Predictive Evaluation of Ship Collision Risk Using the Concept of Probability Flow

This paper presents a semianalytical approach for evaluating the collision risk between two moving surface ships. The concept of probability flow is introduced to develop an analytically sound problem formulation, which allows for an accurate estimation of collision probability considering time-varying ship trajectory uncertainties. For efficient computation, the flow of collision probability is separated into diffusion and drift components. These two probability components are combined to obtain the instantaneous collision probability, and this instantaneous probability is integrated in time to quantify the expected risk of collision. To demonstrate the feasibility of the proposed approach, traffic simulations are performed for several representative maritime traffic scenarios and the obtained simulation results are discussed.

[1]  Richard Bucknall,et al.  Collision risk assessment for ships , 2010 .

[2]  Chih-Yung Cheng,et al.  Fuzzy Decision on Optimal Collision Avoidance Measures for Ships in Vessel Traffic Service , 2012 .

[3]  Zbigniew Pietrzykowski,et al.  The Ship Domain : A Criterion of Navigational Safety Assessment in an Open Sea Area , 2009 .

[4]  Floris Goerlandt,et al.  Influence of impact scenario models on collision risk analysis , 2012 .

[5]  Qiang Meng,et al.  An Overview of Maritime Waterway Quantitative Risk Assessment Models , 2012, Risk analysis : an official publication of the Society for Risk Analysis.

[6]  Osiris A. Valdez Banda,et al.  A risk analysis of winter navigation in Finnish sea areas. , 2015, Accident; analysis and prevention.

[7]  Jakub Montewka,et al.  A Risk-Informed Ship Collision Alert System: Framework and Application , 2015 .

[8]  Ahmad C. Bukhari,et al.  An intelligent real-time multi-vessel collision risk assessment system from VTS view point based on fuzzy inference system , 2013, Expert Syst. Appl..

[9]  Ning Wang,et al.  Intelligent Evaluation System of Ship Management , 2010 .

[10]  Ashim Kumar Debnath,et al.  Modeling perceived collision risk in port water navigation , 2009 .

[11]  Jakub Montewka,et al.  Maritime transportation risk analysis: Review and analysis in light of some foundational issues , 2015, Reliab. Eng. Syst. Saf..

[12]  Rafal Szlapczynski,et al.  A Unified Measure Of Collision Risk Derived From The Concept Of A Ship Domain , 2006, Journal of Navigation.

[13]  M Baldauf,et al.  Collision avoidance systems in air and maritime traffic , 2011 .

[14]  Kazuhiko Hasegawa,et al.  Ship Auto-navigation Fuzzy Expert System (SAFES) , 1989 .

[15]  Dominique Gruyer,et al.  A fast Monte Carlo algorithm for collision probability estimation , 2008, 2008 10th International Conference on Control, Automation, Robotics and Vision.

[16]  H. Ligteringen,et al.  Study on collision avoidance in busy waterways by using AIS data , 2010 .

[17]  James K. Kuchar,et al.  A Real-Time Monte Carlo Implementation for Computing Probability of Conflict , 2004 .

[18]  Jakub Montewka,et al.  Determination of collision criteria and causation factors appropriate to a model for estimating the probability of maritime accidents , 2012 .

[19]  Heinz Erzberger,et al.  Conflict Probability Estimation Generalized to Non-Level Flight , 1999 .

[20]  Douglas R. Isaacson,et al.  Conflict Detection and Resolution In the Presence of Prediction Error , 1997 .

[21]  Inseok Hwang,et al.  Intent-Based Probabilistic Conflict Detection for the Next Generation Air Transportation System , 2008, Proceedings of the IEEE.

[22]  Key-Pyo Rhee,et al.  A study on the collision avoidance of a ship using neural networks and fuzzy logic , 2012 .

[23]  C. Guedes Soares,et al.  Fuzzy logic based decision making system for collision avoidance of ocean navigation under critical collision conditions , 2011 .

[24]  Weiyi Liu,et al.  Probabilistic Trajectory Prediction and Conflict Detection for Air Traffic Control , 2011 .

[25]  Heinz Erzberger,et al.  Conflict Probability Estimation for Free Flight , 1997 .

[26]  Carlos Guedes Soares,et al.  Risk assessment in maritime transportation , 2001, Reliab. Eng. Syst. Saf..

[27]  Floris Goerlandt,et al.  Impact scenario models for probabilistic risk-based design for ship–ship collision , 2013 .

[28]  John Lygeros,et al.  A probabilistic approach to aircraft conflict detection , 2000, IEEE Trans. Intell. Transp. Syst..

[29]  James K. Kuchar,et al.  A review of conflict detection and resolution modeling methods , 2000, IEEE Trans. Intell. Transp. Syst..

[30]  K. H. Kwik Calculation of ship collision avoidance manoeuvres: A simplified approach , 1989 .

[31]  Birnur Ozbas,et al.  Safety Risk Analysis of Maritime Transportation , 2013 .

[32]  Ashim Kumar Debnath,et al.  Navigational traffic conflict technique: a proactive approach to quantitative measurement of collision risks in port waters , 2010 .

[33]  Hyochoong Bang,et al.  ADS-B based Trajectory Prediction and Conflict Detection for Air Traffic Management , 2012 .

[34]  Mehmet Fatih Amasyali,et al.  Decision support system for collision avoidance of vessels , 2014, Appl. Soft Comput..

[35]  Thomas Jones,et al.  Fast conflict detection using probability flow , 2009, Autom..

[36]  Peter S. Maybeck,et al.  Stochastic Models, Estimation And Control , 2012 .

[37]  Russell P. Patera,et al.  Space Vehicle Conflict-Avoidance Analysis , 2007 .

[38]  P. Varsta,et al.  Numerical and experimental motion simulations of nonsymmetric ship collisions , 2010 .

[39]  Toke Koldborg Jensen,et al.  Empirical Ship Domain based on AIS Data , 2013, Journal of Navigation.

[40]  Todd A. Lauderdale,et al.  Probabilistic Conflict Detection for Robust Detection and Resolution , 2012 .

[41]  Elisabeth M. Goodwin,et al.  A Statistical Study of Ship Domains , 1973, Journal of Navigation.

[42]  Kazuhiko Hasegawa,et al.  AUTOMATIC COLLISION AVOIDANCE SYSTEM FOR SHIPS USING FUZZY CONTROL , 1987 .

[43]  P. V. Davis,et al.  A Computer Simulation of Marine Traffic Using Domains and Arenas , 1980, Journal of Navigation.

[44]  Ning Wang,et al.  An Intelligent Spatial Collision Risk Based on the Quaternion Ship Domain , 2010, Journal of Navigation.