A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule

This paper aims to develop a hierarchical risk assessment model using the newly-developed evidential reasoning (ER) rule, which constitutes a generic conjunctive probabilistic reasoning process. In this paper, we first provide a brief introduction to the basics of the ER rule and emphasize the stren...

Full description

Bibliographic Details
Main Authors: Xiaoxiao Ji, Jiang Jiang, Jianbin Sun, Yu-Wang Chen
Format: Article
Language:English
Published: MDPI AG 2017-02-01
Series:Systems
Subjects:
Online Access:http://www.mdpi.com/2079-8954/5/1/9
_version_ 1811262957103874048
author Xiaoxiao Ji
Jiang Jiang
Jianbin Sun
Yu-Wang Chen
author_facet Xiaoxiao Ji
Jiang Jiang
Jianbin Sun
Yu-Wang Chen
author_sort Xiaoxiao Ji
collection DOAJ
description This paper aims to develop a hierarchical risk assessment model using the newly-developed evidential reasoning (ER) rule, which constitutes a generic conjunctive probabilistic reasoning process. In this paper, we first provide a brief introduction to the basics of the ER rule and emphasize the strengths for representing and aggregating uncertain information from multiple experts and sources. Further, we discuss the key steps of developing the hierarchical risk assessment framework systematically, including (1) formulation of risk assessment hierarchy; (2) representation of both qualitative and quantitative information; (3) elicitation of attribute weights and information reliabilities; (4) aggregation of assessment information using the ER rule and (5) quantification and ranking of risks using utility-based transformation. The proposed hierarchical risk assessment framework can potentially be implemented to various complex and uncertain systems. A case study on the fire/explosion risk assessment of marine vessels demonstrates the applicability of the proposed risk assessment model.
first_indexed 2024-04-12T19:36:12Z
format Article
id doaj.art-3c75c5abf38d42ec8fb3ea71e7798aae
institution Directory Open Access Journal
issn 2079-8954
language English
last_indexed 2024-04-12T19:36:12Z
publishDate 2017-02-01
publisher MDPI AG
record_format Article
series Systems
spelling doaj.art-3c75c5abf38d42ec8fb3ea71e7798aae2022-12-22T03:19:12ZengMDPI AGSystems2079-89542017-02-0151910.3390/systems5010009systems5010009A Hierarchal Risk Assessment Model Using the Evidential Reasoning RuleXiaoxiao Ji0Jiang Jiang1Jianbin Sun2Yu-Wang Chen3College of Information System and Management, National University of Defense Technology, Changsha 410073, ChinaCollege of Information System and Management, National University of Defense Technology, Changsha 410073, ChinaCollege of Information System and Management, National University of Defense Technology, Changsha 410073, ChinaAlliance Manchester Business School, The University of Manchester, Manchester M15 6PB, UKThis paper aims to develop a hierarchical risk assessment model using the newly-developed evidential reasoning (ER) rule, which constitutes a generic conjunctive probabilistic reasoning process. In this paper, we first provide a brief introduction to the basics of the ER rule and emphasize the strengths for representing and aggregating uncertain information from multiple experts and sources. Further, we discuss the key steps of developing the hierarchical risk assessment framework systematically, including (1) formulation of risk assessment hierarchy; (2) representation of both qualitative and quantitative information; (3) elicitation of attribute weights and information reliabilities; (4) aggregation of assessment information using the ER rule and (5) quantification and ranking of risks using utility-based transformation. The proposed hierarchical risk assessment framework can potentially be implemented to various complex and uncertain systems. A case study on the fire/explosion risk assessment of marine vessels demonstrates the applicability of the proposed risk assessment model.http://www.mdpi.com/2079-8954/5/1/9risk assessmentevidential reasoningfire/explosion
spellingShingle Xiaoxiao Ji
Jiang Jiang
Jianbin Sun
Yu-Wang Chen
A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule
Systems
risk assessment
evidential reasoning
fire/explosion
title A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule
title_full A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule
title_fullStr A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule
title_full_unstemmed A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule
title_short A Hierarchal Risk Assessment Model Using the Evidential Reasoning Rule
title_sort hierarchal risk assessment model using the evidential reasoning rule
topic risk assessment
evidential reasoning
fire/explosion
url http://www.mdpi.com/2079-8954/5/1/9
work_keys_str_mv AT xiaoxiaoji ahierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT jiangjiang ahierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT jianbinsun ahierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT yuwangchen ahierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT xiaoxiaoji hierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT jiangjiang hierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT jianbinsun hierarchalriskassessmentmodelusingtheevidentialreasoningrule
AT yuwangchen hierarchalriskassessmentmodelusingtheevidentialreasoningrule