Tree-Network Overrun Model Associated with Pilots’ Actions and Flight Operational Procedures

The runway excursions are defined as the exit of an aircraft from the surface of the runway. These excursions can take place at takeoff or at landing and consist of two types of events: veer off and overrun. This last one, which occurs when the aircraft exceeds the limits at the end of the runway, is the event of interest in the current study. This chapter aims to present an accident model with a new approach in aeronautical systems, based on the tasks of the pilots related to the operational procedures necessary for the approach and landing, in order to obtain the chain of events that lead to this type of accident. Thus, the tree-network overrun model (TNO model) was proposed, unlike most traditional models, which consider only the hardware failures or which do not satisfactorily explain the interrelationship between the factors influencing the operator. The proposed model is developed in a fault tree and transformed into a Bayesian network up to the level of the basic elements. The results showed the qualitative model of the main tasks performed by the pilots and their relation to the accident. It has also been suggested how to find and estimate the probability of factors that can impact on each of the tasks.

[1]  Marcelo Ramos Martins,et al.  Application of Bayesian Belief networks to the human reliability analysis of an oil tanker operation focusing on collision accidents , 2013, Reliab. Eng. Syst. Saf..

[2]  Peter Brooker,et al.  Experts, Bayesian Belief Networks, rare events and aviation risk estimates , 2011 .

[3]  Luigi Portinale,et al.  Improving the analysis of dependable systems by mapping fault trees into Bayesian networks , 2001, Reliab. Eng. Syst. Saf..

[4]  Gwo-Hshiung Tzeng,et al.  Building an effective safety management system for airlines , 2008 .

[5]  Adriana Miralles Schleder,et al.  A methodology for risk analysis based on hybrid Bayesian networks: application to the regasification system of liquefied natural gas onboard a floating storage and regasification unit. , 2014, Risk analysis : an official publication of the Society for Risk Analysis.

[6]  Adriana Miralles Schleder,et al.  Quantitative risk analysis of loading and offloading liquefied natural gas (LNG) on a floating storage and regasification unit (FSRU) , 2016 .

[7]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems , 1988 .

[8]  S. Ratcliffe,et al.  Analysis of Long-Range Air Traffic Systems: Separation Standards—I , 1966, Journal of Navigation.

[9]  Coen Van Gulijk,et al.  Towards BBN based risk modelling of process plants , 2014 .

[10]  C. Julius Wang,et al.  What Every Engineer Should Know about Reliability and Risk Analysis , 1993 .

[11]  Adriana Miralles Schleder,et al.  The Use of Bayesian Networks In Reliability Analysis of the LNG Regasification System On a FSRU Under Different Scenarios , 2012 .

[12]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

[13]  Scott A. Shappell,et al.  A HUMAN ERROR APPROACH TO AVIATION ACCIDENT ANALYSIS , 2003 .

[14]  A. D. Swain,et al.  Handbook of human-reliability analysis with emphasis on nuclear power plant applications. Final report , 1983 .

[15]  Jens Rasmussen,et al.  Risk management in a dynamic society: a modelling problem , 1997 .

[16]  S Newstead,et al.  A review of models relevant to road safety. , 2015, Accident; analysis and prevention.

[17]  Nancy G. Leveson,et al.  A new accident model for engineering safer systems , 2004 .

[18]  Fedja Netjasov,et al.  A review of research on risk and safety modelling in civil aviation , 2008 .

[19]  Roger M. Cooke,et al.  Towards a causal model for air transport safety—an ongoing research project , 2006 .

[20]  Marcelo Ramos Martins,et al.  Method for measuring factors that affect the performance of pilots , 2017 .

[21]  Frank H Hawkins,et al.  Human Factors in Flight , 1987 .

[22]  Steven J. Landry,et al.  Advances in Human Aspects of Transportation , 2017 .

[23]  Andrew Hale,et al.  Accident models and organisational factors in air transport: The need for multi-method models , 2011 .

[24]  Nancy G. Leveson,et al.  Safeware: System Safety and Computers , 1995 .

[25]  Erik Hollnagel,et al.  Barriers And Accident Prevention , 2004 .

[26]  Neville A. Stanton,et al.  Advances in Human Aspects of Transportation: Proceedings of the AHFE 2016 International Conference on Human Factors in Transportation, July 27-31 , 2016 .

[27]  Vinh V. Thai,et al.  Expert elicitation and Bayesian Network modeling for shipping accidents: A literature review , 2016 .

[28]  Nancy G. Leveson,et al.  Engineering a Safer World: Systems Thinking Applied to Safety , 2012 .

[29]  Marcelo Ramos Martins,et al.  Human Error Contribution in Collision and Grounding of Oil Tankers , 2010, Risk analysis : an official publication of the Society for Risk Analysis.

[30]  Alyson G. Wilson,et al.  A fully Bayesian approach for combining multilevel failure information in fault tree quantification and optimal follow-on resource allocation , 2004, Reliab. Eng. Syst. Saf..

[31]  Marcelo Ramos Martins,et al.  General model analysis of aeronautical accidents involving human and organizational factors , 2018 .

[32]  Jacek Skorupski About the Need of a New Look at Safety as a Goal and Constraint in Air Traffic Management , 2017 .

[33]  Zahra Mohaghegh,et al.  Incorporating organizational factors into Probabilistic Risk Assessment (PRA) of complex socio-technical systems: A hybrid technique formalization , 2009, Reliab. Eng. Syst. Saf..

[34]  Richard E. Neapolitan,et al.  Learning Bayesian networks , 2007, KDD '07.

[35]  Jan Magott,et al.  A System-Theoretic Accident Model and Process with Human Factors Analysis and Classification System taxonomy , 2018, Safety Science.

[36]  Stephen C. Cook,et al.  A civil aviation safety assessment model using a bayesian belief network (BBN) , 2005 .

[37]  Robert E. Machol,et al.  Thirty Years of Modeling Midair Collisions , 1995 .

[38]  Roger M. Cooke,et al.  Further development of a Causal model for Air Transport Safety (CATS): Building the mathematical heart , 2009, Reliab. Eng. Syst. Saf..

[39]  Scott A. Shappell,et al.  The Human Factors Analysis and Classification System : HFACS : final report. , 2000 .

[40]  David Pitfield,et al.  Analysis of Aircraft Overruns and Undershoots for Runway Safety Areas , 2008 .

[41]  Carol Smidts,et al.  Human reliability modeling for the Next Generation System Code , 2013 .

[42]  M. Fouladirad A. Grall,et al.  Other reliability and safety areas Volatility regime switching and jump-diffusion process for prognosis: Case of equity price modeling , 2014 .

[43]  Jacek Skorupski Modelling of Traffic Incidents in Transport , 2012 .