Assessment of human reliability factors: A fuzzy cognitive maps approach

Abstract Human reliability in industrial plants is influenced by several elements, such as environment and work factors. However, there are not many studies dedicated to the assessment of the relative importance of human factors affecting human reliability. In this paper a fuzzy cognitive maps (FCMs) approach is presented in order to explore the importance of these factors in industrial plants. To this purpose, industrial plants are described in terms of factors affecting human reliability and the causal relationship between them. Finally, an application of FCMs on a food-processing industrial plant is presented to provide some indications for work improvement. Relevance to industry The relevance of this study to industry is linked to the possibility of providing, through the use of FCMs, some indications for work improvement in industrial plants. The application of FCMs allows to discover which factors are most important in improving human reliability, and therefore decide where to concentrate resources in order to improve the work environment.

[1]  Bill Karakostas,et al.  The use of fuzzy cognitive maps to simulate the information systems strategic planning process , 1999, Inf. Softw. Technol..

[2]  Robert E. Melchers,et al.  Probabilistic Risk Assessment of Engineering Systems , 1997 .

[3]  Prasad V. Prabhu,et al.  A review of human error in aviation maintenance and inspection , 2000 .

[4]  Rachael Gordon,et al.  The contribution of human factors to accidents in the offshore oil industry , 1998 .

[5]  Barry Kirwan,et al.  The development of a nuclear chemical plant human reliability management approach: HRMS and JHEDI☆ , 1997 .

[6]  Takashi Toriizuka,et al.  Application of performance shaping factor (PSF) for work improvement in industrial plant maintenance tasks , 2001 .

[7]  John B. Bowles,et al.  Using Fuzzy Cognitive Maps as a System Model for Failure Modes and Effects Analysis , 1996, Inf. Sci..

[8]  J. N. Sørensen,et al.  Safety culture: a survey of the state-of-the-art , 2002, Reliab. Eng. Syst. Saf..

[9]  Robert Sargent,et al.  Development and evaluation of the Maintenance Error Decision Aid (MEDA) process , 2000 .

[10]  Kun Chang Lee,et al.  Investigation of online community voluntary behavior using cognitive map , 2007, Comput. Hum. Behav..

[11]  G. Bradley Chadwell,et al.  Contribution of human factors to incidents in the petroleum refining industry , 1999 .

[12]  Kim Warren,et al.  Exploring competitive futures using cognitive mapping , 1995 .

[13]  Bart Kosko,et al.  Fuzzy Cognitive Maps , 1986, Int. J. Man Mach. Stud..

[14]  Murray Turoff,et al.  The Delphi Method: Techniques and Applications , 1976 .

[15]  H. Unger,et al.  The human error rate assessment and optimizing system HEROS - a new procedure for evaluating and optimizing the man-machine interface in PSA , 2001, Reliab. Eng. Syst. Saf..

[16]  David H. Gustafson,et al.  Group Techniques for Program Planning: A Guide to Nominal Group and Delphi Processes , 1976 .

[17]  P C Cacciabue,et al.  Human factors impact on risk analysis of complex systems. , 2000, Journal of hazardous materials.

[18]  Barry Kirwan,et al.  Development and application of a human error identification tool for air traffic control. , 2002, Applied ergonomics.

[19]  Chrysostomos D. Stylios,et al.  A Soft Computing Approach for Modelling the Supervisor of Manufacturing Systems , 1999, J. Intell. Robotic Syst..

[20]  J. Meredith,et al.  Alternative research paradigms in operations , 1989 .

[21]  Ola Svenson,et al.  Human errors and work performance in a nuclear power plant control room: associations with work-related factors and behavioral coping☆ , 1997 .

[22]  Kun Chang Lee,et al.  Fuzzy cognitive map approach to web-mining inference amplification , 2002, Expert Syst. Appl..

[23]  Barry Kirwan,et al.  Collection of offshore human error probability data , 1998 .

[24]  James J. Higgins,et al.  A literature survey of the human reliability component in a man-machine system , 1988 .

[25]  Rod Taber,et al.  Knowledge processing with Fuzzy Cognitive Maps , 1991 .

[26]  Jiho Choi,et al.  Using fuzzy cognitive map for the relationship management in airline service , 2004, Expert Syst. Appl..