Page 1 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production The Wolf Ramp: Reflection Characteristics of a Transition Layer Christopher L. Liner and Bernhard G. Bodmann∗ ∗ The University of Houston, 4800 Calhoun Road, Houston, Texas 77004 (March 19, 2010) GEOPHYSICS LETTERS Running head: Wolf Ramp ABSTRACT The modern use of spectral decomposition has shown that reflection events in practice are always frequency dependent, a phenomenon we call reflectivity dispersion. This can often be attributed to strong interference effects from neighboring reflection coefficients of the classical type (i.e., parameter discontinuities or jumps). However, an intrinsic frequency dependence from a single layer is possible if the contact is not a jump discontinuity but a gradual transition. Here we revisit and expand the normal incidence theory of a linear velocity transition zone (termed a Wolf ramp) and show how it leads to frequency-dependent reflectivity. The development of waveform forward modeling leads to a ramp detection method that is demonstrated on migrated field data. 1 Geophysics Manuscript, Accepted Pending: For Review Not Production INTRODUCTION The development of seismic spectral decomposition (Gridley and Partyka, 1997), and the more general field of time-frequency representations (Goupillaud et al., 1983; Chakraborty and Okaya, 1995), has invited close scrutiny of seismic reflection events for frequencydependent behavior. This has effectively added an information-rich dimension to data interpretation, analogous to the development of amplitude versus offset analysis (AVO). In this paper, ‘reflectivity dispersion’ (or simply dispersion) refers to frequency dependence of a normal incidence reflection event. Intrinsic dispersion occurs when the effect is present for a single reflection event (two half-spaces in contact). Apparent dispersion is spectral modification due to interference between several events. Mixed dispersion is some combination of intrinsic and apparent type. The known causes of intrinsic reflectivity dispersion are few: rough surface scattering (Clay and Medwin, 1977), Biot reflection (Geertsma and Smit, 1985), and vertical transition zones (Wolf, 1937). For the development of future quantitative seismic interpretation methods, it is necessary to model these effects and identify any characteristics that can be used to distinguish them. We note in passing that normal incidence reflection from an interface separating attenuating media also leads to dispersion as shown experimentally by Wuenschel (1965). The problem of normal incidence P-wave reflection from a linear velocity transition ramp was first studied by Wolf (1937) who derived an exact solution. His analysis is limited to constant density, but illustrates the nature of reflection from a linear transition zone. Bortfeld (1960) considered the same problem from the viewpoint of internal multiples to find a closed form solution. The general acoustic reflection problem (variable density and 2 Page 2 of 24 Page 3 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production oblique incidence) for a Wolf ramp has been treated by Gupta (1965). Transition zones have also been studied in relation to synthetic seismograms (Berryman et al., 1958a,b; Sherwood, 1962; Wuenschel, 1960) In the next section we review Wolf’s exact solution, extend his result for zero crossing of the reflection coefficient as a function of frequency, and develop waveform simulation and detection methods. THEORY Our analysis focusses on reflection due to a transition zone for the special case of constant density and normal incidence (Wolf, 1937). We term this a Wolf ramp. Here we briefly recount the theoretical development. The earth model consists of an upper layer of velocity v, a linear transition zone of thickness h, and a lower layer of velocity v2 = k v. The differential equation to be solved is the one-dimensional constant-density elastic wave equation ∂ 2 ∂u ∂2u V (z) = 2 ∂z ∂z ∂t , (1) z<0 (2) 0<z<h (3) z>0 . (4) where the velocity function is V = v V = v 1+ V = kv k−1 z h Extending the linear part of the velocity function, we define the variable s(z) = v 1 + 3 k−1 z h , (5) Geophysics Manuscript, Accepted Pending: For Review Not Production Page 4 of 24 and its derivatives, ∂s ∂z ∂ ∂z k−1 h ∂s ∂ k−1 ∂ =v ∂z ∂s h ∂s = v = (6) . (7) We take the Fourier transform with respect to time and express the wave equation in the new variable as v2 1 + k−1 h 2 ∂ 2 ∂u s = ω2 u , ∂s ∂s (8) where u = u(s, ω) and ω is angular frequency. Absorbing constants into the frequency variable, ω̄ = ω v 1+ k−1 h (9) , the transformed wave equation simplifies to 2s ∂u ∂2u + s2 + ω̄ 2 u = 0 ∂s ∂s2 ; u = u(s, ω̄) . (10) The form of this differential equation suggests power-law solutions, so we make the following ansatz u = c sm , (11) where c is a constant with respect to s. Substitution of this trial solution yields the polynomial equation 2 m u + m(m − 1) u + ω̄ 2 u = 0 , (12) that can be written in compact form as h i m(m + 1) + ω̄ 2 u = 0 , (13) identical to Equation 6 in Wolf (1937). The values of m are given by the roots of the bracketed polynomial. Applying the continuity of the field and its z-derivative across the velocity 4 Page 5 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production transition zone yields the frequency-dependent normal incidence reflection coefficient for a Wolf ramp Rw (f ) = 1 2σ + 2γ coth(γ log(k)) , (14) where log(k) is the natural logarithm of k, frequency f is in Hz, and σ and γ depend on frequency by i 2π f h σ(f ) = (k − 1)v ; γ(f ) = q 1/4 + σ 2 . (15) A useful approximation to Rw (f ) is given in Appendix A. In the limit of zero frequency or thickness, σ = 0 and γ = 1/2, leading to lim (f,h)→0 Rw (f ) = coth( 12 1 k−1 = = R0 k+1 log(k)) (16) where R0 is the classical constant density normal incidence reflection coefficient. To arrive at this result, the definition coth(x) ≡ ex − e−x ex + e−x (17) has been utilized along with some simplifying algebra. Discussion of exact Rw In general, Rw (f ) is a complex function of frequency. As noted above, at zero frequency the Wolf reflection coefficient reduces to the well-known normal incidence acoustic reflection coefficient because any transition zone is negligible for the corresponding infinite wavelength. The function Rw (f ) has an absolute maximum at f = 0 and decreases in magnitude as frequency increases. The reflection coefficient is zero if either σ or coth(γ log k) are infinite, the latter occuring when γ log(k) is a non-zero purely imaginary integer multiple of π. In 5 Geophysics Manuscript, Accepted Pending: For Review Not Production Page 6 of 24 other words, |Rw (f )| = 0 when γ log(k) = i n π n = ±1, ±2, ±3, · · · ; (18) This clarifies Wolf’s zero-crossing result by avoiding use of the ambiguous expression |γ|. Furthermore, it accounts for all zero crossings, not just the first as given by Wolf. Solving equation 18 for the nth zero crossing frequency we obtain v (k − 1) fn = 2h s n log(k) 2 + 1 4 π2 (19) which yields a positive frequency for all k > 0 and all n. In Figure 1 we illustrate behavior of the Wolf reflection coefficient by plotting Rw (f ) from 0-100 Hz for a transition thickness of h = 10 m, upper velocity v = 3500 m/s, and velocity contrast k = 0.8. This case could represent, for example, a high-velocity cap rock overlying and grading into low velocity reservoir rock. In this case, the real part of Rw (A) decays slowly away from the static value of R0 = −0.1, with a zero crossing and polarity reversal at 80 Hz. The imaginary part (B) is zero at zero frequency (as it should be, since R0 is real) and slowly builds to a maximum at about 55 Hz. These combine to give a phase (D) that is linear from 180 degrees at zero frequency (consistent with negative R0 ) and finishing at 60 degrees near 100 Hz. Note the amplitude (C) does not exhibit a zero crossing in the 0-100 Hz frequency range since |Rw (f )| = 0 requires both real and imaginary parts to be zero. Equation 19 indicates a first zero crossing of |Rw (f )| for this parameter set is 157 Hz. Figure 2 shows the same model, except the transition zone is now 50 m thick. All significant change occurs in this case below 20 Hz, above which Rw oscillates around zero, meaning these waves do not see a reflecting interface but a smoother, linear v(z) medium. For this thicker ramp, there are six real part zero crossings and three amplitude ones. 6 Page 7 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production Waveform Simulation and Detection Convolutional modeling allows us to examine the characteristics of a Wolf ramp reflection in a different way. By convolving the complex reflection coefficient with a time-domain delta function and multiplying by e−iωt , we build the integrand of the inverse Fourier Transform. Symmetry of this complex reflection coefficient (the real part is even, the imaginary part is odd) assures the inverse Fourier transform will be a real-valued time function, and vice versa. The integrand of the inverse Fourier transform can be viewed and analyzed for features characteristic of the Wolf ramp reflection. Since the integrand is complex, we can view the real, imaginary, amplitude, or phase attributes. In this paper we limit analysis to the real part while acknowledging that additional information my be encoded in the other attributes. Figure 3 displays an example Wolf ramp reflection 1-100 Hz waveform simulation. Note the time scale is in seconds with t = 0 located at the top of second layer (base of the Wolf ramp). The real part of the zero crossings of Rw (f ) seen in Figure 3 occur at t = 0, while the amplitude zero crossings (not shown) are vertical bands at one frequency for all time. The waveform simulation method leads naturally to a detection algorithm. Let g(t) be a windowed seismic trace containing a reflection suspected of being due to a Wolf ramp, and let g(f ) be its Fourier transform. The inverse Fourier transform of this data is Z g(t) = g(f ) e−i2πf t dt (20) which allows interrogation of a time-frequency version of the windowed data g(t, f ) = Re[g(f ) e−i2πf t ] (21) for characteristics similar to those related to Wolf ramp reflection. Numerical tests (not 7 Geophysics Manuscript, Accepted Pending: For Review Not Production shown) confirm that the algorithm decomposes Wolf ramp waveform traces to accurately reproduce known time-frequency variations like those shown in Figure 3B. Again, we note that other complex attributes could be studied in addition to the real part. FIELD DATA EXAMPLE To illustrate various aspects of Wolf ramp theory applied to real data, we consider a 2D migrated seismic line from the Andaman Sea, Thailand. Due to a strong terrigenous sediment flux, this basin is known to have a soft sea floor. Such a situation may reasonably be expected to exhibit a gradational boundary at the sea floor from mud to poorly consolidated sediments and, finally, to lithified material. Our goal here is to examine the sea floor reflection for evidence of a Wolf-type transition layer. Our field example uses migrated seismic data to make a tentative, plausible case for a transition zone reflection at the seafloor. This is offered as an illustration of the decomposition algorithm and concept of discriminating transition zone effects from other possibilities. Reviewers have correctly pointed out that prestack field data that is better suited to this kind of analysis. While we concede this point in general, the fact is that spectral decomposition is routinely applied to migrated seismic data, and this is the domain where principle interpretation is done. Furthermore, the authors do not currently have access to suitable prestack data. Therefore, our field example should be considered tentative. Figure 4A shows a portion of the migrated data from 1.0-1.5 seconds centered on the sea floor reflection, 4B is a detailed plot of trace number 1950 over the time range 1.2-1.35 sec, and 4B is the time-frequency decomposition of TR1950 as described in equation 21. Comparing with a Wolf ramp TF plot, Figure 3, we see two compelling characteristics in 8 Page 8 of 24 Page 9 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production common. First, the presence of a notch at about 55 Hz of the amplitude type discussed above, and, second, decay of energy above the notch till the bandwidth limit is reached around 80 Hz. We understand that a migrated seismic trace is a highly-processed object, representing various prestack processes and summation over offset. But insofar as migrated data is used routinely to map geologic horizons and estimate rock properties, it may also be suitable for detection of Wolf-type transition zones. If Figure 4A is the expression of a Wolf ramp, we can ask what set of parameters would give a reasonable fit to the observed data. Layer one in this case is water so we take v = 1500 m/s (with the understanding that this could be incorrect by up to 5%). In the absence of any hard data on sea floor velocities in the area, we make the assumption that velocity below the transition zone is 2100 m/s (k=1.4). With these parameters set it is possible to test various ramp thickness values and we find a good fit for h = 15 m, as illustrated in Figure 5B. Another possible explanation of the observed data is interference of two reflection coefficients in the shallow sea floor. Figure 5C is an interference simulation that preserves the notch frequency with two equal reflection coefficients 9 ms apart. The key difference is quick recovery of energy beyond the notch frequency. This is always true of interference in which frequencies are not lost or attenuated, but temporally phased out. Compare this to the Wolf ramp simulation that shows clear decay above the notch in keeping with the exponential term in equation 22 of Appendix A. This is an effect that cannot be simulated, for example, by interference of two unequal reflection coefficients (Figure 5D). Two final comments about possible causes for the time-frequency behavior of the field 9 Geophysics Manuscript, Accepted Pending: For Review Not Production data (Figure 5A). The amplitude notch may also be due to a source or receiver ghost. Usual practice is to design the acquisition system so that ghost notches lie outside the data bandwidth, although a 60 Hz notch corresponds to a reasonable source and/or receiver depth of 6.25 m (vertical travel time). Without prestack data (unavailable to the authors) this has to remain an open question. Finally, we note that rough surface scattering (Clay and Medwin, 1977) is another kind of dispersive reflection that shows exponential frequency decay, but it does not involve development of a notch and was therefore discounted from our analysis. CONCLUSIONS The tools of modern spectral analysis make it possible to interpret seismic data in new ways and at new levels of interrogation. We have examined one example of early work on reflection from a vertical velocity transition zone (Wolf, 1937), with an eye toward the usefulness of such analytic solutions in light of modern spectral decomposition tools. Even in the simple case of normal incidence and constant density, frequency dependent reflectivity is predicted. We have developed time-frequency waveform simulation and detection algorithms that show features of complex, dispersive Wolf ramp reflectivity, including characteristic notches, sinc-like oscillations of the real part of the reflection coefficient, and exponential decay with increasing frequency. This pattern of behavior distinguishes Wolf ramp reflection from pure interference effects due to closely spaced nondispersive reflection coefficients. This is demonstrated by synthetic tests and decomposition of field migrated seismic data. Our analysis of a soft seafloor reflection in the Andaman Basin shows evidence for the presence of a Wolf-type transition zone, results that must be considered tentative since prestack data may be better suited for such analysis. We see the work reported here as 10 Page 10 of 24 Page 11 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production a step toward developing quantitative interpretation tools aimed at unraveling competing frequency-dependent effects in seismic data at a local scale. APPENDIX A: REFLECTION COEFFICIENT APPROXIMATION The exact form of Rw is ideal for numerical experiments like those shown above, but analytic approximations are useful for interpretation applications. Wolf (1937) has thoughtfully provided an accurate approximate form valid in the usual situation of k < 2. In this case the difference between γ and σ can be ignored, and the reflection coefficient reduces to Rw (f ) ≈ sin(|σ| log k) −σ e 2|σ| log k (22) The approximate form shows exponential decay in frequency because σ is proportional to f through equation 15. Examination of the real and imaginary plots in Figure 2 clearly shows sinc-like behavior as expressed in the approximation. ACKNOWLEDGMENTS The authors would like to thank Assoc. Editor J. Blanch and reviewer John Stockwell for constructive criticism. This work is a contribution of the Allied Geophysical Lab at the University of Houston. 11 Geophysics Manuscript, Accepted Pending: For Review Not Production REFERENCES Backus, G. E., 1962, Long-wave elastic anisotropy produced by horizontal layering: J. Geophys. Res., 67, 4427–4440. Berryman, L. H., P. L. Goupillaud, and K. H. Waters, 1958a, Reflections from multiple transition layers part I: Theoretical results: Geophysics, 23, 223–243. ——–, 1958b, Reflections from multiple transition layers part Ii: Experimental investigation: Geophysics, 23, 244–252. Bortfeld, R., 1960, Seismic waves in transition layers: Geophys. Prosp., 08, 178–217. Chakraborty, A., and D. Okaya, 1995, Frequency-time decomposition of seismic data using wavelet-based methods: Geophysics, 60, 1906–1916. Clay, S. C., and H. Medwin, 1977, Acoustical oceanography: Principles and applications: John Wiley and Sons. Geertsma, J., and D. C. Smit, 1985, Some aspects of elastic wave propagation in fluidsaturated porous solids: Geophysics, 50, 1797–1809. Goupillaud, P., A. Grossmann, and J. Morlet, 1983, Cycle-octave representation for instantaneous frequency spectra: 53rd Ann. Internat. Mtg, Soc. of Expl. Geophys., Session:S24.5. Gridley, J., and G. Partyka, 1997, Processing and interpretational aspects of spectral decomposition: 67th Ann. Internat. Mtg, Soc. of Expl. Geophys., 1055–1058. Gupta, R. N., 1965, Reflection of plane-waves from a linear transition layer in liquid media: Geophysics, 30, 122–132. Sherwood, J. W. C., 1962, The seismoline an analog computer of theoretical seismograms: Geophysics, 27, 19–34. Wolf, A., 1937, The reflection of elastic waves from transition layers of variable velocity: 12 Page 12 of 24 Page 13 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production Geophysics, 02, 357–363. Wuenschel, P. C., 1960, Seismogram synthesis including multiples and transmission coefficients: Geophysics, 25, 106–129. Wuenschel, P. C., 1965, Dispersive body waves an experimental study: Geophysics, 04, 552–570. Figures 13 Geophysics Manuscript, Accepted Pending: For Review Not Production LIST OF FIGURES 1 Exact normal incidence reflection coefficient, Rw (f ) , for a Wolf ramp (linear ve- locity transition zone). Parameters for this case are h = 10 m, v = 3500 m/s, and k = 0.8. (A) Real part of the Wolf reflection coefficient as a function of frequency. If no ramp were present, the standard reflection coefficient would be R0 = −0.1 for all frequencies. (B) Imaginary part. (C) Amplitude, or complex absolute value. (D) Phase. 2 Exact Rw (f ) as previous figure, except that the ramp is now 50 m thick. 3 Convolutional 1-100 Hz waveform modeling of a Wolf ramp (h = 50 m, v = 3500 m/s, k = 0.8). (A) Time domain response formed by summation of (B) over frequency. (B) Time-frequency representation formed by convolving the complex Wolf reflection coefficient with a time-domain unit spike. Only the real part is shown. 4 Offshore migrated field data from Anadman Basin, Thailand. (A) View of sea floor reflector. (B) Detail plot of trace 1950 from 1.20-1.35 sec. (C) Time-Frequency decomposition from 0-100 Hz, showing characteristic notch and polarity reversal at 55 Hz as well as diminished amplitude above the notch frequency. 5 Time-Frequency comparisons (real part only). (A) Decomposition of field data trace 1950, (B) Wolf ramp simulation (v = 1500, k = 1.4, h = 15 m), (C) Interference effect simulation (RC2 = RC1 , δt = −9 ms), (C) Interference effect simulation (RC2 = 0.8 RC1 , δt = −9 ms). 14 Page 14 of 24 Page 15 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production !A" Real 0.2 0.1 Value Value 0.1 0.0 !0.1 !0.2 !B" Imaginary 0.2 0.0 !0.1 0 20 40 60 Frequeny !Hz" 80 !0.2 100 0 20 !C" Amplitude 0.20 40 60 Frequeny !Hz" 80 100 40 60 Frequeny !Hz" 80 100 !D" Phase 150 Degrees Value 0.15 0.10 50 0.05 0.00 100 0 20 40 60 Frequeny !Hz" 80 100 0 0 20 Figure 1: Exact normal incidence reflection coefficient, Rw (f ) , for a Wolf ramp (linear velocity transition zone). Parameters for this case are h = 10 m, v = 3500 m/s, and k = 0.8. (A) Real part of the Wolf reflection coefficient as a function of frequency. If no ramp were present, the standard reflection coefficient would be R0 = −0.1 for all frequencies. (B) Imaginary part. (C) Amplitude, or complex absolute value. (D) Phase. Liner and Bodmann – GEOPHYSICS LETTERS 15 Geophysics Manuscript, Accepted Pending: For Review Not Production !A" Real 0.2 Value Value 0.1 0.0 !0.1 !0.2 !B" Imaginary 0.2 0.1 Page 16 of 24 0.0 !0.1 0 20 40 60 Frequeny !Hz" 80 !0.2 100 0 20 !C" Amplitude 0.20 40 60 Frequeny !Hz" 80 100 40 60 Frequeny !Hz" 80 100 !D" Phase 150 Degrees Value 0.15 0.10 50 0.05 0.00 100 0 20 40 60 Frequeny !Hz" 80 100 0 0 20 Figure 2: Exact Rw (f ) as previous figure, except that the ramp is now 50 m thick. Liner and Bodmann – GEOPHYSICS LETTERS 16 Page 17 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production Amp 0 20 0 60 80 100 0 0.05 0.05 0.10 Hz -0.05 Sec Sec -0.05 40 (A) Summed 0.10 (B) Re[ Rw(t,f) ] Figure 3: Convolutional 1-100 Hz waveform modeling of a Wolf ramp (h = 50 m, v = 3500 m/s, k = 0.8). (A) Time domain response formed by summation of (B) over frequency. (B) Time-frequency representation formed by convolving the complex Wolf reflection coefficient with a time-domain unit spike. Only the real part is shown. Liner and Bodmann – GEOPHYSICS LETTERS 17 Geophysics Manuscript, Accepted Pending: For Review Not Production 1.0 Trace 1800 1850 1900 1950 2000 2050 2100 2150 Sec 1.2 1.4 (A) Migration Data 0 Amp 20 1.22 1.24 1.24 1.26 1.26 Sec Sec 1.22 1.28 40 Hz 60 80 100 1.28 1.30 1.30 1.32 1.32 1.34 1.34 (B) TR1950 (C) TF of TR1950 (Real) Figure 4: Offshore migrated field data from Anadman Basin, Thailand. (A) View of sea floor reflector. (B) Detail plot of trace 1950 from 1.20-1.35 sec. (C) Time-Frequency decomposition from 0-100 Hz, showing characteristic notch and polarity reversal at 55 Hz as well as diminished amplitude above the notch frequency. Liner and Bodmann – GEOPHYSICS LETTERS 18 Page 18 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production 20 40 Hz 60 80 100 20 1.22 1.24 1.24 1.26 1.26 40 Hz 60 80 100 80 100 Sec Time (ms) 1.22 1.28 1.28 1.30 1.30 1.32 1.32 1.34 1.34 (A) TR1950 TF 20 40 Hz 60 (B) Wolf Ramp TF 80 100 20 1.22 1.24 1.24 1.26 1.26 40 Hz 60 Time (ms) 1.22 Time (ms) Page 19 of 24 1.28 1.28 1.30 1.30 1.32 1.32 1.34 1.34 (C) Interference TF (rc1=rc2) (D) Interference TF (rc1>rc2) Figure 5: Time-Frequency comparisons (real part only). (A) Decomposition of field data trace 1950, (B) Wolf ramp simulation (v = 1500, k = 1.4, h = 15 m), (C) Interference effect simulation (RC2 = RC1 , δt = −9 ms), (C) Interference effect simulation (RC2 = 0.8 RC1 , δt = −9 ms). Liner and Bodmann – GEOPHYSICS LETTERS 19 !A" Real 0.2 !B" Imaginary 0.2 Geophysics Manuscript, Accepted Pending: For Review Not Production Page 20 of 24 0.1 Value Value 0.1 0.0 !0.1 !0.2 0.0 !0.1 0 20 40 60 Frequeny !Hz" 80 !0.2 100 0 20 !C" Amplitude 0.20 40 60 Frequeny !Hz" 80 100 40 60 Frequeny !Hz" 80 100 !D" Phase 150 Degrees Value 0.15 0.10 50 0.05 0.00 100 0 20 40 60 Frequeny !Hz" 80 100 0 0 20 !A" Real !B" Imaginary 0.2 21 0.2 Page Geophysics of 24 Manuscript, Accepted Pending: For Review Not Production 0.1 Value Value 0.1 0.0 !0.1 !0.2 0.0 !0.1 0 20 40 60 Frequeny !Hz" 80 !0.2 100 0 20 !C" Amplitude 0.20 40 60 Frequeny !Hz" 80 100 40 60 Frequeny !Hz" 80 100 !D" Phase 150 Degrees Value 0.15 0.10 50 0.05 0.00 100 0 20 40 60 Frequeny !Hz" 80 100 0 0 20 Geophysics Manuscript, Accepted Pending: For Review Not Production Amp 0 20 -0.05 Time (s) Time (s) -0.05 0 0 0.05 0.05 0.10 Frequency (Hz) 40 60 a) Summed 0.10 b) Re[ Rw(t,f) ] 80 Page 22 of 24 100 Page 23 of 24 Geophysics Manuscript, Accepted Pending: For Review Not Production 1.0 Trace 1800 1850 1900 1950 2000 2050 2100 2150 Time (s) 1.2 1.4 a) Migration Data 0 Amp 20 1.22 1.24 1.24 1.26 1.26 80 Time (s) Time (s) 1.22 Frequency (Hz) 40 60 1.28 1.28 1.30 1.30 1.32 1.32 1.34 1.34 b) TR1950 c) TF of TR1950 (Real) 100 Geophysics Manuscript, Accepted Pending: For Review Not Production 20 Frequency (Hz) 40 60 80 100 20 1.24 1.24 1.26 1.26 80 100 80 100 Time (s) 1.22 Time (s) 1.22 Frequency (Hz) 40 60 Page 24 of 24 1.28 1.28 1.30 1.30 1.32 1.32 1.34 1.34 a) TR1950 TF 20 Frequency (Hz) 40 60 b) Wolf Ramp TF 80 100 20 1.22 1.24 1.24 1.26 1.26 Time (s) Time (s) 1.22 Frequency (Hz) 40 60 1.28 1.28 1.30 1.30 1.32 1.32 1.34 1.34 c) Interference TF (rc1=rc2) d) Interference TF (rc2=0.7*rc1)
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