基于启动过程的核电泵机组电流信号特性识别与分析

IF 1.9 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY
Xiuli Wang , Shenpeng Yang , YiFan Zhi , Qichao Xia , Wei Xu , Yuanyuan Zhao
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引用次数: 0

摘要

监测与识别是保证核电泵安全可靠运行的有效手段。为了有效地监测和识别不同叶轮的核电泵的运行状态,本文采用6种叶轮进行分析,并在实验启动过程中采集到每种叶轮的13个电流信号。通过重采样对信号进行预处理,结合快速傅里叶变换(FFT)、变模态分解(VMD)、经验模态分解(EMD)、VMD-EMD联合方法进行特征分析,探索特征信号与工况之间的关系,揭示不同工况下不同叶轮启动过程中电流信号的变化规律。结果表明:在启动过程中,电流信号的幅值随流量和叶轮直径的增大而增大;EMD方法在低流量工况下误差小于20%,在高效工况下误差范围为36% ~ 47%,最大误差接近50%。在高效工作区域,VMD方法的精度约为80%,但在低流量时误差较大,可达50%。VMD-EMD方法解决了结果精度低的问题,保证了准确率在80%以上。在0.8Q0-1.2Q0的有效范围内,准确度在90%以上。该方法可以有效地实现故障诊断。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification and analysis of current signal characteristics of nuclear power pump units based on start-up process
Monitoring and identification are the effective ways to ensure the safe and reliable operation of nuclear power pumps. In order to monitor and identify the operating status of nuclear power pumps with different impellers effectively, this paper uses six types of impellers for analysis, and thirteen current signals are collected for each impeller in the start-up process of the experiment. Signal preprocessing is performed by resampling, combined with Fast Fourier Transformation (FFT), Variable Mode Decomposition (VMD), Empirical Mode Decomposition (EMD), and VMD-EMD joint method for feature analysis, and it explores the relationship between characteristic signals and operating conditions, revealing the variation patterns of current signals in the start-up process of different impellers under different operating conditions. The results show that the amplitude of the current signal increases with the increasing of the flow rates and the impeller diameter in the start-up process. The EMD method has an error of less than 20% under low flow rates, but the range of the error is 36%-47% in the efficient working area, with a maximum of nearly 50%. The VMD method has an accuracy of about 80% in an efficient working area, but has a significant error at low flow rates, reaching up to 50%. The VMD-EMD method can solve the problem of low accuracy of results, and the accuracy is guaranteed to be above 80%. The accuracy is above 90% within the efficient range of 0.8Q0-1.2Q0. This method can effectively achieve fault diagnosis.
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来源期刊
Nuclear Engineering and Design
Nuclear Engineering and Design 工程技术-核科学技术
CiteScore
3.40
自引率
11.80%
发文量
377
审稿时长
5 months
期刊介绍: Nuclear Engineering and Design covers the wide range of disciplines involved in the engineering, design, safety and construction of nuclear fission reactors. The Editors welcome papers both on applied and innovative aspects and developments in nuclear science and technology. Fundamentals of Reactor Design include: • Thermal-Hydraulics and Core Physics • Safety Analysis, Risk Assessment (PSA) • Structural and Mechanical Engineering • Materials Science • Fuel Behavior and Design • Structural Plant Design • Engineering of Reactor Components • Experiments Aspects beyond fundamentals of Reactor Design covered: • Accident Mitigation Measures • Reactor Control Systems • Licensing Issues • Safeguard Engineering • Economy of Plants • Reprocessing / Waste Disposal • Applications of Nuclear Energy • Maintenance • Decommissioning Papers on new reactor ideas and developments (Generation IV reactors) such as inherently safe modular HTRs, High Performance LWRs/HWRs and LMFBs/GFR will be considered; Actinide Burners, Accelerator Driven Systems, Energy Amplifiers and other special designs of power and research reactors and their applications are also encouraged.
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