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EXPERIMENTAL COMPARISON OF GCC-BASED TIME DELAY ESTIMATION METHODS FOR ULTRASONIC LEAK DETECTION IN COMPRESSED AIR SYSTEM

机译:基于GCC的压缩空气系统超声泄漏检测时延估计方法的实验比较

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Air leakage is one of the most significant energy waste factors in compressed air systems which account for about 10% of total industrial energy consumption. It is estimated that about 10%~40% of the compressed air is wasted through leakage in most plants. A new ultrasonic leak detection method based on time delay estimation (TDE) is proposed to locate the compressed air leak for preventing energy waste in pneumatic systems. The accuracy of detection is highly dependent on the performance of the TDE method. Performances of six typical TDE methods based on generalized cross correlation (GCC) are compared, and these methods are the basic cross correlation (BCC), the Roth impulse response, the phase transform (PHAT), the smoothed coherence transform (SCOT), the WEINER processor, and the Hannan-Thomson (HT) processor. The experimental results show that: Firstly, the accuracy and precision of time delay estimation increases with the observation interval for all these methods. Secondly, the success rates of Roth, PHAT, SCOT and HT are much higher than that of BCC and WEINER, among which the HT processor performs best with a highest success rates closely followed by the PHAT processor. Thirdly, the HT processor which is a maximum likelihood estimator gives the minimum standard deviation of the time delay estimate; however, the standard deviations of all these GCC methods are very small. The HT processor outperforms other GCC methods in terms of success rate and standard deviation. Consequently, it is preferable to apply the HT processor for this particular purpose.
机译:空气泄漏是压缩空气系统中最重要的能源浪费因素之一,约占工业总能耗的10%。据估计,大多数工厂中约有10%〜40%的压缩空气因泄漏而浪费掉了。提出了一种基于时延估计(TDE)的超声波泄漏检测新方法,用于定位压缩空气泄漏,以防止气动系统中的能量浪费。检测的准确性高度依赖于TDE方法的性能。比较了六种基于广义互相关(GCC)的典型TDE方法的性能,这些方法是基本互相关(BCC),罗斯脉冲响应,相位变换(PHAT),平滑相干变换(SCOT), WEINER处理器和Hannan-Thomson(HT)处理器。实验结果表明:首先,所有这些方法的时延估计的准确性和精度都随着观察间隔的增加而增加。其次,Roth,PHAT,SCOT和HT的成功率远高于BCC和WEINER,其中HT处理器的表现最好,成功率最高,其次是PHAT处理器。第三,作为最大似然估计器的HT处理器给出了时延估计的最小标准偏差。但是,所有这些GCC方法的标准偏差都很小。在成功率和标准偏差方面,HT处理器优于其他GCC方法。因此,优选将HT处理器用于该特定目的。

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