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Noise model estimation in multimeasurement data

机译:多测量数据中的噪声模型估计

摘要

Various implementations described herein are directed to methods for processing seismic data, including estimating a spectral noise power of multi-measurement seismic data received from a multi-dimensional seismic sensor array having multiple seismic sensors. The methods may include receiving a shot record of multi-measurement seismic data in time-domain, partitioning the shot record into overlapping time-space windows, and computing a frequency-domain spectrum for each time-space window. The methods may include computing a signal presence probability for each time-space window using the frequency-domain spectrum and prior probabilities of signal presence and absence for each time-space window. The methods may include iteratively updating a collective spectral noise power by recursively estimating the spectral noise power of a current time-space window based on the frequency spectrum for the current time-space window, the signal presence probability computed for the current time-space window, and a previously estimated spectral noise power of a previous time-space window.
机译:本文描述的各种实施方式针对用于处理地震数据的方法,包括估计从具有多个地震传感器的多维地震传感器阵列接收的多次测量地震数据的频谱噪声功率。该方法可以包括:在时域中接收多测量地震数据的镜头记录;将镜头记录划分为重叠的时空窗口;以及为每个时空窗口计算频域频谱。该方法可以包括使用频域频谱以及每个时空窗口的信号存在和不存在的先验概率来计算每个时空窗口的信号存在概率。所述方法可以包括:基于当前时空窗口的频谱,通过递归估计当前时空窗口的频谱噪声功率,来迭代地更新集体频谱噪声功率,为当前时空窗口计算信号存在概率。 ,以及先前时空窗口的先前估算频谱噪声功率。

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