Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll RMT Signature of the Rhineland Brown Coal Karam S. I. Farag* and Bülent Tezkan* E-mail: [email protected] * Institut für Geophysik und Meteorologie (IGM), Universität zu Köln, Albertus-Magnus-Platz, D-50923 Köln I. Introduction Cologne-based RWE Rheinbraun AG is responsible for mining of lignite, or brown coal, in Rhineland with an annual production of around 100 million metric tons. Rhineland brown coal accounts for around 16% of German’s electricity supply. Growing competition from other sources of energy, such as imported hard coal, made it essential to minimize costs, especially in field-work functions like expensive drilling and direct-sampling. Here the geophysics enters the picture. Since electromagnetic (EM) methods have become more population in surface-mining applications, EM survey in advance of the drilling could help design the future drilling (or directsampling) pattern. A total number of 86 radiomagnetotelluric (RMT) and 33 transient electromagnetic (TEM) soundings (five separate profiles) were carried out over the shallow coal seams at the "Garzweiler I" mining district, west of Cologne (Fig. 1), to image the vertical electrical resistivity structure of those seams. To determine what can be interpreted reliably from EM measurements, 16 rock samples for different lithologies were collected from the surface outcrops in the area and their direct current (DC) and alternating current (AC) resistivities were measured in the laboratory. We present here the one- and two-dimensional RMT inversion results for three profiles conducted over a coal-covered area (Fig. 2). Figure 1: Field-panorama of the "Garzweiler I" mining district, west of Cologne. 47 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll Well ID: WS1380 TEM 17 TEM RMT 32 RMT RMT 21 RMT 42 RMT 50 Profile III RMT 43 RMT 1 RMT 49 RMT 22 Profile I Profile II Figure 2: The topography and locations of RMT soundings over the coal-covered area. II. Radiomagnetotellurics (RMT) Methods utilize EM radiation generated in the low frequency band by remote powerful military (10-30 kHz) and civilian broad-casting (30-300 kHz) radiostations which transmit continuously either an unmodulated carrier wave or wave with superimposed "Morse Code." When the receiver locations are located at least seven "skin-depths" away from these transmitters, EM waves are essentially planar and horizontal. If the waves are polarized in the xy-plane and travel downward in the z-direction. In this case, simultaneous measurements of two orthogonal components of the time-varying electric (Ex) and magnetic (Hy) fields, for selected frequencies, using two ground potential-electrodes and a vertical coil respectively can be easily done. Analogous to magnetotellurics (MT), data analysis commences with calculation of the apparent resistivity ρa(ω) and the impedance-phase φ(ω) using the well-known "Cagniard formulae" of MT. For our field measurements, the RMT instrument was developed from a prototype built at the Hydrogeological Institute of the University of Neuchâtel, Switzerland. The data can only be acquired in scalar mode. Since the strike direction was often unknown, the measurements were made at 6 different orthogonal azimuths, namely at 0o, 30o, 60o, 80o, 120o and 150o N (Fig. 3). Due to the large number of distant transmitters in the Garzweiler region, it was easily possible to cover the entire RMT spectrum using only the best-observed frequencies (19.6, 21.7, 23.4, 24, 61.9, 65.8, 75, 118.7, 153, 162, 177, 183, 198, 207, 216, 225, 234, 243 and 252 kHz). 48 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll 0o ρa,xy(ω) = 2 1 ω µo φxy(ω) = tan-1 30 o Ex(ω) H y(ω) 60 o 80 o Im [Ex(ω)/Hy(ω)] Re [Ex(ω)/Hy(ω)] 120 o 150 Transmitter Vertical Coil o Electric Field Component (Ey) Potential Electrode RMT Instrument y x Magnetic Field Component (Hy) 252 kHz z 198 kHz 75 kHz 19.6 kHz Figure 3: Multi-frequency RMT field-setup over a horizontally-layered earth. III. Interpretation of RMT Data The interpretation of RMT data at the IGM is currently carried out using a standard scheme of successive techniques as follows; a. Viewing Resistivity and Impedance-phase Plotting of apparent resistivity and phase values versus measuring distance (Fig. 4-a) showed a slight increase for apparent resistivity and decrease for phase values throughout the profiles from SW to NE. All apparent resistivity curves showed a descending behavior with increasing the frequency. While phase curves showed a change from about 25o to 50o with increasing the frequency (Fig. 4-b). This can roughly be explained by an upper conductor overlying a resistive medium. Plotting of apparent resistivity and phase values versus measuring azimuth, for every RMT-frequency band, (Fig. 4-c) showed that the change of either resistivity or phase is quite small (i.e. they are independent of the transmitter’s azimuth). This may assume that the data are almost consistent with the one-dimensional (1-D) resistivity model. b. ρ*-z* Transformation Theoretically, observed RMT data can be interpreted according to the ρ*(z*) transformation (Schmucker, 1987) which allows estimates of the conductivity depth distribution using modified (or substitute) resistivity values for phases ranging from 0o to 45o or from 45o to 90o. The ρ*(z*) depth sections below the three profiles (see as example, Fig. 5) showed a monotonic increase of ρ* values downwards with decreasing frequencies indicating an upper conductor overlying a resistive medium, the z* values are scattered at the lowest frequencies. This 49 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll is interpreted as thin coal seam overlying a sand layer. The coal seam has a gradual thickness decrease from SW to NE. In the sense of ρ*(z*) transformation, the maximum investigation depth was about 12 m. As Ziebell (1997) pointed out, in the case of an upper conductor overlying a resistive medium (e.g. a waste mass overlaying an undisturbed resistive-geology), 2z* can be used as a maximum investigation depth for 2-D RMT interpretation. We found that 2.5z* is quite satisfactory in our case, either for one- or two-dimensional (2-D) interpretation (see Sections III-c and III-d). [a] 100 60 Transmitters at 120o N Transmitters at 120o N RMT 1 24 kHz 61.9 kHz 118.7 kHz 153 kHz 207 kHz 252 kHz RMT 21 Impedance Phi [Deg.] App. Rho [Ohm*m] 50 40 30 20 10 RMT 1 24 kHz 61.9 kHz 118.7 kHz 153 kHz 207 kHz 252 kHz RMT 21 0 10 0 100 200 [b] 100 300 400 Distance [m] 0 500 100 60 200 300 Distance [m] 400 500 All transmitters All transmitters RMT 1 RMT 5 RMT 9 RMT 13 RMT 17 RMT 21 10 RMT 2 RMT 6 RMT 10 RMT 14 RMT 18 RMT 4 RMT 8 RMT 12 RMT 16 RMT 20 40 30 20 100 Frequency [kHz] [c] 10 10 1000 60 RMT 1 RMT 5 RMT 9 RMT 13 RMT 17 RMT 21 0 RMT 2 RMT 6 RMT 10 RMT 14 RMT 18 RMT 3 RMT 7 RMT 11 RMT 15 RMT 19 RMT 4 RMT 8 RMT 12 RMT 16 RMT 20 RMT 2 RMT 6 RMT 10 RMT 14 RMT 18 RMT 3 RMT 7 RMT 11 RMT 15 RMT 19 100 Frequency [kHz] RMT 4 RMT 8 RMT 12 RMT 16 RMT 20 1000 High RMT-frequency band [234.0, 243.0 and 252.0 kHz] 50 Impedance Phi [Deg.] App. Rho [Ohm*m] High RMT-frequency band [234.0, 243.0 and 252.0 kHz] 10 RMT 1 RMT 5 RMT 9 RMT 13 RMT 17 RMT 21 0 10 100 RMT 3 RMT 7 RMT 11 RMT 15 RMT 19 Impedance Phi [Deg.] App. Rho [Ohm*m] 50 40 30 RMT 1 RMT 5 RMT 9 RMT 13 RMT 17 RMT 21 20 10 RMT 2 RMT 6 RMT 10 RMT 14 RMT 18 RMT 3 RMT 7 RMT 11 RMT 15 RMT 19 RMT 4 RMT 8 RMT 12 RMT 16 RMT 20 0 50 100 Tx-azimuth [Deg.] 0 150 50 100 Tx-azimuth [Deg.] 150 Figure 4: Apparent resistivity and phase versus measuring distance (a), frequency (b), and azimuthdirection (c), profile I. 50 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll Figure 5: ρ*(z*) depth section below profile I. c. One-dimensional (1-D) Inversion Models for different RMS obtained from Occam’s inversion (Constable, 1987) of the sounding RMT 32, close to the stratigraphic-control borehole "WS 1380", (Fig. 6-a) showed smoothing curves exhibiting an upper conductor (Garzweiler coal seam) overlying a resistive medium (sand). The coal-sand boundary is not quite clear as the RMS threshold increases. Because the RMT data are skin-depth limited, only the first two layers (i.e. Garzweiler coal and the underlying sand) are needed to explain the data. Throughout each profile, Occam’s results were quite consistence (Fig. 7-a). Only for profile III, we had to skip up to 50 % from its data before inversion. The blocked-layer thicknesses, after adjusting from the borehole-geology, and their average resistivity obtained from smoothed-earth model were used to formulate a good starting model for the full non-linear inversion to drive the layered-earth model (Inman, 1975) at the sounding RMT 32. Beginning from this reference sounding and using a kind of recursive starting modeling (which means the inversion results for the previous sounding is used as starting model for the present one), the inverted sections could be driven reasonably (Fig. 7-b) with a resolution depth up to 30 m. [a] [b] 1000 100 10 0.1 Start model [based on Occam's model] End model Equivalent model Start model RMT=2.059 RMS=1.601 RMS=1.552 RMS=1.538 RMS=1.528 RMS=1.497 1 Rho [Ohm*m] Rho [Ohm*m] 1000 100 Depth [m] 10 10 0.1 100 1 Depth [m] 10 Figure 6: 1-D smoothed-earth (a) and layered-earth (b) models, sounding RMT 32, profile II. 51 100 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll [a] RMS%=0.85-1.699 [b] RMS%=1.002-1.865 Figure 7: 1-D smoothed-earth (a) and layered-earth (b) inverted section below profile I. d. Two-dimensional (2-D) Inversion Using "Tikhonov regularization", non-linear conjugate gradients (NLCG) algorithm (Rodi and Mackie, 2001) finds a regularized solution of the 2-D inverse problem for RMT data. The inversion procedure uses the predicted impedances from the forward calculation, using a finitedifference algorithm, to modify the model parameters that minimize the objective function. To begin, one must develop an initial guess (start model) of the electric structure of the subsurface. The earth is broken down into discrete blocks for solving the problem. Because the calculation is extremely sensitive to the geometry of the mesh, during the course of discretizing the 2-D earthmesh, four meshing parameters should be well-adjusted to aid in the design: (1) the "skin-depth limit", (2) the "size-delta limit", (3) the "mesh extension", and (4) the "topographic inputs". The L-curve criterion (Hansen, 1999) provides a means of estimating an appropriate value of the trade-off parameter (τ) between the size of the regularized solution and the quality of the fit that it provides the given data. If the model norm is plotted against the misfit for a wide range of τ, the resulting curve tends to have a characteristic "L-shape", especially when plotted on doublelogarithmic axes (Fig. 8). The corner (i.e. the point of maximum curvature) of this L-curve corresponding to a roughly equal balance of the two terms. The 2-D inverted section below profile I, as an example, is shown in Figure 9, with a resolution depth up to 30 m. Figure 10 shows the inversion models in comparison with the borehole-geology at the sounding RMT 32, one can see a smooth resistivity change in the case of 2-D model at the layer-boundary whereas the transition to the lower sand is more sharp in the case of 1-D models. 52 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll Solution Norm 1000 10 Iteration No. 5 0.1 0.3 1 3 10 15 25 30 50 70 100 Optimal Tau=20 Iteration No. 10 Iteration No. 15 Iteration No. 20 Iteration No. 25 Iteration No. 30 300 1000 3000 0.1 1000 Residual Norm 100000 Figure 8: The L-curves at different iterations and the optimal regularization parameter, profile I. Overall RMS%= 1.342 Figure 9: 2-D smoothed-earth inverted sections below profile I. Figure 10: Comparison of the RMTE inverted models with the borehole-geology, sounding RMT 32, profile II. 53 20. Kolloquium Elektromagnetische Tiefenforschung, Königstein, 29.09.-3.10.2003, Hrsg.: A. Hördt und J. B. Stoll IV. Concluding Remarks Over the coal-covered area, the specially designed field setup (i.e. the multi-directional, multi-frequency RMT survey) enabled the data to be interpreted extensively by 1-D and 2-D resistivity models. Comparison of the inversion techniques showed that 1-D smoothed- and layered-models represent the coal-sand boundary very clearly and accurately where the geology and the model are reasonably matched, while the 2-D smoothed-earth model shows a less distinct boundary. One of the best uses of the 2-D inversion was to confirm that 1-D inversion is quite valid for all soundings. The simplicity of 1-D inversion can provide sometimes an interpretation with much resolution and more detail, with no aid of a complex 2-D inversion. V. Acknowledgment We would like to thank Mr. B. Becker and Mr. K. Schneider from RWE Rheinbraun AG for providing the filed support during the measurements at the "Garzweiler I" mine and allowing us to use the stratigraphical, topographical and well logging data. VI. References Constable, S. C., R. L. Parker and C. G. Constable, Occam's Inversion: a practical algorithm for generating smooth models from EM sounding data, Geophysics, 52, 289-300, 1987. Hansen, P. C., The L-curve and its use in the numerical treatment of inverse problems, Tech. Report, IMM-REP 99-15, Dept. of Math. Model., Tech. Univ. of Denmark, 1999. Inman, J. R., Resistivity inversion with ridge regression, Geophysics, 5, 798-817, 1975. Rodi, W. and R. Mackie, Nonlinear conjugate gradients algorithm for 2-D magnetotelluric inversion, Geophysics, 66, 174-187, 2001. Schmucker, U., Substitute conductors for electromagnetic response estimates, PAGEOPH, 125, 341-367, 1987. Ziebell, M., Untersuchung einer Altlast in Köln-Holweide mit Radiomagnetotellurik unter Verwendung verschiedener Interpretationssoftware, Diplom-thesis, Institut für Geophysik und Meteorologie, Universität zu Köln, 1998. 54