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Abstract
The airfreight industry of shipping goods with special handling needs, also known as special cargo, suffers from nontransparent shipping processes, resulting in inefficiency. The LARA project (Lane Analysis and Route Advisor) aims at addressing these limitations and bringing innovation in special cargo route planning so as to improve operational deficiencies and customer services. In this chapter, we discuss the special cargo domain knowledge elicitation and modeling into an ontology. We also present research into cargo incidents, namely, automatic classification of incidents in free-text reports and experiments in detecting significant features associated with specific cargo incident types. Our work mainly addresses two of the main technical priority areas defined by the European Big Data Value (BDV) Strategic Research and Innovation Agenda, namely, the application of data analytics to improve data understanding and providing optimized architectures for analytics of data-at-rest and data-in-motion, the overall goal is to develop technologies contributing to the data value chain in the logistics sector. It addresses the horizontal concerns Data Analytics, Data Processing Architectures, and Data Management of the BDV Reference Model. It also addresses the vertical dimension Big Data Types and Semantics.
Original language | English |
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Title of host publication | Technologies and Applications for Big Data Value |
Editors | Edward Curry, Sören Auer, Arne J. Berre, Andreas Metzger, Maria S. Perez, Sonja Zillner |
Place of Publication | Berlin |
Publisher | Springer |
Chapter | 23 |
Pages | 519-544 |
Number of pages | 26 |
ISBN (Electronic) | 978-3-030-78307-5 |
ISBN (Print) | 978-3-030-78306-8, 978-3-030-78309-9 |
DOIs | |
Publication status | Published - 2022 |
Keywords
- Incident handling
- Knowledge acquisition
- Ontology
- Risk assessment
- Special cargo
Fingerprint
Dive into the research topics of 'Knowledge Modelling and Incident Analysis for Special Cargo'. Together they form a unique fingerprint.Projects
- 1 Finished
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Lane Analysis & Route Advisor
Zhang, Y. (Project Manager), Akçay, A. E. (Project member), Reshadat, V. (Project member) & Zervanou, K. (Project member)
1/07/19 → 31/12/21
Project: Research direct