|本期目录/Table of Contents|

[1]张峤,邓贵仕.煤矿作业人员人因可靠性的径向基神经网络评价模型研究[J].中国安全生产科学技术,2015,11(5):142-147.[doi:10.11731/j.issn.1673-193x.2015.05.022]
 ZHANG Qiao,DENG Gui-shi.Study on evaluation model for human reliability of coalmine workers based on RBF neutral network[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2015,11(5):142-147.[doi:10.11731/j.issn.1673-193x.2015.05.022]
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煤矿作业人员人因可靠性的径向基神经网络评价模型研究
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《中国安全生产科学技术》[ISSN:1673-193X/CN:11-5335/TB]

卷:
11
期数:
2015年5期
页码:
142-147
栏目:
职业安全卫生管理与技术
出版日期:
2015-05-30

文章信息/Info

Title:
Study on evaluation model for human reliability of coalmine workers based on RBF neutral network
作者:
张峤邓贵仕
(大连理工大学 系统工程研究所,辽宁 大连116023)
Author(s):
ZHANG Qiao DENG Gui-shi
(Institute of System Engineering, Dalian University of Technology, Dalian Liaoning 116023, China)
关键词:
径向基神经网络煤矿作业人员人因可靠性分布系数Matlab仿真
Keywords:
RBF neutral network coalmine workers human reliability distribution coefficient Matlab simulation
分类号:
X913.4
DOI:
10.11731/j.issn.1673-193x.2015.05.022
文献标志码:
A
摘要:
依据人因可靠性原理、事故致因理论,结合煤矿生产系统的特点,提出了观测可靠度的概念,确立了一系列便于统计和赋值的人因可靠性评价指标。针对人因失误事件过程的动态性、复杂性以及数据的不完整性,利用径向基(RBF)神经网络学习速度快、抗干扰能力强的特点,建立了基于RBF神经网络的煤矿作业人员人因可靠性评价模型。对于岗位工龄短或有效记录不足的煤矿作业人员,利用训练好的RBF神经网络模型进行人因可靠性评价,经过实例验算证实了模型的可信性。
Abstract:
Based on the human reliability principle and accident causation theory, combining with the characteristics of coalmine production systems, the concept of observed reliability was put forward, and a series of evaluation indices for human reliability being facilitated to statistics and assign were established. An evaluation model for human reliability of coalmine workers based on RBF neural network was proposed and constructed in light of the dynamic and complicated accident process and data imperfection of human errors, considering about the fast learning speed and strong anti-interference characteristics of RBF neural network. The optimized RBF neural network model was applied to evaluate the human reliability of workers with short job seniority or insufficient job record, and the model was verified to be credible by checking up actual examples.

参考文献/References:

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更新日期/Last Update: 2015-05-30