Towards an evidence-based probabilistic risk model for ship-grounding accidents

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorMazaheri, Arshamen_US
dc.contributor.authorMontewka, Jakuben_US
dc.contributor.authorKujala, Penttien_US
dc.contributor.departmentDepartment of Energy and Mechanical Engineeringen
dc.contributor.groupauthorMarine Technologyen
dc.date.accessioned2017-05-11T09:16:10Z
dc.date.available2017-05-11T09:16:10Z
dc.date.issued2016-07-01en_US
dc.description.abstractMost of the risk models for ship-grounding accidents do not fully utilize available evidence, since it is based on accident statistics and expert opinions. The major issue with such kinds of models is their limitation in supporting the process of risk-management with respect to grounding accidents, since they do not reflect the reality to the extent required. This paper presents an evidence-based and expert-supported approach to structure a model assessing the probability of ship-grounding accidents, to make it more suitable for risk-management purposes. The approach focuses on using evidential data of ship-grounding accidents extracted from the actual accident and incident reports as well as the judgement elicited from the experts regarding the links and probabilities not supported by the reports. The developed probabilistic model gathers, in a causal fashion, the evidential contributing factors in ship-grounding accidents. The outcome of the model is the probability of a ship-grounding accident given the prior and posterior probabilities of the contributing factors. Moreover, the uncertainties associated with the elements of the model are clearly communicated to the end-user adopting a concept of strength-of-knowledge. The model can be used to suggest proper risk-control-measures to mitigate the risk. By running uncertainty and sensitivity analyses of the model, the areas that need more research for making educated decisions are defined. The model suggests the high-level critical parameters that need proper control measures are complexity of waterways, traffic situations encountered, and off-coursed ships. The critical area that calls for more investigation is the onboard presence of a sea-pilot.en
dc.description.versionPeer revieweden
dc.format.extent16
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationMazaheri, A, Montewka, J & Kujala, P 2016, 'Towards an evidence-based probabilistic risk model for ship-grounding accidents', Safety Science, vol. 86, pp. 195-210. https://doi.org/10.1016/j.ssci.2016.03.002en
dc.identifier.doi10.1016/j.ssci.2016.03.002en_US
dc.identifier.issn0925-7535
dc.identifier.issn1879-1042
dc.identifier.otherPURE UUID: fac34927-0266-47dd-895f-5d2b8d1662c0en_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/fac34927-0266-47dd-895f-5d2b8d1662c0en_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/11427281/mazaheri_safety_science.pdf
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/25987
dc.identifier.urnURN:NBN:fi:aalto-201705114362
dc.language.isoenen
dc.publisherElsevier
dc.relation.ispartofseriesSafety Scienceen
dc.relation.ispartofseriesVolume 86, pp. 195-210en
dc.rightsopenAccessen
dc.subject.keywordBayesian Belief Networken_US
dc.subject.keywordEvidenced-based modelingen_US
dc.subject.keywordShip-groundingen_US
dc.subject.keywordStrength of knowledgeen_US
dc.titleTowards an evidence-based probabilistic risk model for ship-grounding accidentsen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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