A neuro‐fuzzy theoretic approach to safety control at crude oil exploration platforms

Purpose – The purpose of this paper is to present a new approach in viewing the control of safety at crude oil exploration platforms.Design/methodology/approach – The approach utilized in this work is the fusion of artificial neural network and fuzzy logic. The approach is adopted in view of the better presentation of solutions to the safety control problem that neuro‐fuzzy exhibits. It is better than the individual application of either artificial neural network or fuzz logic to the problem at hand. The model captures uncertainties and imprecision that are prevalent in the quantification or data gathering stage of safety control measurement.Findings – It was demonstrated that the application of neuro‐fuzzy is feasible. The results seem applicable to similar settings with similar system characteristics.Practical implications – Since more confidence is obtained with the use of this more effective tool, there is improvement in decision making based on reliance on the model. Thus, the improved quality of dec...

[1]  Arne Jarl Ringstad,et al.  Working time arrangements and safety for offshore workers in the North Sea , 2004 .

[2]  M. Crum,et al.  Management practices as antecedents of safety culture within the trucking industry: similarities and differences by hierarchical level. , 2003, Journal of safety research.

[3]  Joseph R Muscatello,et al.  Safety teams. Government and business organizations want them and use them, but are they legal? , 2002, Journal of safety research.

[4]  Susana García Herrero,et al.  From the traditional concept of safety management to safety integrated with quality. , 2002, Journal of Safety Research.

[5]  Albert Sesé,et al.  Occupational safety and health in Spain. , 2002, Journal of safety research.

[6]  Faisal Khan,et al.  Inherent safety in offshore oil and gas activities: a review of the present status and future directions , 2002 .

[7]  Oi-ling Siu,et al.  Age differences in safety attitudes and safety performance in Hong Kong construction workers. , 2003, Journal of safety research.

[8]  Bing Ren,et al.  Experimental study of irregular wave impact on structures in the splash zone , 2003 .

[9]  Torbjørn Rundmo,et al.  Organisational factors, safety attitudes and workload among offshore oil personnel , 1998 .

[10]  Jin Wang,et al.  A subjective safety and cost based decision model for assessing safety requirements specifications , 2001 .

[11]  Guangtao Fu,et al.  A fuzzy approach to the lectotype optimization of offshore platforms , 2003 .

[12]  Paolo Trucco,et al.  Risk and Causes-of-Risk Assessment for an Effective Industrial Safety Management , 2000 .

[13]  D. S. Etkin,et al.  Looking to the Future––Setting the Agenda for Oil Spill Prevention, Preparedness and Response in the 21st Century , 2002 .

[14]  Scott Farrow,et al.  Investing in safety an analytical precautionary principle. , 2002, Journal of safety research.

[15]  G. Hankinson,et al.  Effectiveness of area and dedicated water deluge in protecting objects impacted by crude oil/gas jet fires on offshore installations , 2004 .

[16]  Michael O'Toole,et al.  The relationship between employees' perceptions of safety and organizational culture. , 2002, Journal of safety research.

[17]  Kathryn Mearns,et al.  Safety climate, safety management practice and safety performance in offshore environments , 2003 .

[18]  Rhona Flin,et al.  Site managers and safety leadership in the offshore oil and gas industry , 2001 .

[19]  William Nickerson,et al.  A new direction for safety policy: The offshore oil industry and safety regulation of technology , 1996 .

[20]  J Wang,et al.  Offshore safety case approach and formal safety assessment of ships. , 2002, Journal of safety research.

[21]  Gregory E Prussia,et al.  Mental models of safety: do managers and employees see eye to eye? , 2003, Journal of safety research.

[22]  E Scott Geller,et al.  A safety self-management intervention for mining operations. , 2003, Journal of safety research.

[23]  Torbjørn Rundmo,et al.  Associations between safety climate and emotional reactions to platform movements onboard an offshore installation , 1997 .

[24]  Vincent H.Y Tam,et al.  Development of a limit state approach for design against gas explosions , 2000 .

[25]  Jiangping Wang The current status and future aspects in formal ship safety assessment , 2001 .

[26]  Barbara C Lee,et al.  Antecedents of injury among youth in agricultural settings: a longitudinal examination of safety consciousness, dangerous risk taking, and safety knowledge. , 2003, Journal of safety research.

[27]  Alison G Vredenburgh,et al.  Organizational safety: which management practices are most effective in reducing employee injury rates? , 2002, Journal of safety research.

[28]  Danuta Koradecka,et al.  Occupational safety and health in Poland , 2001 .

[29]  L. Vassie,et al.  An assessment of health and safety management within working groups in the UK manufacturing sector , 2001 .

[30]  Thanos Moros,et al.  Application of ALARP to the design of the BP Andrew platform against smoke and gas ingress and gas explosion , 1996 .

[31]  Marijonas Bogdevičius,et al.  Dynamic processes in the oil pipelines. Part II. The leak identification by numerical methods , 2003 .

[32]  Pieter van der Weijde Use of explicit finite element analysis to evaluate explosion effects reduces shutdown time on oil and gas production platform , 1997 .

[33]  Kathryn Mearns,et al.  Risk perception and attitudes to safety by personnel in the offshore oil and gas industry: a review , 1995 .

[34]  Ken Paterson,et al.  The design of BP ETAP platform against gas explosions , 1999 .