- Home
- Conferences
- Conference Proceedings
- Conferences
79th EAGE Conference and Exhibition 2017
- Conference date: June 12-15, 2017
- Location: Paris, France
- Published: 12 June 2017
21 - 40 of 1073 results
-
-
Seismic Facies Classification Using Digital Music Technology and Musical Information Retrieval Approaches
Authors P. Dell’Aversana, A. Amendola, G. Gabbriellini and A.I. MariniSummaryIn this paper, we discuss a novel approach of pattern recognition, clustering and classification of seismic data based on techniques commonly applied in the domain of digital music and Musical Information Retrieval. Our workflow starts with accurate conversion of seismic data from SEGY to Musical Instrument Digital Interface (MIDI) format. Then we extract MIDI features from the converted data. These can be single-valued attributes related to instantaneous frequency and/or to the signal amplitude. Furthermore, we use multi-valued MIDI attributes that have no equivalent in the seismic domain, such as those related to melodic, harmonic and rhythmic patterns in the data. Finally, we apply multiple classification methods based on supervised and unsupervised approaches, with the final objective to classify the data into different seismic facies. We show the benefits of this cross-disciplinary approach through two different applications on two real seismic data sets.
-
-
-
Airborne EM Modelling for an Anisotropic Earth Using Spectral Element Method
More LessSummaryThough the anisotropy exists popularly in the earth, it is frequently neglected both in geophysical data interpretation and in modelling. However, negligence of the electrical anisotropy can have a serious influence on near-surface prospecting, like airborne electromagnetic (AEM), especially in areas where the underground bears well-developed stratification. In this paper, we first put forward a modelling algorithm, named spectral element method (SEM), for airborne EM modelling for a three-axis anisotropic earth. SEM is a technique based on weighted residual method. The latter uses a polynomial basis function for SEM, which can achieve a high accuracy when increasing the polynomial order. We take as example a horizontal coplanar coil (HCP) of an AEM system to check the accuracy of our algorithm for anisotropic models and we compare the 3rd and 4th order SEM modelling results with 1-D semi-analytical solution for a half-space or layered-earth model. To study the anisotropic effect on AEM responses, we calculate and compare the responses for both isotropic and anisotropic abnormal bodies using 3rd to 5th order SEM. Finally, we analyse the influence of the order of SEM interpolation functions on the AEM responses.
-
-
-
Fast Simulation of 2.5D LWD Resistivity Tools
Authors A. Rodríguez-Rozas, D. Pardo and C. Torres-VerdínSummaryWe are developing a general one-dimensional (1D), 1.5D, 2D, 2.5D, and 3D Finite Element (FE) library for the fast simulation of borehole resistivity measurements. The library enables to combine problems with different spatial dimensionality and solve them using a single software. As a first step towards the fast inversion of geophysical data, in this work we focus on the rapid simulations of 2.5D logging-while-drilling (LWD) borehole resistivity measurements. Given a commercial logging instrument configuration, we calibrate the FE method offline with respect to (i) the element sizes via non-uniform tensor product grids; (ii) the arbitrary polynomial order of approximation on each element; and (iii) the interpolation of certain Fourier modes. This leads to the design of proper FE discretizations to simulate measurements acquired in an arbitrary 2D formation.Numerical results show that we accurately simulate on a sequential computer any field component at a rate faster than one second per logging position. In parallel, it is expected that the CPU time can be further reduced to below 0.1 seconds per logging position in a modest 128-core for all components of a tri-axial logging instrument. Derivatives (sensitivity functions) needed by gradient-based inverse methods are easily and rapidly computed using an adjoint-based formulation.
-
-
-
Stress Distribution Around Complex Salt Structures: a New Approach Using Fast 3D Boundary Element Method
Authors L. Maerten, F. Maerten and P. CornardSummaryDuring the last decade geologists and engineers have used the Finite Element Method (FEM) with elasto-plastic or visco-plastic behavior to simulate salt in order to gain a better understanding of the in-situ stress distribution. However, building such FEM models can become time consuming and challenging, especially when complex geometry is involved, and modeling elaborated non-linear salt behavior can take hours to days to process. We have developed a different approach using a fast 3D Boundary Element Method (BEM) and which allows fast model construction and computation (few minutes). Instead of using non-linear mechanical behavior of salt, we use the assumption that salt can be viewed as a pressurized cavity for which unknown parameters like the far field stress and salt pressure gradient are inverted using available fracture, stress or deformation data associated to past or actual deformation around salt. To verify this approach, BEM results have been validated against known 3D analytical solution for pressurized spherical cavity and compared to published, more complex, 3D FEM salt models. The efficiency of this new approach, in terms of model construction and mechanical simulation, is demonstrated through a natural example of faults associated to salt diapirs in the Gulf of Mexico.
-
-
-
Acoustic VTI Full-waveform Inversion with 3-D Free-surface Topography
Authors M.J. Huiskes, R.-É. Plessix and W.A. MulderSummaryIn land applications, topography may impact the imaging if not taken into account. With low-frequency and wide-aperture data, the long-to-intermediate wavelength components of the velocity model can be recovered by full-waveform inversion. Standard static corrections to handle the topography do not work satisfactorily on long-offset data. We present a method to handle 3-D free-surface topography for acoustic FWI by directly modelling the effect of the topography with an immersed-boundary finite-difference scheme. The numerical scheme is aimed specifically at first-order wave equations discretized on standard staggered grids, using high-order derivative operators that are modified based on their relative position to the free surface. We extend the approach to VTI media to be able to model velocity anisotropy required in long-offset inversions. We then investigate the topography artefacts seen on real land full-waveform inversions in relatively simple synthetic experiments, allowing us to quantify the effect of elevation variation on the inversion accuracy. The experiments demonstrate that elevation variations in the order of 1/4 wavelength or somewhat smaller can already create artefacts in the inversion results if ignored.
-
-
-
Global Visco-Acoustic Full Waveform Inversion
Authors N.V. da Silva, G. Yao, M. Warner, A. Umpleby and H. DebensSummaryFull Waveform Inversion aims to determine parameters of the subsurface by minimising the misfit between the simulated and recorded seismic data. The quality of such fit depends on many different aspects, as for example, the inversion algorithm and the accuracy of the constitutive laws. The latter is particularly important as if there are factors that are not taken into account in the seismic simulation then the inversion algorithm will compensate for their existence in the parameter(s) being estimated. One of such factors is attenuation. Here we introduce an approach that jointly estimates velocity and attenuation using a combination of Quantum Particle Swarm Optimisation with the conventional gradient descent method. This hybrid approach takes advantage of the fact that it is sufficient to estimate smooth models of Q and for this reason these can be represented with a sparse support, thus decreasing substantially the number of weights of the basis functions that have to be estimated and making the use of global algorithms practical. We demonstrate that the proposed method mitigates cross-talk between velocity and attenuation, while allowing the convergence towards accurate models of attenuation and velocity, thus being an effective method for velocity model building and consequently for seismic imaging.
-
-
-
Addressing Viscous Effects in Acoustic Full-waveform Inversion
Authors O. Calderon Agudo, N. Vieira da Silva, M. Warner and J. MorganSummarySeismic waves are attenuated and dispersed as they travel through the subsurface given that part of the energy is lost into heat. These effects are visible on the recorded seismic data but are commonly ignored when performing acoustic full-waveform inversion (FWI). As a result, the recovered P-wave velocity models are not as well resolved and are quantitatively less accurate. Here we analyse the impact of viscous effects in acoustic FWI of visco-acoustic synthetic data and we propose and apply a method to mitigate attenuation effects while still performing acoustic FWI, which is based on matching filters. We show that only a smooth model of attenuation is required to successfully improve the recovered P-wave velocity model, even when applied to a noisy synthetic dataset.
-
-
-
Mitigating Cycle Skipping in Full Waveform Inversion by Using a Scaled-Sobolev Objective Function
Authors M.A.H. Zuberi and R.G. PrattSummaryCycle skipping in the conventional full waveform inversion (FWI) objective function depends on the frequency content of the data, and on the error in the background velocity. The error in background velocity that can be tolerated without skipping cycles is determined by the half cycle criterion. However, the half cycle criterion is offset dependant so that far offsets in the data are more prone to cycle skipping than near offsets. This offset dependence of the half cycle criterion implies that the differentials of residuals with offset can be used as additional constraints in the objective function. In this study we introduce the scaled-Sobolev objective (SSO) that seeks to minimize a smooth version of the data residuals in addition to their derivatives in all data domain dimensions. The smoothing of the data is done using the scaled-Sobolev inner product (SSIP) in the data domain, resulting in an edge-preserving smoothing operator. In the absence of low frequencies, increasing the maximum order of derivatives in SSO is more important than the zeroth order scale factor. Initial results with synthetic data using the Marmousi model show that SSO can overcome a bulk shift in velocity of 30%, with a lowest frequency of 8 Hz.
-
-
-
Sparse frequencies data inversion and the role of multi-scattered energy
More LessSummaryIn trying to extract a broad spectrum of model wavenumbers from the data, necessary to build a plausible model of the Earth, we are, in theory, bounded at the high end by the diffraction resolution limit, which is proportional to the highest usable frequency in the data. At the low end, and courtesy of our multi-dimensional acquisition, the principles behind diffraction tomography theoretically extend our range to zero-wavenumbers, mainly provided by transmissions like diving waves. Within certain regions of the subsurface (i.e. deep), we face the prospective of having a model wavenumber gap in representing the velocity. Here, I demonstrate that inverting for multi scattered energy, we can recover additional wavenumbers not provided by single scattering gradients, that may feed the high and low ends of the model wavenumber spectrum, as well as help us fill in the infamous intermediate wavenumber gap. Thus, I outline a scenario in which we acquire dedicated sparse frequency data, allowing for more time to inject more energy of those frequencies at a reduced cost. Such additional energy is necessary to the recording of more multi-scattered events. The objective of this new paradigm is a high resolution model of the Earth.
-
-
-
Full Waveform Inversion for Elastic Waves: Macrovelocity Reconstruction with Realistic Frequency Bandwidth
Authors K. Gadylshin, G. Chavent and V. TcheverdaSummaryThe paper develops a reliable numerical method to solve inverse dynamic problem for elastic waves equation on the base of nonlinear least-squares formulation which is widely known as Full Waveform Inversion (FWI). The key issue on this way is correct reconstruction of macrovelocity component of the model with input seismic data without time frequencies less than 5–7Hz and reasonable source-recievers offsets. To provide correct macrovelocity reconstruction we introduce modified elastic FWI formulation which is sensitive to smooth space variations of both Vp- and Vs-velocity distributions
-
-
-
Towards High Resolution Localised Elastic Full Waveform Inversion
Authors S. Yuan, N. Fuji, S. Singh and D. BorisovSummaryWe present a methodology to invert seismic data for a localised area by combining source-side wavefield injection and receiver-side extrapolation method. Despite the high resolving power of seismic full waveform inversion (FWI), the computational cost for practical scale elastic FWI remains a heavy burden. This can be much more severe for time-lapse surveys, which require real-time seismic imaging on a daily or weekly basis. Besides, structure changes during time-lapse surveys are likely to occur in a small area rather than the whole region, such as oil reservoir. We thus propose an approach that allows to image effectively the localised structure changes far deep from both source and receiver arrays. We perform both forward and back propagation only inside the target region. We present 2D elastic numerical examples of the proposed method and quantitatively evaluate the inversion errors, in comparison to those of conventional full-model inversions. The results show that the proposed localised waveform inversion is not only efficient and robust but also accurate even under the existence of errors in baseline models. Besides, the proposed strategy has the potentiality in determining highresolution imaging of reservoir by inverting higher frequencies (above 30 Hz) at relatively low computational cost.
-
-
-
A Case Study of Monitoring Steam Flood Projects in Thin Vertically Stacked Reservoirs Using 3DVSP Technology
Authors A. Al-Mutairi, Z.B. Ren, J.R. Tinnin and S. RandazzoSummaryKuwait Oil Company (KOC) is undertaking an EOR project on a heavy oil field. This 3DVSP project was designed to monitor a 30-day steam injection into two reservoir sands which are separated by thin shale and top sealed by a thicker shale.
The goals of this project include creating a repeatable baseline survey for future 4DVSP purposes, acquiring high resolution data so individual thin reservoirs can be imaged, reservoir characterization analysis, and estimation of the steam chamber size after a 30-day CSS injection. Obtaining the highest possible frequencies was identified as a critical success factor for achieving these goals.
Extensive modelling and innovative customization of the acquisition design resulted in high resolution 3D seismic which provided surveillance and steam monitoring of thin vertically stacked reservoirs. The results demonstrated the steam flow direction was complex rather than a simple radial pattern. Reservoir characterization helped explain some of the complexity of the Cyclic Steam Stimulation program. Understanding the reservoirs, barriers, and effectiveness the steam floods will help determine where infill producer or injection wells need to be drilled to optimize production.
-
-
-
Walkaway VIVSP - A Case Study Offshore UKCS for 2D Structural Omaging and Quantitative Interpretation
More LessSummaryThis paper is intended to demonstrate that a new approach to the acquisition of Vertical Incidence VSPs in deviated wells can provide significantly better results with little impact on acquisition times. We designed a fitfor-purpose 2D VSP walk above acquisition using the so called “walk-along vertical incidence VSP” (WAVI-VSP) technique to deliver the key borehole seismic objectives to reduce our current subsurface uncertainties:
- Seismic time-depth calibration
- A high resolution “vertical incidence” image below the wellbore
A deviated exploration well in the Central North Sea encountered hydrocarbons in a thin Palaeocene sandstone reservoir and was side tracked to find the OWC. The well was drilled based on seismic amplitude direct hydrocarbon indicator (DHI) and the reservoir is below the resolution of conventional seismic. A VSP is a direct approach to achieving the broadest seismic bandwidth and can guide the optimisation of the surface seismic to resolve the reservoir.
Key questions to address:
- Can the sand be resolved?
- How do we best image it to guide field development decisions?
- Is the DHI information consistent with the OWC in the well?
-
-
-
Deep Structural Exploration in Zagros, SW Iran, Using Oriented 3-component VSP and Resistivity Borehole Wall Imager
Authors C. Naville, K. Kazemi and I. Abdollahie FardSummaryA deep exploration well was drilled down to 5300 m on the top of a surface fold in the mountainous Zagros in order to encounter a deep anticline at the top of Permian reservoir formation expected in the area. Due to poor surface seismic, geological and practical considerations were used for locating the well. The structural interpretation was refined during the drilling operation, using: well logs, borehole resistivity imaging, geological data, a 2D surface seismic and an intermediate VSP recorded using a three component (3C) sensor tool implemented with a Relative Bearing / Roll angle sensor.
The VSP data was processed before drilling the deep interval 5300m to 6130m Total Depth (TD), with the intention to predict any reflection below the intermediate 5300m drilled depth.
Next, the whole borehole data was further analyzed after reaching TD. The main focus was on independent extraction of dip/azimuth information from oriented 3C VSP data and from borehole wall resistivity measurements.
The highly folded structure encountered by the well and the absence of high energy seismic reflectors with substantial lateral extension detected by the VSP are coherent with the blurred results on the 2D surface seismic section in the well vicinity.
-
-
-
Hard Rock VSP - The Case of the Missing P-wave
Authors M. Humphries and G. CampbellSummaryPrevious published examples have mentioned the lack of usable P-to-P-wave reflection image (PP-up) compared to the usable P-to-S-wave reflection image (PS-up) for hard rock platinum mining 3D Vertical Seismic Profiles (VSPs) in the South African Bushveld complex. We investigate the lack of PP-up amplitude in a rig source VSP acquired in an area of the Bushveld complex where the economic zone occurs with significant dip. The VSP clearly illustrates the problem of missing PP reflections in all types of VSP surveys and surface seismic far gathers in such hard rock areas. It is also a reminder that what might seem like a simple VSP still requires careful planning, processing and interpretation of all three components.
-
-
-
Estimation of Intrinsic Q in Finely-Layered Media by Wavefield Inversion of VSP Data — Australian North West Shelf Case-Study
Authors A. Pirogova, B. Gurevich, R. Pevzner and S.M. GlubokovskikhSummarySeismic waves propagating through attenuative subsurface exhibit amplitude loss and distortion of frequency spectra. Proper description of attenuation process is required to compensate for these effects. Moreover, inelastic attenuation contains information on rock properties and could be utilized in attribute analysis for subsurface characterization. We propose to quantify inelastic (intrinsic) attenuation in horizontally-layered media by wavefield inversion of VSP data with respect to effective interval Q-factors. Impact of short-path multiples in finely-layered subsurface, i.e. scattering at stratigraphic boundaries, and other interference effects are taken into account by forward simulation over a high-resolution elastic model acquired from the well logs (resolution of 1.5m). We present a case study of approximate-zero-offset vertical seismic profile data from Wheatstone offshore site (Northern Shelf of Western Australia). First we describe the algorithm of 1D waveform Q-inversion. Then we validate it on the full-wave synthetics computed for the field survey geometry using a Global Matrix approach (OASES MIT code). Finally, we discuss the results of the Q-inversion application to the field ZVSP dataset versus Q-estimates by Centroid Frequency Shift method.
-
-
-
Noise Sources in Fiber-Optic Distributed Acoustic Sensing VSP Data
Authors A. Ellmauthaler, M.E. Willis, X. Wu and M. LeBlancSummaryThis abstract details the three major noise sources affecting DAS VSP data and describes mitigation methods for each. The first noise source is fading, which occurs over spatiotemporally varying regions in the VSP records with extremely large amplitude values. It is caused by destructive interference of the backscattered light that changes with time. Acquiring repeated shot records and applying weighted stacking can mitigate this issue. Common-mode noise is the second noise source; it is caused by sound and vibration in the vicinity of the interrogator simultaneously imprinting on all data channels. This can be mitigated by extracting the signal that is common to all channels and subtracting it from each one. Temperature changes in the deployed fiber-optic cable or in the interrogator resulting in a low-frequency drift of the measured relative strain data is the third source of noise. While it is possible to low-pass filter the relative strain data, an easier approach is to convert the data to strain rate, which is less susceptible to temperature effects. This study shows that excellent quality DAS VSP data can be obtained by using an appropriate acquisition system, as well as by removing the effects of optical noise using simple processing algorithms.
-
-
-
An Adaptive Filtering Approach to Noise Estimates for Use in Diversity Stacks for DAS Vsps
Authors M.J. Williams, J.H. Le Calvez, T. Cuny and A. HartogSummaryWe have investigated noise estimation in distributed acoustic sensing (DAS). We used an adaptive Wiener filtering method to construct noise maps. The resulting noise maps can be stored together with the images themselves and used in diversity stacks, which provide an uplift in time-lapse repeatability over linear stacking. We found that relatively large gains in VSP repeatability can be made from simple techniques.
-
-
-
Borehole Seismic while Sampling Using FO Technology
Authors T. Kimura and K. GalybinSummaryThe combination of the hDVS/DAS technology and the high-strength hybrid heptacable technology is now enabling to record borehole seismic data while formation sampling operation called the “borehole seismic while sampling” method, which is the new way to minimize the rig time and the costs. This setup allows us to record borehole seismic data without adding dedicated operation time or rig time, which would be called “zero operation time borehole seismic acquisition”.
-
-
-
Accuracy of Optimally Blended Methods for Wave Propagation
Authors V. Puzyrev and V. CaloSummaryWe investigate the optimal blending in the finite element method and isogeometric analysis for wave propagation problems. These techniques lead to more cost-effective schemes with much smaller phase errors and two additional orders of convergence. The proposed blending methods are equivalent to the use of nonstandard quadrature rules and hence they can be efficiently implemented by replacing the standard Gaussian quadrature by a nonstandard rule. Numerical examples demonstrate the superior accuracy of the optimally-blended schemes compared with the classical methods.
-