基于 MCSA 的核泵叶轮切割研究

IF 3.3 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Progress in Nuclear Energy Pub Date : 2024-11-04 DOI:10.1016/j.pnucene.2024.105522
Xiuli Wang , Shenpeng Yang , YiFan Zhi , Wei Xu
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引用次数: 0

摘要

状态监测和识别是确保核电泵安全可靠运行的有效途径。然而,切割叶轮的状态监测却是空白。为了有效监测和识别不同切割量对应的核电泵叶轮运行状态。本文收集了核电泵在 13 种工况下 6 种切割量的定子电流实测信号。利用变异模态分解(VMD)和经验模态分解(EMD)方法分析了所采集信号的状态特征。得出了不同叶片切割量对核电泵信号特征的影响。研究结果表明:采用单一方法识别大叶轮流量时,EMD 和 VMD 的诊断准确率可达 90% 以上,总谐波失真(THD)小于 70%,某些区域甚至小于 20%。但对于不同直径和不同流量的叶轮,EMD 和 VMD 的识别精度相对较低,只有 60%。在特殊工况下,识别精度甚至会更低,在 0.2Q0-0.3Q0 的低流量条件下,识别精度只有 50%左右。EMD-VMD 可以准确识别不同直径、不同流量的叶轮,故障识别准确率可以提高到 90% 以上,在 0.7Q0-1.2Q0 范围内甚至可以达到 95% 以上。同时,最小流量 0.2Q0 的准确率也能达到 80%,可以有效实现故障诊断。该研究成果可为监测自切离心泵的运行状态提供数据支持,对其安全稳定运行具有重要意义。
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Research on impeller cutting of the nuclear pump based on MCSA
Condition monitoring and identification are effective ways to ensure the safe and reliable operation of nuclear power pumps. However, the condition monitoring of the cutting impeller is blank. In order to effectively monitor and identify the operating status of nuclear power pump impellers corresponding to different cutting amounts. The paper collects the measured stator current signals of nuclear power pumps with 6 cutting quantities under 13 operating conditions. Variational Mode Decomposition (VMD) and Empirical Mode Decomposition (EMD) methods are utilized to analyze the state characteristics of the collected signals. The effect of different blade cutting amount on the signal characteristics of nuclear electric pump is obtained. The research results indicate as follow: when a single method is used to identify large impeller flow, the diagnostic accuracy of EMD and VMD can reach more than 90%, while Total Harmonic Distortion (THD) is less than 70%, and even less than 20% in some areas. However, for different impeller diameters and different flow rates, the identification accuracy of EMD and VMD is relatively low, only 60%. Under special working conditions, it can even be lower, with only about 50% at low flow rates between 0.2Q0-0.3Q0. EMD-VMD can accurately identify impellers of different diameters and different flow rates, and the accuracy of fault identification can be improved to over 90%, even higher than 95% in the range of 0.7Q0-1.2Q0. At the same time, the minimum flow rates of 0.2Q0 can also achieve 80% accuracy, which can effectively achieve fault diagnosis. The research results can provide data support for monitoring the operating status of self-cutting centrifugal pumps, which is of great significance for safe and stable operation.
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来源期刊
Progress in Nuclear Energy
Progress in Nuclear Energy 工程技术-核科学技术
CiteScore
5.30
自引率
14.80%
发文量
331
审稿时长
3.5 months
期刊介绍: Progress in Nuclear Energy is an international review journal covering all aspects of nuclear science and engineering. In keeping with the maturity of nuclear power, articles on safety, siting and environmental problems are encouraged, as are those associated with economics and fuel management. However, basic physics and engineering will remain an important aspect of the editorial policy. Articles published are either of a review nature or present new material in more depth. They are aimed at researchers and technically-oriented managers working in the nuclear energy field. Please note the following: 1) PNE seeks high quality research papers which are medium to long in length. Short research papers should be submitted to the journal Annals in Nuclear Energy. 2) PNE reserves the right to reject papers which are based solely on routine application of computer codes used to produce reactor designs or explain existing reactor phenomena. Such papers, although worthy, are best left as laboratory reports whereas Progress in Nuclear Energy seeks papers of originality, which are archival in nature, in the fields of mathematical and experimental nuclear technology, including fission, fusion (blanket physics, radiation damage), safety, materials aspects, economics, etc. 3) Review papers, which may occasionally be invited, are particularly sought by the journal in these fields.
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