menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

A Methodol...
source image

Arxiv

2d

read

241

img
dot

Image Credit: Arxiv

A Methodology to extract Geo-Referenced Standard Routes from AIS Data

  • This study proposes a methodology to analyze route between maritime points of interest and extract geo-referenced standard routes from raw AIS data.
  • The methodology involves segmenting AIS data into distinct routes using a finite state machine (FSM) and aggregating the segments based on departure and destination ports.
  • Iterative density-based clustering is used to model the routes, with clustering parameters assigned manually and extended to the entire dataset using linear regression.
  • The unsupervised approach has been tested on a six-year AIS dataset covering the Arctic region and the Europe, Middle East, North Africa areas, proving effective in extracting standard routes with less than 5% outliers.

Read Full Article

like

14 Likes

For uninterrupted reading, download the app