A dynamic risk assessment modeling based on fuzzy anp for safety management systems

Risk assessment in large organizations with extensive operational domains has been a challenging issue. Employing an efficient method along with realistic pair comparisons, applying subjective inferences of organization experts, and purging the intrinsic ambiguity of inferences, are not reflected i...

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Main Authors: Masoud Rezaei, Naimeh Borjalilu
Format: Article
Language:English
Published: Vilnius Gediminas Technical University 2018-12-01
Series:Aviation
Subjects:
ANP
Online Access:https://journals.vgtu.lt/index.php/Aviation/article/view/6983
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spelling doaj-3eed7654848143668e117870f0247e892021-07-02T05:43:33ZengVilnius Gediminas Technical UniversityAviation1648-77881822-41802018-12-0122410.3846/aviation.2018.6983A dynamic risk assessment modeling based on fuzzy anp for safety management systemsMasoud Rezaei0Naimeh Borjalilu1Civil and Environmental Engineering, Concordia University, Montreal, CanadaIranAir Co., Tehran, Iran Risk assessment in large organizations with extensive operational domains has been a challenging issue. Employing an efficient method along with realistic pair comparisons, applying subjective inferences of organization experts, and purging the intrinsic ambiguity of inferences, are not reflected in current airlines' safety management. Traditional two-dimensional risk assessment for risk management of safety hazards, however, is no longer sufficient to comply with this complexity. A new model for risk management and a novel formula for risk index calculation, based on a fuzzy approach, are presented in this study. In this new model, unlike in the traditional approach, the latent aftermath of safety reports, especially those which affect the continuity of the business, is also taken into account. In this model, along with the definition of a new structure for risk management, risk analysis should be restructured. To that end, a two-dimensional classic risk formula was replaced with three-dimensional (nonlinear) exponential ones, considering “the impact on the business” as a source of risk and hazard. For measuring the safety risk using the Fuzzy hierarchical evaluation method, considering experts' opinions, three criteria in four different operational fields were developed. This method employs a Fuzzy ANP to help quantify judgments, make qualitative judgments in the traditional method, and weigh the priority of elements contributing to risk. Also, it provides a tool for top-level as well as expert level management to monitor safety more precisely, monitor the safety level within their departments or organizations, set quantitative safety goals and provide feedback for improvement as well as find the most critical areas with the least cost. In this study, an airline has been selected as a case study for the risk assessment of reports based on the new model. https://journals.vgtu.lt/index.php/Aviation/article/view/6983fuzzyANPsafety risk assessmentimpact on businessaviation
collection DOAJ
language English
format Article
sources DOAJ
author Masoud Rezaei
Naimeh Borjalilu
spellingShingle Masoud Rezaei
Naimeh Borjalilu
A dynamic risk assessment modeling based on fuzzy anp for safety management systems
Aviation
fuzzy
ANP
safety risk assessment
impact on business
aviation
author_facet Masoud Rezaei
Naimeh Borjalilu
author_sort Masoud Rezaei
title A dynamic risk assessment modeling based on fuzzy anp for safety management systems
title_short A dynamic risk assessment modeling based on fuzzy anp for safety management systems
title_full A dynamic risk assessment modeling based on fuzzy anp for safety management systems
title_fullStr A dynamic risk assessment modeling based on fuzzy anp for safety management systems
title_full_unstemmed A dynamic risk assessment modeling based on fuzzy anp for safety management systems
title_sort dynamic risk assessment modeling based on fuzzy anp for safety management systems
publisher Vilnius Gediminas Technical University
series Aviation
issn 1648-7788
1822-4180
publishDate 2018-12-01
description Risk assessment in large organizations with extensive operational domains has been a challenging issue. Employing an efficient method along with realistic pair comparisons, applying subjective inferences of organization experts, and purging the intrinsic ambiguity of inferences, are not reflected in current airlines' safety management. Traditional two-dimensional risk assessment for risk management of safety hazards, however, is no longer sufficient to comply with this complexity. A new model for risk management and a novel formula for risk index calculation, based on a fuzzy approach, are presented in this study. In this new model, unlike in the traditional approach, the latent aftermath of safety reports, especially those which affect the continuity of the business, is also taken into account. In this model, along with the definition of a new structure for risk management, risk analysis should be restructured. To that end, a two-dimensional classic risk formula was replaced with three-dimensional (nonlinear) exponential ones, considering “the impact on the business” as a source of risk and hazard. For measuring the safety risk using the Fuzzy hierarchical evaluation method, considering experts' opinions, three criteria in four different operational fields were developed. This method employs a Fuzzy ANP to help quantify judgments, make qualitative judgments in the traditional method, and weigh the priority of elements contributing to risk. Also, it provides a tool for top-level as well as expert level management to monitor safety more precisely, monitor the safety level within their departments or organizations, set quantitative safety goals and provide feedback for improvement as well as find the most critical areas with the least cost. In this study, an airline has been selected as a case study for the risk assessment of reports based on the new model.
topic fuzzy
ANP
safety risk assessment
impact on business
aviation
url https://journals.vgtu.lt/index.php/Aviation/article/view/6983
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