基于FXLMS算法的电力变压器双通道有源噪声控制系统建模与仿真

Adetona Sunday, Salawu Raifu, Alabi Moruf
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引用次数: 0

摘要

电力变压器产生噪声是众所周知的,然而,电力变压器在许多时候发出的有源噪声是难以忍受的,一直是电力工程中关注的问题。目前已有的研究主要集中在采用固定步长的单通道有源噪声控制器(scANC)上,该控制器存在信号拥塞和不稳定等问题。因此,本研究在可变步长双通道有源噪声控制器(dcANC)上采用了滤波- x最小均方(FXLMS)。根据IEC 60076-10标准,在距离变压器2米,每次测量间隔1米的距离下,使用处于飞行模式的智能手机捕捉100 MVA, 132/33 kV电力变压器发出的噪声。记录的噪音是在变压器箱高度的三分之一处采集的,而来自电话和其他设备的电磁干扰被认为可以忽略不计。对带有FXLMS的dcANC进行了数学建模,并在MATLAB环境下的Simulink中实现。降噪比、响度单位满量程和均方误差作为性能指标。仿真结果表明,在不使用ANC时,电力变压器发出的原始噪声为70 dB。当使用FXLMS的scANC时,噪声降低到30.55 dB,而使用FXLMS的dcANC时,噪声降低到0.19 dB。采用FXLMS算法的dcANC的MSE值为-72 dB,而采用FXLMS算法的scANC的MSE值为-64 dB。FXLMS在scANC和dcANC上的仿真结果表明,dcANC的性能在规定的性能指标方面相对更好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MODELING AND SIMULATION OF A DUAL CHANNEL ACTIVE NOISE CONTROL SYSTEM FOR POWER TRANSFORMER USING FXLMS ALGORITHM
Power transformers are known to generate noise, however, active noise emanating from power transformers many at time is unbearable and has been a subject of concern overtime in power engineering. Several studies on it have principally centered on single channel active noise controller (scANC) using fixed step size, which are characterized with the problems such as signal congestion and instability. This study, therefore, employed Filtered-X Least Mean Square (FXLMS) on a dual channel active noise controller (dcANC) using variable step-size. The noise emanating from a 100 MVA, 132/33 kV power transformer was captured with the help of a smart phone in flight mode in accordance with IEC 60076-10 standard of 2 m away from the transformer and 1 m apart between each measurement. The recorded noises were taken at one-third of the height of the transformer tank, while electromagnetic interference from the phone and others were assumed to be negligible. A dcANC with FXLMS was model mathematically and implemented in Simulink in the MATLAB environment. Noise reduction ratio, loudness unit full scale and mean square error were used as performance metrics. The simulation results obtained showed that the original noise emanating from the power transformer when ANC was not used was found to be 70 dB. When scANC with FXLMS was used, the noise was reduced to 30.55 dB whereas, when dcANC with the FXLMS was employed it was reduced to 0.19 dB. Also, the MSE value of -72 dB was obtained in the proposed dcANC with FXLMS, compared with -64 dB obtained from scANC with FXLMS algorithm. The results of the simulation using FXLMS on both scANC and dcANC showed that the performance of the dcANC is comparatively better in term of the stated performance metrics.
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