Discovering ship navigation patterns towards environmental impact modeling
Alberto Gutiérrez, David Buchaca, Josep Ll. Berral · UPCommons institutional repository (Universitat Politècnica de Catalunya) · 2017
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.