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中央研究院软件研发部 谈群
摘要:水电站设备故障成因复杂、关联性强,研究故障之间的成因关系及发生概率有助于快速确定故障原因和制定排查计划。根据专家经验与历史故障数据构建了水电站设备知识图谱,设计了基于知识图谱的智能故障诊断算法,利用 Noisy Or 模
型实现一种近似推理算法,实现了根因的定量分析,基于图推理分析相关现象和熵理论实现了排查建议的优化计算。系统给出全面、详细的建议和解释信息,允许用户自由交互,可以帮助用户快速排查故障。系统具有不依赖历史数据、准确性高、可解
释性强、可动态更新等优点。
关键词:水电站;故障诊断;知识图谱;图推理;熵
0 引言
近年来,我国的水电建设事业飞速发展,2022 年水电装
机容量达到 4.135 亿 kW,水力发电已成为发电产业中的中坚
力量,取得了许多举世瞩目的成就 [1]。随着水电站装机容量
的提升,水电设备的维修保养和故障诊断也越来越重要,对
机组的检修、维护、运行、管理提出了更高的要求 [2]。水电
站工作者需要对水电站的机电设备进行定期的维护检修以保
障机电设备的正常运行 [3]。传统的人工巡检费时费力,容易
导致漏检,且存在诸多限制条件,效率低、成本高 [4-5]。同
时,水电站设备故障机理复杂,受水力、电气、机械及环境
等多种因素影响,一旦出现故障,如果不能及时查找故障原
因并及时处理,将带来严重的后果。此外,水电站设备之间
关系密切,相互耦合构成有机整体,设备分析与诊断需要关
联相关设备状态 [6]。因此,对水电站维修巡检方案进行统计
分析,考虑设备、故障之间的关联,结合专家经验建立故障
根因分析方法对水电设备的检修和维护具有重要意义。
知识图谱是人工智能领域的一个重要分支,以结构化的
形式描述客观世界中概念、实体及其之间的关系,将信息表
达成更接近人类认知世界的形式 [7],提供了一种更好地组织、
管理和利用知识的能力,广泛应用于智能搜索、智能问答、
辅助决策、风险预警等领域。
由于知识图谱技术良好的可解释性,以及可以有效地利
用专家知识,减少对故障数据的依赖性,在故障诊断领域越
来越受到重视。刘鑫等 [8-9] 在故障诊断分析领域引入知识
图谱相关技术思想,提出了基于本体的故障知识图谱构建方
法,解决了故障知识与故障数据自动对接、自动推理生成故
障传播链、按图索骥查询故障传播可解释性知识等问题。许
祺等 [10-13] 将知识图谱技术引入电力、航空等领域,提出
了基于知识图谱的故障分析框架和实现手段,建立了智能故
障诊断或智能问答系统。Yang 等 [14-15] 针对复杂的工业过
程或设备,提出了基于知识图谱和贝叶斯网络的故障诊断方
法,将经验知识融入到智能诊断过程中,实现了多源故障检
测和诊断框架。当前的研究以基于知识图谱的定性推理为主、
分析故障原因,缺少对相关现象及排查建议的分析。
本文基于专家经验与历史故障数据构建了水电站设备知
识图谱,设计了基于知识图谱的智能故障诊断算法,实现了
定量的根因分析,根据图推理分析相关现象和熵理论实现了
排查建议的优化计算,系统给出全面、详细的建议和解释信息,
允许用户自由交互,可以帮助用户快速排查故障。
1 知识图谱设计
用知识图谱表达故障之间的影响关系,可以采用简化的
Noisy Or[16] 模型表示,当多个原因导致同一个后果时,假
设多个原因之间相互独立。如图 1 所示,左侧 Noisy Or 模型
描述了三个故障的关系,表示当 A 发生时,有 0.6 的概率导
致 C 发生,当 B 发生时,有 0.8 的概率导致 C 发生,当 A 与 B
均不发生时,C 不会发生,那么当 A 与 B 均发生时,C 发生的
概率为:
P(C|A,B)=1-(1-0.8)*(1-0.6)=0.92(1)
因此,该模型与具有右侧条件概率表(CPT)的贝叶斯模
型等价。
图 1 Noisy Or 模型与 CPT 对应关系
基于专家经验及历史故障数据(如系统故障数据库、相
关的专业领域文献资料、各类传感器数据等),构建了水电
站设备故障知识图谱,以有向无环图描述所有设备故障之间
的影响关系。在 Neo4j 图数据库中完成了建模,以机组轴承
温度升高故障为例,图谱如图 2 所示,描述了机组轴承温度
升高可能的根因及相关故障现象,黄色节点表示根因,蓝色
节点表示非根因故障。
图 2 水电站设备知识图谱示例
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