Fuzzy renewal theory about forecasting mistakes done by a locomotive driver: a serbian railway case study

Abstract The human factor is one of the most dominant causes of railway accidents. For example, human impact appears to be the main reason for 44% of railway accidents in the Republic of Serbia. Thus, a remarkable effort is undertaken to investigate human factors. Therefore, plenty of researchers have analyzed a human influence on railway accidents. This paper develops a model for forecasting the number of railway accidents caused by the human factor. The proposed model is based on the renewal theory and assumes that working time between the faults of a locomotive driver has exponential distribution (or another Erlang distribution of a higher order) characterized by parameter λ that is treated as a fuzzy dependant variable and considered as a function of job complexity, the exposure of locomotive drivers (i.e. time spent in driving) and a tendency of locomotive drivers to make mistakes. The application of the model to the population of 777 Serbian railway locomotive drivers provided encouraging results in...

[1]  Melissa T. Baysari,et al.  Classification of errors contributing to rail incidents and accidents: A comparison of two human error identification techniques , 2009 .

[2]  Modal split modelling using multicriteria analysis and discrete fuzzy sets , 2001 .

[3]  Dušan Teodorović,et al.  Traffic Control and Transport Planning , 1998 .

[4]  Andrew W Evans Estimating transport fatality risk from past accident data. , 2003, Accident; analysis and prevention.

[5]  Bernhard Reer Review of advances in human reliability analysis of errors of commission - Part 2: EOC quantification , 2008, Reliab. Eng. Syst. Saf..

[6]  Dušan Teodorović,et al.  FUZZY LOGIC SYSTEMS FOR TRANSPORTATION ENGINEERING: THE STATE OF THE ART , 1999 .

[7]  Dušan Teodorović,et al.  Traffic Control and Transport Planning:: A Fuzzy Sets and Neural Networks Approach , 1998 .

[8]  Bernhard Reer Review of advances in human reliability analysis of errors of commission, Part 1: EOC identification , 2008, Reliab. Eng. Syst. Saf..

[9]  Neville Moray,et al.  Analysing and modelling train driver performance. , 2005, Applied ergonomics.

[10]  Lars Harms-Ringdahl,et al.  Analysis of safety functions and barriers in accidents , 2009 .

[11]  Frédéric Vanderhaegen,et al.  A non-probabilistic prospective and retrospective human reliability analysis method - application to railway system , 2001, Reliab. Eng. Syst. Saf..

[12]  Jaime Santos-Reyes,et al.  A systemic analysis of the Edge Hill railway accident. , 2009, Accident; analysis and prevention.