The Determination of the Sea Navigator Safety Profile Using Data Mining

Pietrzykowski, Z.; Wielgosz, M.; Breitsprecher, Marcin

doi:10.1007/978-3-030-27547-1_24

Cited by 1 publication

(1 citation statement)

References 12 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…An example of this is data available in the automatic identification system (AIS) system. This was a prerequisite for starting research into the possibility of identifying the navigator's safety profile of both own and other ships on the basis of recorded AIS data [9]. The general concept of navigator's profile identification is shown in Figure 1.…”

Section: Navigators' Safety Profilementioning

confidence: 99%

Navigators’ Behavior Analysis Using Data Mining

Pietrzykowski

Wielgosz

Breitsprecher

2020

JMSE

Self Cite

View full text Add to dashboard Cite

One of the ways to prevent accidents at sea is to detect risks caused by humans and to counteract them. These tasks can be executed through an analysis of ship maneuvers and the identification of behavior considered to be potentially dangerous, e.g., based on data obtained online from the automatic identification system (AIS). As a result, additional measures or actions can be taken, e.g., passing at a distance greater than previously planned. The detection of risks at sea requires a prior definition of behavior patterns and the criteria assigned to them. Each pattern represents a specific navigator’s safety profile. The criteria assigned to each pattern for the identification of the navigator’s safety profile were determined from previously recorded AIS data. Due to a large amount of data and their complex relationships, these authors have proposed to use data mining tools. This work continues previous research on this subject. The conducted analysis covered data recorded in simulation tests done by navigators. Typical ship encounter situations were included. Based on additional simulation data, the patterns of behavior were verified for the determination of a navigator’s safety profile. An example of using the presented method is given.

show abstract

Section: Navigators' Safety Profilementioning

confidence: 99%