首页|核电厂数字化人机界面管理任务认知可靠性评估模型研究

核电厂数字化人机界面管理任务认知可靠性评估模型研究

扫码查看
数字化核电厂界面管理任务影响第一类任务的性能,可能引发新的人因问题,针对这一状况,本文基于数字化核电厂界面管理任务,对监视、状态评估、执行 3 个认知过程分别建立了影响因子,基于反向传播(BP)神经网络构建了认知可靠性评估模型,为人因可靠性分析提供指导.分别选择了 3 个不同认知阶段的训练样本和测试样本,以线性加权法计算获得的结果作为神经网络训练过程的期望输出,分别获得了 3 个认知过程可靠性神经网络评价模型,训练结果表明,3 个认知阶段的训练误差能达到预期目标,测试误差与目标误差基本一样,均达到可接受的范围,该模型能应用于数字化核电厂界面管理任务人因可靠性评价.
Study on the Cognitive Reliability Evaluation Model for the Digital Human-Computer Interface Management Task of Nuclear Power Plant
The interface management task of digital nuclear power plant affects the performance of the first task,then new problems about human factors can come into being.Aim at the situation,the influencing factors and cognitive reliability model based on the BP neural network are proposed in this paper for three cognitive phases including monitoring,situation evaluation,executing based on the interface management task of digital nuclear power plant,it provides guidance for human reliability analysis.The training and testing samples from three different cognitive stages were selected respectively,and the results obtained by using the linear weighting method were used as the expected output of the neural network training process.The reliability neural network evaluation models of three cognitive processes were obtained.The training results show that the training errors of three cognitive stages could achieve the expected goals,and the testing errors are almost consistent with target errors,the errors are in an acceptable range.The model can be applied to human reliability evaluation of digital nuclear power plant interface management tasks.

Interface management taskImpact factorsCognitive reliability

赵明、刘东林、蒋建军、胡鸿、青涛、代俭英、席钌姿

展开 >

中核核电运行管理有限公司,浙江 海盐 314300

湖南工学院安全与管理工程学院,湖南 衡阳 421002

界面管理任务 影响因子 认知可靠性

2024

核科学与工程
中国核学会

核科学与工程

CSTPCD北大核心
影响因子:0.586
ISSN:0258-0918
年,卷(期):2024.44(5)