dc.contributor.author | Millefiori, Leonardo | |
dc.contributor.author | Pallotta, Giuliana | |
dc.contributor.author | Braca, Paolo | |
dc.contributor.author | Horn, Steven A. | |
dc.contributor.author | Bryan, Karna | |
dc.date.accessioned | 2019-06-21T12:21:29Z | |
dc.date.available | 2019-06-21T12:21:29Z | |
dc.date.issued | 2019/06 | |
dc.identifier.govdoc | CMRE-PR-2019-126 | en_US |
dc.identifier.uri | http://hdl.handle.net/20.500.12489/866 | |
dc.description.abstract | Traffic route analysis and prediction are both crucial to maritime security. The ability to predict a vessel position in the future is essential to provide information on upcoming events. However, accurate prediction along a route is a challenging task in the maritime domain, due to the complex nature and variability of traffic patterns. Based on the popular Ornstein-Uhlenbeck stochastic mean-reverting processes, a novel method has been recently presented that enables the accurate prediction of future positions of a vessel under the hypothesis that it is following an established traffic pattern in the area. We present a large-scale extensive validation of the Ornstein-Uhlenbeck methodology applied to target predictions along routes in the maritime domain for several classes of vessel. This validation was done using a real-world dataset recorded in the Mediterranean Sea by a network of Automatic Identification System (AIS) receivers. | en_US |
dc.format | 6 p. : ill. ; digital, PDF file | en_US |
dc.language.iso | en | en_US |
dc.publisher | CMRE | en_US |
dc.source | In: Proceedings of the OCEANS 2015 MTS/IEEE Conference, 18-21 May 2015, Genoa, Italy, doi: 10.1109/OCEANS-Genova.2015.7271565 | en_US |
dc.subject | Maritime security | en_US |
dc.subject | Maritime surveillance | en_US |
dc.subject | Ship movements | en_US |
dc.subject | Maritime route prediction | en_US |
dc.subject | Trajectory estimation | en_US |
dc.subject | Ornstein-Uhlenbeck stochastic process | en_US |
dc.subject | Automatic Identification Systems (AIS) | en_US |
dc.subject | Mediterranean Sea | en_US |
dc.title | Validation of the Ornstein-Uhlenbeck route propagation model in the Mediterranean Sea | en_US |
dc.type | Reprint (PR) | en_US |
dc.type | Papers and Articles | en_US |