基于相对能量熵的本征模态函数的风力发电变流器故障诊断

IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Circuit World Pub Date : 2023-03-21 DOI:10.1108/cw-09-2022-0241
M. R., R. R.
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引用次数: 1

摘要

目的为了防止风能转换系统的其他部件因故障而受到破坏,绝缘栅双极晶体管(IGBT)故障的诊断已成为一个重要的研究课题。环境污染和能源需求的增加促使了对可持续能源的需求。可再生能源已被确定为传统化石燃料能源发电的可行替代品。风能由于其安装时间快、支出与建设规模相适应,已成为一种巨大的能源。功率转换器故障对于风电转换系统的可靠运行尤为重要,因为它不仅具有高的年故障率,而且停机时间也很长。即使发生故障,尤其是开路故障,功率转换器仍将继续运行,危及其其他部件并损害其功能。设计/方法/方法用于定位电力设备中开关开路故障的最广泛使用的信号处理方法是基于时频分析的短时傅立叶变换和小波变换。为了提高它们的有效性,这些方法需要大量使用计算资源。这项研究提出了一种使用经验模式分解(EMD)检测电力逆变器相电流的故障检测技术。此外,本征模函数的相对能量熵(REE)和简单的逻辑运算用于定位IGBT开路开关故障。发现所提出的方案成功地定位和检测了两级三相电压源逆变器(VSI)中可能出现的21种不同类型的IGBT故障。为了验证所提出的故障诊断(FD)方案的有效性,在功率转换器和感应电机负载的各种操作条件下进行了测试。所提出的方法在故障覆盖率和鲁棒性方面优于文献中现有的FD方案。独创性/价值本研究介绍了一种基于EMD–IMF–REE的风力涡轮机系统VSI FD方法,增强了FD方法的有效性和稳健性。
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Fault diagnosis of wind turbine power converter using intrinsic mode functions with relative energy entropy
Purpose The purpose of this paper is to prevent the destruction of other parts of a wind energy conversion system because of faults, the diagnosis of insulated-gate bipolar transistor (IGBT) faults has become an essential topic of study. Demand for sustainable energy sources has been prompted by rising environmental pollution and energy requirements. Renewable energy has been identified as a viable substitute for conventional fossil fuel energy generation. Because of its rapid installation time and adaptable expenditure for construction scale, wind energy has emerged as a great energy resource. Power converter failure is particularly significant for the reliable operation of wind power conversion systems because it not only has a high yearly fault rate but also a prolonged downtime. The power converters will continue to operate even after the failure, especially the open-circuit fault, endangering their other parts and impairing their functionality. Design/methodology/approach The most widely used signal processing methods for locating open-switch faults in power devices are the short-time Fourier transform and wavelet transform (WT) – based on time–frequency analysis. To increase their effectiveness, these methods necessitate the intensive use of computational resources. This study suggests a fault detection technique using empirical mode decomposition (EMD) that examines the phase currents from a power inverter. Furthermore, the intrinsic mode function’s relative energy entropy (REE) and simple logical operations are used to locate IGBT open switch failures. Findings The presented scheme successfully locates and detects 21 various classes of IGBT faults that could arise in a two-level three-phase voltage source inverter (VSI). To verify the efficacy of the proposed fault diagnosis (FD) scheme, the test is performed under various operating conditions of the power converter and induction motor load. The proposed method outperforms existing FD schemes in the literature in terms of fault coverage and robustness. Originality/value This study introduces an EMD–IMF–REE-based FD method for VSIs in wind turbine systems, which enhances the effectiveness and robustness of the FD method.
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来源期刊
Circuit World
Circuit World 工程技术-材料科学:综合
CiteScore
2.60
自引率
0.00%
发文量
33
审稿时长
>12 weeks
期刊介绍: Circuit World is a platform for state of the art, technical papers and editorials in the areas of electronics circuit, component, assembly, and product design, manufacture, test, and use, including quality, reliability and safety. The journal comprises the multidisciplinary study of the various theories, methodologies, technologies, processes and applications relating to todays and future electronics. Circuit World provides a comprehensive and authoritative information source for research, application and current awareness purposes. Circuit World covers a broad range of topics, including: • Circuit theory, design methodology, analysis and simulation • Digital, analog, microwave and optoelectronic integrated circuits • Semiconductors, passives, connectors and sensors • Electronic packaging of components, assemblies and products • PCB design technologies and processes (controlled impedance, high-speed PCBs, laminates and lamination, laser processes and drilling, moulded interconnect devices, multilayer boards, optical PCBs, single- and double-sided boards, soldering and solderable finishes) • Design for X (including manufacturability, quality, reliability, maintainability, sustainment, safety, reuse, disposal) • Internet of Things (IoT).
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