Dependence assessment of human operators in advanced main control rooms considering uncertainty and dynamic situations

IF 2.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY
Xuying Huang , Haiyong Wang , Xiaoyan Su
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引用次数: 0

Abstract

In human reliability analysis (HRA), dependence assessment is of particular importance, especially in nuclear engineering. For operators in advanced main control rooms (MCRs), many dependence assessment methods are derived from the Technique for Human Error Rate Prediction (THERP), which may lack traceability and repeatability. Moreover, existing studies tend to overlook the dynamic aspects of operator dependence. We propose a combination of decision trees (DTs) and Dempster–Shafer evidence theory (DSET) for assessing operator dependence in advanced MCRs under uncertain, dynamic conditions. Firstly, experts identify influence factors, which analysts then assess against specific conditions. Secondly, analysts model these judgments with DSET and apply Dempster’s rule to fuse evidence and reduce uncertainty. Thirdly, a DT model classifies the operator dependence level, and a modified THERP method calculates the conditional human error probability (CHEP). Finally, a shift-change scenario illustrates dynamic dependence assessment. Case study on a residual-removal system breach demonstrates its practicality and flexibility.
考虑不确定性和动态情况的高级主控室人工操作人员依赖性评估
在人的可靠性分析(HRA)中,依赖性评估尤其重要,特别是在核工程中。对于先进主控室(mcr)的操作人员来说,许多依赖评估方法源自于人为错误率预测技术(THERP),可能缺乏可追溯性和可重复性。此外,现有的研究往往忽视了操作员依赖的动态方面。我们提出了决策树(DTs)和Dempster-Shafer证据理论(DSET)的组合,用于评估不确定动态条件下高级mcr中的操作员依赖性。首先,专家确定影响因素,然后分析师根据具体情况进行评估。其次,分析人员使用DSET对这些判断进行建模,并应用Dempster规则来融合证据并减少不确定性。再次,利用DT模型对算子依赖程度进行分类,利用改进的THERP方法计算条件人为错误概率(CHEP)。最后,shift-change场景说明了动态依赖评估。通过对残馀清除系统违规的实例分析,验证了该方法的实用性和灵活性。
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来源期刊
Annals of Nuclear Energy
Annals of Nuclear Energy 工程技术-核科学技术
CiteScore
4.30
自引率
21.10%
发文量
632
审稿时长
7.3 months
期刊介绍: Annals of Nuclear Energy provides an international medium for the communication of original research, ideas and developments in all areas of the field of nuclear energy science and technology. Its scope embraces nuclear fuel reserves, fuel cycles and cost, materials, processing, system and component technology (fission only), design and optimization, direct conversion of nuclear energy sources, environmental control, reactor physics, heat transfer and fluid dynamics, structural analysis, fuel management, future developments, nuclear fuel and safety, nuclear aerosol, neutron physics, computer technology (both software and hardware), risk assessment, radioactive waste disposal and reactor thermal hydraulics. Papers submitted to Annals need to demonstrate a clear link to nuclear power generation/nuclear engineering. Papers which deal with pure nuclear physics, pure health physics, imaging, or attenuation and shielding properties of concretes and various geological materials are not within the scope of the journal. Also, papers that deal with policy or economics are not within the scope of the journal.
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