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Application of HMM-BK Reasoning Method in Multiple Sectioned Bayesian Networks

机译:HMM-BK推理方法在多节贝叶斯网络中的应用

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摘要

HMM-BK method under MSDBNs architecture is proposed in order to conduct state detection and realtime fault diagnosis for complex uncertain systems. This method can update node parameters of the entire model network timely according to the partial data which are provided by the sensors and then being inputted into the network as new proofs. It can meet the deficiency of reasoning ability caused by deletion of sensor data during actual system operation. Deaerator damage model is established and the method is applied for fault diagnosis. Experimental analysis shows that the method is correct and effective.
机译:为了对复杂的不确定系统进行状态检测和实时故障诊断,提出了MSDBNs架构下的HMM-BK方法。该方法可以根据传感器提供的部分数据及时更新整个模型网络的节点参数,然后作为新的证据输入到网络中。它可以解决在实际系统运行过程中由于删除传感器数据而导致推理能力不足的问题。建立了除氧器损伤模型,并将其用于故障诊断。实验分析表明该方法是正确有效的。

著录项

  • 来源
    《Journal of information and computational science》 |2015年第17期|6575-6583|共9页
  • 作者单位

    Research Institute of Warship Equipment Simulation Technology, Naval University of Engineering Wuhan 430033, China ,Military Key Laboratory for Naval Ship Power Engineering, Naval University of Engineering Wuhan 430033, China;

    Research Institute of Warship Equipment Simulation Technology, Naval University of Engineering Wuhan 430033, China ,Military Key Laboratory for Naval Ship Power Engineering, Naval University of Engineering Wuhan 430033, China;

    Automation Teaching and Research Institute of Marine Power Plant, Naval University of Engineering Wuhan 430033, China;

    Automation Teaching and Research Institute of Marine Power Plant, Naval University of Engineering Wuhan 430033, China;

    Research Institute of Warship Equipment Simulation Technology, Naval University of Engineering Wuhan 430033, China ,Military Key Laboratory for Naval Ship Power Engineering, Naval University of Engineering Wuhan 430033, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    HMM-BK; Multiple Sectioned Bayesian Networks; Application;

    机译:HMM-BK;多节贝叶斯网络;应用;
  • 入库时间 2022-08-18 02:11:25

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