基于故障树和产生式规则的故障诊断专家系统设计  被引量:5

Design of fault diagnosis expert system based on fault tree and production rules

在线阅读下载全文

作  者:宋龙飞 陈玉清[1] 金振俊 SONG Longfei;CHEN Yuqing;JIN Zhenjun(College of Nuclear Science and Technology,Naval University of Engineering,Wuhan 430033,China;The 92730 Unit of PLA,Sanya 572000,China)

机构地区:[1]海军工程大学核科学技术学院,湖北武汉430033 [2]中国人民解放军92730部队,海南三亚572000

出  处:《中国舰船研究》2024年第S01期84-92,共9页Chinese Journal of Ship Research

摘  要:[目的]为充分运用核动力装置的运行管理经验辅助核动力操纵人员进行故障诊断,设计一种船用核动力装置故障诊断专家系统。[方法]首先,根据故障树与产生式规则之间的逻辑一致性,提出一种将故障树知识转化为产生式规则的方法;然后,对采用正、反向混合推理方法的专家系统知识库和推理机进行优化设计,并依据故障树最小割集和重要度分析结果设计正向推理策略以简化推理流程;最后,根据人工对故障状态判断的思路设计状态监测模块,实时采集关键设备参数以转化为专家系统可识别的设备信息。[结果]结果显示,采用所提方法可解决专家系统知识获取困难的问题,能在保证推理准确度的前提下提升推理效率,实现了专家系统的在线故障诊断功能。[结论]研究表明采用所提方法可提升专家系统获取知识的能力和推理效率,对保障核动力装置的运行管理安全具有重要意义。[Objective]To fully utilize the experience of nuclear power plant operation and management to assist nuclear power operators in fault diagnosis,a marine nuclear power plant fault diagnosis expert system is designed.[Method]First,based on the logical consistency between fault trees and production rules,a method is proposed to transform fault tree knowledge into production rules.The knowledge base and inference machine of the expert system are then optimized by using a mixed forward and backward inference method,and a forward inference strategy is designed to simplify the inference process based on the minimum cut set and importance analysis results of the fault tree.Finally,based on the idea of manually judging the fault status,a status monitoring module is designed to collect key equipment parameters in real time and convert them into equipment information that can be recognized by expert systems.[Results]The results show that the proposed method solves the problem of difficult knowledge acquisition in expert systems and improves inference efficiency while ensuring inference accuracy,thereby achieving the online fault diagnosis function of expert systems.[Conclusion]Using the proposed method can enhance the knowledge acquisition ability and inference efficiency of expert systems,which is of great significance for ensuring the operational management safety of nuclear power plants.

关 键 词:核动力装置 故障树 专家系统 产生式规则 故障诊断 

分 类 号:U674.921[交通运输工程—船舶及航道工程]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象