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首页> 外文期刊>Geophysics: Journal of the Society of Exploration Geophysicists >Application of frequency-dependent multichannel Wiener filters to detect events in 2D three-component seismometer arrays
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Application of frequency-dependent multichannel Wiener filters to detect events in 2D three-component seismometer arrays

机译:频率相关的多通道维纳滤波器在二维三分量地震仪阵列中检测事件的应用

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摘要

Hydraulic fracture-induced microseismic events in producing oil and gas fields are usually small, and noise levels are high at the surface as a result of the heavy equipment in use. Similarly, in nonhydrocarbon settings, arrays for detecting local earthquakes will benefit from reduced noise levels and the ability to detect smaller events will be increased.We propose a frequency-dependent multichannel Wiener filtering technique with linear constraints that uses an adaptive least-squares method to remove coherent noise in seismic array data. The noise records on several reference channels are used to predict the noise on a primary channel and then can be subtracted from the observed data. On a test with an unconstrained version of this filter, maximal noise suppression leads to signal distortion. Two methods of imposing constraints then achieve signal preservation. In one case study, synthetic signals are added to noise from a pilot deployment of a hexagonal array nine three-component seismometers, approximately 150150 m above a gas field; noise levels are suppressed by up to 11 dB at 2–10 Hz. In a second case study, natural seismicity recorded at a dense array 10 m spacing in Italy is used, where the application of the filter improves the signal- to-noise ratio S/N more than 20 dB at 2–15 Hzusing 35 stations. In both cases, the performance of the multichannel Wiener filters is significantly better than stacking, especially at lower frequencies where stacking does not help to suppress the coherent noise. The unconstrained version of the filter yields the best improvement in signal-to-noise ratio, but the constrained filter is useful when waveform distortion is unacceptable.
机译:由于使用重型设备,在油气田中水力压裂引起的微地震事件通常很小,地表的噪声水平很高。类似地,在非碳氢化合物环境中,用于检测局部地震的阵列将受益于降低的噪声水平,并提高了检测较小事件的能力。消除地震阵列数据中的相干噪声。几个参考通道上的噪声记录用于预测主通道上的噪声,然后可以从观察到的数据中减去该噪声记录。在使用此滤波器的无约束版本的测试中,最大的噪声抑制会导致信号失真。然后,施加约束的两种方法可以实现信号保留。在一个案例研究中,将合成信号添加到来自六面形阵列九个三分量地震仪的先导部署的噪声中,该九个三分量地震仪位于气田上方约150150 m;在2–10 Hz时,噪声水平最多可抑制11 dB。在第二个案例研究中,使用了意大利以10 m的密集阵列记录的自然地震活动,该滤波器的应用在35个站点上以2–15 Hz的频率将信噪比S / N提高了20 dB以上。在这两种情况下,多通道维纳滤波器的性能都显着优于叠加,尤其是在较低频率下,叠加无法抑制相干噪声。滤波器的无约束版本在信噪比方面产生了最大的改善,但是当波形失真不可接受时,约束滤波器很有用。

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