blacksea: blacksea Bayesian Network

In bnRep: A Repository of Bayesian Networks from the Academic Literature

blacksea Bayesian Network

Description

Analyzing collision, grounding, and sinking accidents occurring in the Black Sea utilizing HFACS and Bayesian networks.

Format

A discrete Bayesian network to analyze the marine accidents. The probabilities were given within the referenced paper. The vertices are:

AnchorageAreaSelection

(Appropriate, Inappropriate);

CargoShiftingOrInappropriateStability

(Yes, No);

CollisionAndContact

(Yes, No);

COLREG

(Not Violated, Violated);

CompanyManningStrategy

(Optimum Safe Manning, Minimum Safe Manning);

CrewAssignment

(Qualified Crew, Unqualified Crew);

DepartureFromPortInHeavyWeatherAndSeaCondition

(Yes, No);

ExternalInternalCommunication

(Adequate, Inadequate);

ExternalOperationalConditionsForCollisionAndContact

(Observed, Unobserved);

ExternalOperationalConditionsForGrounding

(Observed, Unobserved);

ExternalOperationalConditionsForSinking

(Observed, Unobserved);

Fatigue

(Yes, No);

Grounding

(Yes, No);

HeavyWeatherAndSeaConditions

(Yes, No);

InadequateManning

(Yes, No);

InlandVessel

(Yes, No);

InternalOperationalConditionsForCollisionAndContact

(Observed, Unobserved);

InternalOperationalConditionsForGrounding

(Observed, Unobserved);

InternalOperationalConditionsForSinking

(Observed, Unobserved);

Malfunction

(Observed, Unobserved);

ManoeuvreOfBridgeTeamMembers

(Appropriate, Inappropriate);

ManoeuvreOfCaptain

(Appropriate, Inappropriate);

ManoeuvreOfPilot

(Appropriate, Inappropriate);

ManoeuvreOfWatchkeepingOfficer

(Appropriate, Inappropriate);

NavigationArea

(Narrow Water, Port, Coastal Water, Open Sea, Anchorage);

NavigationOnStorm

(Yes, No);

ObservationDuringOperation

(Clear, Unclear);

OversightAndControl

(Adequate, Inadequate);

PilotOperationManagement

(Safe, Unsafe);

PlannedMaintenance

(Completed, Uncompleted);

PortCompanyPressure

(Yes, No);

PortOperationManagement

(Safe, Unsafe);

PortOperationPlanning

(Adequate, Inadequate);

Procedure

(Appropriate, Inappropriate);

Sinking

(Yes, No);

SituationalAwareness

(Sufficient, Insufficient);

TrainingAndFamiliarization

(Sufficient, Insufficient);

TriggeringEventForCollisionAndContact

(Observed, Unobserved);

TriggeringEventForGrounding

(Observed, Unobserved);

TriggeringEventForSinking

(Observed, Unobserved);

TugboatOperation

(Operational, Faulty);

UseOfVesselInConditionOfExceedingDesignLimit

(Yes, No);

VesselAge

(Old, New);

VesselCargoOperationManagement

(Safe, Unsafe);

VesselCargoOperationPlanning

(Adequate, Inadequate);

VesselNavigationOperationManagement

(Safe, Unsafe);

VesselNavigationOperationPlanning

(Unsafe, Safe);

Visibility

(Poor, Good);

Value

An object of class bn.fit. Refer to the documentation of bnlearn for details.

References

Ugurlu, O., Yildiz, S., Loughney, S., Wang, J., Kuntchulia, S., & Sharabidze, I. (2020). Analyzing collision, grounding, and sinking accidents occurring in the Black Sea utilizing HFACS and Bayesian networks. Risk analysis, 40(12), 2610-2638.

bnRep documentation built on April 12, 2025, 1:13 a.m.