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3D Inversion-Based Interpretation of Marine CSEM Data

机译:基于3D反演的海洋CSEM数据解释

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The marine controlled-source electromagnetic (CSEM) method has been evolving into a geophysical imaging tool for increasingly complex geological settings in which multiple resistive bodies can be resolved. An advanced subsurface imaging workflow for 3D CSEM surveys is presented, which reproduces the resistivity distribution to within a spatial resolution determined by the frequencies included. The performance of our advanced-processing workflow is demonstrated using a case study from the Gulf of Mexico (GOM), where a dense 3D grid was acquired over an area of high-quality seismic data and well log control. At the core of our 3D workflow is an inversion methodology with approximate Hessian-based optimization and a fast finite-difference time-domain forward operator. The optimization matches the synthetic to the measured field within 100-200 iterations and is sufficiently robust in three dimensions to avoid expensive regu-larization schemes. The sensitivity of the gradient-based inversion to the starting model is addressed by investing considerable effort in building ID inversion-based starting models. At the same time, 3D inversion algorithms for survey layouts, including azimuthal data, demand high-quality data conditioning for which we present a processing sequence from time-domain electromagnetic data acquired by seabed receivers to frequency-domain data and weights for inversion. Detection and delineation of reservoirs in the presence of salt is recognized as a major challenge to CSEM methods. In order to interpret 3D data accurately in such a complex environment, the true-resistivity cube is built from a sequence of constrained inversion-based interpretation steps. Using a data set acquired in 2008 in the GOM, we demonstrate the ability of our 3D technology to resolve small (2x2 km), low-resistivity pay (Ap<5£lm) targets within the vicinity (< 1 km) of large salt bodies. In this case study, the 3D method converged within 1 week, running on 150 parallel nodes.
机译:海洋控制源电磁(CSEM)方法已经发展成为一种地球物理成像工具,用于越来越复杂的地质环境,在该环境中可以解析多个电阻体。提出了用于3D CSEM勘测的高级地下成像工作流程,该工作流程将电阻率分布复制到由包含的频率确定的空间分辨率内。墨西哥湾(GOM)的案例研究证明了我们的高级处理工作流程的性能,该案例是在高质量地震数据和测井控制区域上获得了密集的3D网格。我们3D工作流程的核心是一种基于近似Hessian优化和快速有限差分时域前向运算符的反演方法。该优化在100-200次迭代中将合成的场与实测场匹配,并且在三个维度上具有足够的鲁棒性,从而避免了昂贵的规则化方案。通过投入大量精力来构建基于ID反转的启动模型,可以解决基于梯度的反转对启动模型的敏感性。同时,用于勘测布局(包括方位角数据)的3D反演算法需要高质量的数据调节,为此,我们提出了从海底接收机采集的时域电磁数据到频域数据和权重进行反演的处理序列。在盐存在下对储层进行检测和划定被认为是CSEM方法的主要挑战。为了在如此复杂的环境中准确地解释3D数据,根据一系列受约束的基于反演的解释步骤构建了真实电阻率立方体。使用2008年在GOM中获得的数据集,我们证明了3D技术能够解析大盐附近(<1 km)内的小(2x2 km),低电阻率付费(Ap <5£lm)的目标身体。在本案例研究中,在150个并行节点上运行的3D方法在1周内收敛。

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