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

机译:建立基于证据的船舶着陆事故概率风险模型

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摘要

Most 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.
机译:大多数船舶着陆事故的风险模型都没有充分利用现有证据,因为它基于事故统计数据和专家意见。此类模型的主要问题是它们在支持针对接地事故的风险管理过程方面的局限性,因为它们无法充分反映现实情况。本文提出了一种基于证据和专家支持的方法,以构建一个模型来评估船舶搁浅事故的可能性,使其更适合于风险管理目的。该方法侧重于使用从实际事故和事件报告中提取的船舶着陆事故的证据数据,以及专家对报告不支持的联系和概率的判断。发达的概率模型以因果关系收集了舰船着陆事故中的证据促成因素。该模型的结果是在考虑到影响因素的先验概率和后验概率的情况下发生船舶着陆事故的概率。此外,采用知识强度的概念将与模型元素相关的不确定性清楚地传达给最终用户。该模型可用于建议适当的风险控制措施以减轻风险。通过对模型进行不确定性和敏感性分析,可以确定需要更多研究以做出有根据的决策的领域。该模型表明,需要采取适当控制措施的高级别关键参数是水路的复杂性,遇到的交通情况和偏航船舶。要求进行更多调查的关键区域是海上驾驶员在船上的存在。

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