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Adaptive real-time DWT-based method for arc fault detection

机译:基于自适应DWT的实时电弧故障检测方法

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摘要

The real-time detection of arc faults is crucial in many industrial applications. Many research works based on the use of Discrete Wavelet Transform (DWT) have been done in the last years. There are three parameters that have a decisive influence on the performance of DWT for arc fault detection: the sampling frequency, the mother wavelet and the level of decomposition. For a specific load, an optimal combination of these three parameters must be found. Most research works use one particular combination of these parameters for a specific load (mainly resistive). This study shows that there is no unique combination for all types of loads. In this paper, we propose an adaptive system which can update automatically these three parameters for each type of load. The first phase of the proposed method is validated with MATLAB by considering all possible combinations: 10 different mother wavelets, 10 levels of decomposition and 10 values of sampling frequency. The result of this first phase is an optimal combination of these three parameters for a given load. In the second phase, we implement the computed optimal solution from the first phase on a hardware platform. Thus, we propose an adaptive FIR-based reconfigurable architecture which can host every optimal combination. The FPGA architecture, tested by using Hardware-in-the-loop approach, shows quite good performances for all tested types of load.
机译:在许多工业应用中,电弧故障的实时检测至关重要。过去几年中,已经进行了许多基于离散小波变换(DWT)的研究工作。有3个参数对DWT电弧故障检测的性能具有决定性的影响:采样频率,母小波和分解程度。对于特定的负载,必须找到这三个参数的最佳组合。大多数研究工作将这些参数的一种特定组合用于特定负载(主要是电阻性负载)。这项研究表明,对于所有类型的载荷都没有唯一的组合。在本文中,我们提出了一种自适应系统,该系统可以针对每种类型的负载自动更新这三个参数。通过考虑所有可能的组合,使用MATLAB验证了所提出方法的第一阶段:10个不同的母小波,10个分解级别和10个采样频率值。对于给定的负载,第一阶段的结果是这三个参数的最佳组合。在第二阶段,我们在硬件平台上实施从第一阶段算起的最佳解决方案。因此,我们提出了一种基于自适应FIR的可重配置体系结构,该体系结构可以承载每个最佳组合。通过使用“硬件在环”方法进行测试的FPGA体系结构对于所有测试的负载类型均显示出相当不错的性能。

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