also provides valuable insights into intermodal transportation planning, optimizing both railway operations and customer service quality. This approach offers a practical solution for improving strategic decision-making in the sea-rail intermodal sector amid increasing privacy demands and complex logistical challenges"},"edm:type":"TEXT","dc:type":[{"@xml:lang":"sl","#text":"znanstveno časopisje"},{"@xml:lang":"en","#text":"journals"},{"@rdf:resource":"http://www.wikidata.org/entity/Q361785"}]},"ore:Aggregation":{"@rdf:about":"http://www.dlib.si/?URN=URN:NBN:SI:DOC-R1MNGKZ4","edm:aggregatedCHO":{"@rdf:resource":"URN:NBN:SI:DOC-R1MNGKZ4"},"edm:isShownBy":{"@rdf:resource":"http://www.dlib.si/stream/URN:NBN:SI:DOC-R1MNGKZ4/9b3e3274-e62a-418a-9dfd-1bcea9968b6d/PDF"},"edm:rights":{"@rdf:resource":"http://creativecommons.org/licenses/by/4.0/"},"edm:provider":"Slovenian National E-content Aggregator","edm:intermediateProvider":{"@xml:lang":"en","#text":"National and University Library of Slovenia"},"edm:dataProvider":{"@xml:lang":"sl","#text":"Univerza v Mariboru, Fakulteta za strojništvo"},"edm:object":{"@rdf:resource":"http://www.dlib.si/streamdb/URN:NBN:SI:DOC-R1MNGKZ4/maxi/edm"},"edm:isShownAt":{"@rdf:resource":"http://www.dlib.si/details/URN:NBN:SI:DOC-R1MNGKZ4"}}}}