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Insulation fault diagnosis based on group grey relational grade analysis method for power transformers 被引量:5
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作者 董立新 肖登明 刘奕路 《Journal of Southeast University(English Edition)》 EI CAS 2005年第2期175-179,共5页
Utilising dissolved gases analysis, a new insulation fault diagnosis methodfor power transformers is proposed. This method is based on the group grey relational grade analysismethod. First, according to the fault type... Utilising dissolved gases analysis, a new insulation fault diagnosis methodfor power transformers is proposed. This method is based on the group grey relational grade analysismethod. First, according to the fault type and grey reference sequence structure, some typicalfault samples are divided into several sets of grey reference sequences. These sets are structuredas one grey reference sequence group. Secondly, according to a new calculation method of the greyrelational coefficient, the individual relational coefficient and grade are computed. Then accordingto the given calculation method for the group grey relation grade, the group grey relational gradeis computed and the group grey relational grade matrix is structured. Finally, according to therelational sequence, the insulation fault is identified for power transformers. The results of alarge quantity of instant analyses show that the proposed method has higher diagnosis accuracy andreliability than the three-ratio method and the traditional grey relational method. It has goodclassified diagnosis ability and reliability. 展开更多
关键词 dissolved gases analysis group grey relational grade fault diagnosis
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Grey System Judgment on Reliability of Mechanical Equipment 被引量:7
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作者 LUO You xin, GUO Hui xin, ZHANG Long ting, CAI An hui, PENG Zhu Department of Mechanical Engineering,Changde Teachers University, Changde 415003, P.R.China 《International Journal of Plant Engineering and Management》 2001年第3期156-163,共8页
he Grey system theory -was applied in reliability analysis of mechanical equip-ment. It is a new theory and method in reliability engineering of mechanical engineering of mechanical equipment. Through the Grey forecas... he Grey system theory -was applied in reliability analysis of mechanical equip-ment. It is a new theory and method in reliability engineering of mechanical engineering of mechanical equipment. Through the Grey forecast of reliability parameters and the reliability forecast of parts and systems, decisions were made in the real operative state of e-quipment in real time. It replaced the old method that required mathematics and physical statistics in a large base of test data to obtain a pre-check , and it was used in a practical problem. Because of applying the data of practical operation state in real time, it could much more approach the real condition of equipment; it-was applied to guide the procedure and had rather considerable economic and social benefits. 展开更多
关键词 grey GM(1 1) model fault diagnosis trend prediction grey judgement RELIABILITY
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Average Incremental Correlation Analysis Model and Its Application in Fault Diagnosis
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作者 刘解放 刘思峰 +1 位作者 吴利丰 方志耕 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第5期541-548,共8页
The concept of average incremental correlation degree is put forward.It has been proved that the average incremental correlation model has such properties as parallelism,consistency,affine,affine transformation isoton... The concept of average incremental correlation degree is put forward.It has been proved that the average incremental correlation model has such properties as parallelism,consistency,affine,affine transformation isotonicity and interference factors independence,and it will not lead to changes of the sequence order relation because of the data transformation.Therefore,the new model keeps good stability.Finally,the incremental average correlation model is applied to failure model analysis of equipment,and an ideal diagnostic effect is obtained. 展开更多
关键词 average increment grey correlation analysis fault diagnosis EQUIPMENT
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A Diagnosis Method of Vibration Fault of a Steam Turbine Based on Information Entropy and Grey Correlation Analysis
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作者 CHEN Fei HUANG Shu-hong ZHANG Yan-ping GAO Wei YANG Tao 《International Journal of Plant Engineering and Management》 2009年第4期206-211,共6页
The vibration fault, one of the common faults in the steam turbine generator unit, brings great damage to the production and the running process. It is well known that the information entropy is to describe the degree... The vibration fault, one of the common faults in the steam turbine generator unit, brings great damage to the production and the running process. It is well known that the information entropy is to describe the degree of indeterminacy of the system, so the information entropy can be used to measure Despite its efficiency, one kind of information entropy is just enabled to identify make up for this limitation, based on nalysis was studied for vibration fault the vibration condition of the unit. certain part of the faults. In order to the faulty signals collected from the rotor test platform, the grey correlation adiagnosis of steam turbine shafting in this paper. The reference faulty matrix and the calculation model of grey correlation degree was established based on three kinds of information entropy. The analysis shows that grey correlation analysis is a useful method for fault diagnosis of shafting and can be used as a quantitative index for fault diagnosis. 展开更多
关键词 steam turbine vibration fault diagnosis information entropy grey correlation analysis
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NOVEL GENERALIZED GREY INCIDENCE MODEL BASED ON INTERVAL GREY NUMBERS 被引量:4
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作者 谢乃明 郑静 辛江慧 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2012年第2期118-124,共7页
To extend the traditional generalized grey incidence model, a novel grey incidence model based on inter- val grey numbers is constructed. Considering the numerical information of indexes cannot be accurately obtained ... To extend the traditional generalized grey incidence model, a novel grey incidence model based on inter- val grey numbers is constructed. Considering the numerical information of indexes cannot be accurately obtained and can be defined as interval grey numbers, the interval grey numbers are defined as standard interval grey num- bers which are split in white part and grey part. The absolute degree of incidence and relative degree of incidence based on the interval grey numbers are constructed and their arithmetic are given. Finally, an example about commercial aircraft index selection illuminates the effectiveness of the model. The results show that the model can sort indexes better and can extend the grey incidence models significantly. 展开更多
关键词 grey system grey incidence analysis standard interval grey number absolute degree of incidencerelative degree of incidence
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MULTIVARIATE ABSOLUTE DEGREE OF GREY INCIDENCE BASED ON DISTRIBUTION CHARACTERISTICS OF POINTS
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作者 张可 王岩 +1 位作者 辛江慧 许叶军 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2012年第2期145-151,共7页
The analysis result of absolute degree of grey incidence for multivariate time series is often inconsistent with the qualitative analysis. To overcome this shortage, a multivariate absolute degree of grey incidence ba... The analysis result of absolute degree of grey incidence for multivariate time series is often inconsistent with the qualitative analysis. To overcome this shortage, a multivariate absolute degree of grey incidence based on distribution characteristics of points is proposed. Based on the geometric description of multivariate time se- ries, the neighborhood extrema are extracted in the different regions, and a characteristic point set is constructed. Then according to the distribution of the characteristic point set, a characteristic point sequence reflecting the ge- ometric features of multivariate time series is obtained. The incidence analysis between multivariate time series is transformed into the relational analysis between characteristic point sequences, and a grey incidence model is established. The model possesses the properties of translational invariance, transpose and rank transform invari- ance, and satisfies the grey incidence analysis axioms. Finally, two cases are studied and the results prove the ef- fectiveness of the model. 展开更多
关键词 grey system absolute degree of grey incidences multivariate time series similarity measure
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Grey GM(1,1) Model with Function-Transfer Method for Wear Trend Prediction and its Application 被引量:11
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作者 LUO You xin 1 , PENG Zhu 2 , ZHANG Long ting 1 , GUO Hui xin 1 , CAI An hui 1 1Department of Mechanical Engineering, Changde Teachers University, Changde 415003, P.R. China 2 Engineering Technology Board, Changsha Cigare 《International Journal of Plant Engineering and Management》 2001年第4期203-212,共10页
Trend forecasting is an important aspect in fault diagnosis and work state supervision. The principle, where Grey theory is applied in fault forecasting, is that the forecast system is considered as a Grey system; the... Trend forecasting is an important aspect in fault diagnosis and work state supervision. The principle, where Grey theory is applied in fault forecasting, is that the forecast system is considered as a Grey system; the existing known information is used to infer the unknown information's character, state and development trend in a fault pattern, and to make possible forecasting and decisions for future development. It involves the whitenization of a Grey process. But the traditional equal time interval Grey GM (1,1) model requires equal interval data and needs to bring about accumulating addition generation and reversion calculations. Its calculation is very complex. However, the non equal interval Grey GM (1,1) model decreases the condition of the primitive data when establishing a model, but its requirement is still higher and the data were pre processed. The abrasion primitive data of plant could not always satisfy these modeling requirements. Therefore, it establishes a division method suited for general data modeling and estimating parameters of GM (1,1), the standard error coefficient that was applied to judge accuracy height of the model was put forward; further, the function transform to forecast plant abrasion trend and assess GM (1,1) parameter was established. These two models need not pre process the primitive data. It is not only suited for equal interval data modeling, but also for non equal interval data modeling. Its calculation is simple and convenient to use. The oil spectrum analysis acted as an example. The two GM (1,1) models put forward in this paper and the new information model and its comprehensive usage were investigated. The example shows that the two models are simple and practical, and worth expanding and applying in plant fault diagnosis. 展开更多
关键词 grey GM (1 1) model fault diagnosis function transfer method trend prediction
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以模糊聚类标准谱与灰色关联序诊断变压器内部故障的方法研究 被引量:11
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作者 李俭 孙才新 +1 位作者 廖瑞金 周湶 《仪器仪表学报》 EI CAS CSCD 北大核心 2004年第5期587-589,共3页
通过对变压器故障和以 DGA为特征量的症状之间难以量化的模糊和灰色特征的分析 ,采用模糊聚类分析方法获取 c个聚类中心 ,根据聚类中心的物理和数学意义 ,这 c个聚类中心组成变压器故障诊断的标准谱 ,利用灰色关联分析原理 ,求出待诊模... 通过对变压器故障和以 DGA为特征量的症状之间难以量化的模糊和灰色特征的分析 ,采用模糊聚类分析方法获取 c个聚类中心 ,根据聚类中心的物理和数学意义 ,这 c个聚类中心组成变压器故障诊断的标准谱 ,利用灰色关联分析原理 ,求出待诊模式与各标准模式的关联序 ,实现故障诊断 ,进而提出了灰色关联分析和模糊聚类相结合的变压器故障诊断新方法。并经实例证明 。 展开更多
关键词 变压器 内部故障 DGA 故障诊断 特征量 实例 模糊 灰色关联序 方法研究 诊断准确率
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灰色关联分析法在汽车零部件故障分析中的应用 被引量:13
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作者 赵韩 张彦 +1 位作者 方艮海 张代胜 《农业机械学报》 EI CAS CSCD 北大核心 2005年第8期125-128,共4页
介绍了灰色关联分析的有关理论,并采用该方法在汽车零部件的故障诊断中研究系统的故障特征与内部特征之间的相关性,确定实际模式归属于某个标准模式,并对故障树诊断进行综合分析。实例诊断表明,这种方法是有效可行的,并且诊断结果可靠。
关键词 灰色系统 灰色关联度 故障诊断
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基于熵权和灰关联度的变压器故障诊断 被引量:21
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作者 赵峰 李硕 《电工电能新技术》 CSCD 北大核心 2015年第1期57-61,共5页
油中气体分析是诊断变压器故障的重要方法,但是传统的三比值法存在缺陷。针对变压器故障诊断时信息不完全的问题,提出了结合熵权法和加权灰关联度模型用于变压器故障诊断。该方法利用熵权法确定指标客观权重,通过计算加权关联度判断变... 油中气体分析是诊断变压器故障的重要方法,但是传统的三比值法存在缺陷。针对变压器故障诊断时信息不完全的问题,提出了结合熵权法和加权灰关联度模型用于变压器故障诊断。该方法利用熵权法确定指标客观权重,通过计算加权关联度判断变压器故障类型。熵权法和加权灰关联度模型相结合充分利用了油中气体数据的全部信息,且发挥了灰关联度适用于小样本、贫信息系统的优势,避免了局部关联和信息损失的缺陷。实例分析结果表明,该方法具有较好的识别变压器故障的效果。 展开更多
关键词 加权灰关联度 变压器 故障诊断
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基于灰熵优化加权灰色关联度模型的核动力装置故障诊断技术 被引量:3
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作者 孔衍 任鑫 +1 位作者 王川 李振杰 《原子能科学技术》 EI CAS CSCD 北大核心 2012年第B09期361-365,共5页
核动力装置作为一种复杂的灰色系统,故障和征兆间并无确定的对应关系,这使故障诊断变得十分困难。针对该问题,本文提出了基于灰熵优化加权灰色关联度的模型,并建立了故障诊断系统。为验证系统有效性,以核动力装置冷凝器典型故障为例进... 核动力装置作为一种复杂的灰色系统,故障和征兆间并无确定的对应关系,这使故障诊断变得十分困难。针对该问题,本文提出了基于灰熵优化加权灰色关联度的模型,并建立了故障诊断系统。为验证系统有效性,以核动力装置冷凝器典型故障为例进行了仿真研究。结果表明:该系统诊断结论准确可靠、计算速度较快,可满足实时诊断要求,且具有稳定性好、故障分辨率高等特点。 展开更多
关键词 加权灰色关联度 核动力装置 故障诊断 冷凝器
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基于接触模型和峭度最优Laplace小波的滚动轴承量化诊断 被引量:3
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作者 袁幸 朱永生 +1 位作者 张优云 洪军 《振动工程学报》 EI CSCD 北大核心 2012年第6期643-650,共8页
研究了滚动轴承损伤量化诊断中的正反问题。通过对轴承界面相互作用的动态接触理论及摩擦学系统行为的研究,运用振动传递路径表征物理模型。该模型计及负荷分布、游隙的影响,考虑接触滑移、分离作用,由表面轮廓变化描述局部损伤扩展,由... 研究了滚动轴承损伤量化诊断中的正反问题。通过对轴承界面相互作用的动态接触理论及摩擦学系统行为的研究,运用振动传递路径表征物理模型。该模型计及负荷分布、游隙的影响,考虑接触滑移、分离作用,由表面轮廓变化描述局部损伤扩展,由测量信号修正模型参数,实现真实工况下轴承服役与数值模拟的有机结合。通过正问题求解构造峭度最优Laplace小波来提取无量纲指标,进而形成损伤矩阵数据库。将反问题计算转化为多维优化问题,利用灰色关联度寻优求解出与输入值最近的样本点,进而测出轴承损伤的位置和具体尺寸。最后的实例分析表明,此方法具有较好的精度和鲁棒性,且易于在工程实践中推广。 展开更多
关键词 故障诊断 滚动轴承 灰色关联度 接触模型 正反问题
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基于EMD-AR模型和灰色关联度的滚动轴承故障诊断 被引量:8
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作者 袁幸 段志善 孙颖宏 《轴承》 北大核心 2008年第1期30-32,共3页
提出了一种新的滚动轴承故障诊断方法:模型灰色识别法(EMD-AR)。首先对振动信号进行经验模式EMD分解,然后重新组合基本模式分量IMF,依重组分量建立AR模型,将模型自回归参数和模型的残差方差σ组成特征向量,利用灰色关联度作为模式识... 提出了一种新的滚动轴承故障诊断方法:模型灰色识别法(EMD-AR)。首先对振动信号进行经验模式EMD分解,然后重新组合基本模式分量IMF,依重组分量建立AR模型,将模型自回归参数和模型的残差方差σ组成特征向量,利用灰色关联度作为模式识别的方法,实现了对滚动轴承的精密诊断。 展开更多
关键词 滚动轴承 经验模式分解 AR模型 灰色关联度 故障诊断
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基于ITD和灰色关联度的轴承故障诊断方法 被引量:2
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作者 裴峻峰 陈园丽 +1 位作者 代云聪 黄显茹 《轴承》 北大核心 2014年第2期48-51,共4页
根据滚动轴承故障信号的非平稳特点及振动信号的强噪声背景,提出一种基于固有时间尺度分解(ITD)和灰色关联度的轴承故障诊断方法。首先利用ITD法将轴承振动信号分解为若干个固有旋转分量,进而提取故障特征参数,然后通过计算标准故障模... 根据滚动轴承故障信号的非平稳特点及振动信号的强噪声背景,提出一种基于固有时间尺度分解(ITD)和灰色关联度的轴承故障诊断方法。首先利用ITD法将轴承振动信号分解为若干个固有旋转分量,进而提取故障特征参数,然后通过计算标准故障模式与待识别样本的灰色关联度对轴承故障类型进行判断。实例表明,ITD法可较好地分解轴承故障振动信号,结合灰色关联度可成功用于轴承故障在线监测与诊断,有效识别轴承工作状态。 展开更多
关键词 滚动轴承 固有时间尺度分解 灰色关联度 故障诊断
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基于信息熵的涡旋压缩机故障诊断研究 被引量:2
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作者 刘涛 黄成东 《压缩机技术》 2012年第1期1-4,8,共5页
为了定量描述涡旋压缩机运行状态,在状态特征提取的基础上,从振动信号分析的思路出发,结合信息论中熵和灰关联度的理论,建立了一种基于时域的奇异谱熵、频域的功率谱熵、时-频域小波能量谱熵和小波空间特征谱熵的故障诊断方法,并作为综... 为了定量描述涡旋压缩机运行状态,在状态特征提取的基础上,从振动信号分析的思路出发,结合信息论中熵和灰关联度的理论,建立了一种基于时域的奇异谱熵、频域的功率谱熵、时-频域小波能量谱熵和小波空间特征谱熵的故障诊断方法,并作为综合评价涡旋压缩机振动状态的定量特征指标,可实现对涡旋压缩机几种故障的较好识别,证明了该故障诊断方法的有效性。 展开更多
关键词 涡旋压缩机 信息熵 灰关联度 故障诊断
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基于改进加权灰关联度的变压器故障诊断 被引量:8
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作者 鲁思光 李硕 《高压电器》 CAS CSCD 北大核心 2014年第7期83-87,共5页
变压器故障征兆与原因之间的关系错综复杂,是一个复杂的灰色系统,所以变压器故障诊断的难度高,准确性低。针对上述问题,提出了一种新的加权灰色关联度模型,利用熵权法赋予权重值。改进的灰色模型具有如下优点:提高了灰关联分析的可靠性... 变压器故障征兆与原因之间的关系错综复杂,是一个复杂的灰色系统,所以变压器故障诊断的难度高,准确性低。针对上述问题,提出了一种新的加权灰色关联度模型,利用熵权法赋予权重值。改进的灰色模型具有如下优点:提高了灰关联分析的可靠性和准确度;降低了系统干扰带来的误差。并以氢气、甲烷、乙炔、乙烷和乙烯5种油中分解气体为特征参数,验证新模型的实际诊断效果。验证结果表明,改进的灰关联模型能找出故障类型,提高了故障诊断的准确率,有效性超过了三比值法和一般关联度方法。 展开更多
关键词 加权关联度 变压器 故障诊断
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Environmental stress level evaluation approach based on physical model and interval grey association degree 被引量:7
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作者 Deng Guanqian Qiu Jing +1 位作者 Liu Guanjun Lv Kehong 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期456-462,共7页
Associating environmental stresses (ESs) with built-in test (BIT) output is an important means to help diagnose intermittent faults (IFs). Aiming at low efficiency in association of traditional time stress measu... Associating environmental stresses (ESs) with built-in test (BIT) output is an important means to help diagnose intermittent faults (IFs). Aiming at low efficiency in association of traditional time stress measurement device (TSMD), an association model is built. Thereafter, a novel approach is given to evaluate the integrated environmental stress (IES) level. Firstly, the selection principle and approach of main environmental stresses (MESs) and key characteristic parameters (KCPs) are presented based on fault mode, mechanism, and ESs analysis (FMMEA). Secondly, reference stress events (RSEs) are constructed by dividing IES into three stress levels according to its impact on faults; and then the association model between integrated environmental stress event (IESE) and BIT output is built. Thirdly, an interval grey association approach to evaluate IES level is proposed due to the interval number of IES value. Consequently, the association output can be obtained as well. Finally, a case study is presented to demonstrate the proposed approach. Results show the proposed model and approach are effective and feasible. This approach can be used to guide ESs measure, record, and association. It is well suited for on-line assistant diagnosis of faults, especially IFs. 展开更多
关键词 Environmental stress False alarms Intermittent faults Interval grey association degree Interval number
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灰关联分析在机械设备故障诊断中的应用 被引量:18
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作者 吴祖堂 李岳 温熙森 《系统工程理论与实践》 EI CSCD 北大核心 1999年第6期126-132,共7页
本文着重介绍了灰关联分析的有关理论及其在机械设备故障诊断中的应用,实践证明,该方法简单、计算量小。
关键词 机械设备 故障诊断 灰色系统 灰关联分析
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改进灰色关联度模型在蒸汽发生器故障分析中的应用
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作者 赵新文 任鑫 《核动力工程》 EI CAS CSCD 北大核心 2014年第3期97-101,共5页
为进一步减少核动力系统发生故障后的误操作,建立灰熵加权优化条件下的关联度模型,并以核动力系统蒸汽发生器典型故障为例,进行核动力系统的故障诊断仿真研究。结果表明,使用改进关联度模型的诊断系统稳定性好,结论准确可靠,能满足实时... 为进一步减少核动力系统发生故障后的误操作,建立灰熵加权优化条件下的关联度模型,并以核动力系统蒸汽发生器典型故障为例,进行核动力系统的故障诊断仿真研究。结果表明,使用改进关联度模型的诊断系统稳定性好,结论准确可靠,能满足实时诊断要求,可以大幅度提高故障隶属度的分辨率。 展开更多
关键词 核动力系统 加权灰色关联度 蒸汽发生器 故障诊断
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