Discovering ship navigation patterns towards environmental impact modeling
Document typeConference report
PublisherBarcelona Supercomputing Center
Rights accessOpen Access
In this work a data pipe-line to manage and extract patterns from time-series is described. The patterns found with a combination of Conditional Restricted Boltzmann Machine (CRBM) and k-Means algorithms are then validated using a visualization tool. The motivation of finding these patterns is to leverage future emission model.
CitationGutiérrez, A.; Buchaca, D.; Berral García, J. L. Discovering ship navigation patterns towards environmental impact modeling. A: BSC Severo Ochoa International Doctoral Symposium (4th: 2017: Barcelona). "Book of abstracts". Barcelona: Barcelona Supercomputing Center, 2017, p. 34-35.