True-amplitude migration

Part 7, Processing for QI

Learning objectives

  • State the Kirchhoff weights needed to make migration amplitude-preserving
  • Distinguish structural migration (adequate for visualisation) from true-amp migration (required for QI)
  • Recognise the spurious AVO that structural migration introduces on constant-R reflectors
  • Identify which migration flavours support true-amplitude output and which do not

Section 7.1 fixed the pre-migration processing; this section fixes the migration step itself. Plain Kirchhoff (Section 5.2) is a structural migration: it focuses diffractions and repositions dips correctly, but its output amplitudes are not calibrated. The magnitude of a migrated event depends on the operator's aperture, the obliquity of the contributing rays, and the geometric spreading of the recorded wavefield. A QI-grade pipeline replaces that plain sum with a true-amplitude Kirchhoff sum whose weights cancel those effects.

1. The true-amp Kirchhoff operator

For each output image point (x_o,z_o)(x\_o, z\_o), instead of the plain sum

Istruct(xo,zo)=βˆ‘xD(x,t(x;xo,zo))I_{\text{struct}}(x_o, z_o) = \sum_x D(x, t(x; x_o, z_o))

the true-amp operator is

Itrue(xo,zo)=βˆ‘xW(x,xo,zo) D(x,t(x;xo,zo))I_{\text{true}}(x_o, z_o) = \sum_x W(x, x_o, z_o)\,D(x, t(x; x_o, z_o))

where, for a flat reflector in a constant velocity VV recorded along one line with point sources, the weight that returns the reflection coefficient is

W=K O S z02(1Ls+1Lr),K=2z0/(Ο€V)W = K\,O\,S\,\sqrt{\tfrac{z_0}{2}\big(\tfrac{1}{L_s} + \tfrac{1}{L_r}\big)}, \qquad K = 2\sqrt{z_0/(\pi V)}
O=12(z0Ls+z0Lr),S=Ls+Lr2z0O = \tfrac12\big(\tfrac{z_0}{L_s} + \tfrac{z_0}{L_r}\big), \qquad S = \frac{L_s + L_r}{2 z_0}

with L_sL\_s and L_rL\_r the lengths of the source and receiver legs to the image point at depth z_0z\_0; each factor is 1 at vertical incidence. The obliquity factor OO, which is costheta\\cos\\theta at the reflection point, comes from the normal derivative in the Kirchhoff integral: a ray that reaches the recording surface obliquely contributes less flux per unit of surface. The spreading factor SS undoes the 1/(L_s+L_r)1/(L\_s + L\_r) amplitude loss of the two legs. The square root, the two-dimensional form of Beylkin's determinant, sets how wide a band of midpoints adds in phase. All three are kinematic: they depend on the velocity model and the ray geometry, not on the reflectivity being estimated (Bleistein, 1987; Schleicher, Tygel and Hubral, 1993). Together they turn migrated amplitude into a quantitative reflectivity estimate.

2. The constant-R test

The figure records one flat reflector along a line and migrates the same data four ways, chosen with the Weighting control: the plain sum, the obliquity factor alone, the spreading factor alone, and the full weight. It opens on a test reflector whose RR is 0.10 at every angle, migrated with the plain sum. Read the amplitude picked at each angle in (e), fit hatA+hatBsin2theta\\hat A + \\hat B\\sin^2\\theta, and ask whether the gradient belongs to the earth or to the migration.

True-amplitude migrationSTANDARD MIGTRUE-AMP MIGGeometric-spreading + obliquity weights recover true reflectivity amplitudes

With the plain sum the test reflector comes back 7.4 % too strong at 30Β°, and the fit returns hatB=+0.036\\hat B = +0.036 where the earth has B=0B = 0: a relative gradient hatB/hatA\\hat B/\\hat A of +0.36, which fails a 0.2 tolerance. By stationary phase, at the image point the four weightings return

  • Plain sum: R/sqrtcosthetaR/\\sqrt{\\cos\\theta}. The far angles brighten, so the fit finds a spurious positive gradient, and a soft brine sand that dims with angle is pulled toward Class III: its fitted gradient falls from +0.040 to +0.018.
  • Obliquity alone: RsqrtcosthetaR\\sqrt{\\cos\\theta}. The far angles dim: on the gas sand the fitted gradient falls from βˆ’0.080 to βˆ’0.038, and about half of the brightening that marks the gas is gone.
  • Spreading alone: R/cos3/2thetaR/\\cos^{3/2}\\theta. The far angles brighten strongly: the brine sand, Class IV in the earth, comes back with a gradient of βˆ’0.038 instead of +0.040 and plots as Class III, a gas response the earth does not have.
  • Full weight: RR. The picks lie on the earth's curve, the test reflector returns hatB=0.000\\hat B = 0.000, and every reflector keeps its class.

A migration with the wrong weights bends the AVO gradient in either direction: a weight that dims the far angles can mute a real gas sand, and one that brightens them can invent one. The weights are also only as good as the velocity model. With the full weight but a migration velocity 8 % fast, the gas sand comes back with its intercept 7.8 % too strong and its gradient at βˆ’0.101 instead of βˆ’0.080, because the reflector is imaged too deep and every offset is assigned the wrong angle.

3. Which migration flavours support true-amp?

  • Kirchhoff PSTM (Section 5.3): true-amp variant exists, widely available. Apply the weight at output-point construction.
  • Kirchhoff PSDM (Section 5.4): true-amp version (Bleistein weighting) is standard for QI-grade processing. Cost is roughly 1.2-1.5Γ— plain PSDM.
  • Beam migration (Section 5.5): beams carry amplitude through the ray Jacobian and the Gaussian envelope, and Gaussian-beam migration has a well-established true-amplitude form (Gray and Bleistein, 2009) that makes beams a good choice for QI.
  • One-way WE (Section 5.6): amplitudes become reliable with true-amplitude one-way propagators and an inverse-oriented imaging condition; the plain adjoint alone is not amplitude-preserving. Good for QI if the dip limit is respected.
  • RTM (Section 5.7): the zero-lag imaging condition is not amplitude-preserving. Amplitude-preserving RTM uses an inverse-scattering imaging condition or deconvolution imaging condition, or post-migration amplitude calibration to wells. Production amplitude-preserving RTM is harder than the amplitude-preserving versions of Kirchhoff or beam migration.
  • FWI output (Section 6): FWI outputs a model, not an image. It fits amplitudes as part of its misfit, and its velocity model supplies the background for amplitude-preserving migration and the low-frequency trend for simultaneous inversion.

4. Practical considerations

  • Aperture taper. The weighted sum uses a finite aperture; abrupt truncation at the edge creates ringing and small amplitude offsets. Apply a raised-cosine taper over the outermost 10-20 % of the aperture width. The aperture must also hold the band of midpoints that adds in phase, which widens with angle: in the figure a 400 m half-aperture with a hard edge spoils the far angles first and invents a gradient of +0.026 on the test reflector, while 800 m is exact at the default 1500 m depth.
  • Angle limits. Beyond about 45Β° post-critical effects contaminate the sum. Production true-amp flows often mute at the critical angle (for known velocity contrasts) or at 45-60Β° (conservative).
  • Model dependence. Weights depend on the velocity model and raypath geometry. Small velocity errors produce small amplitude errors; large ones can undermine the AVO signal. The velocity model driving a QI migration should be FWI-grade (Section 6).
  • Absolute vs relative. True-amp Kirchhoff gives amplitudes proportional to reflectivity; getting the absolute scale right requires a calibration step (well tie) because the source wavelet amplitude is usually not known exactly.

5. How to tell if the migration is true-amp

Apply the constant-R diagnostic, or better, compare against the AVO response modelled from a nearby well. Take a reflector whose AVO is known (modelled from the well's V_PV\_P, V_SV\_S and rho\\rho with Zoeppritz or Shuey), extract its angle gather from the pre-stack migration output and fit hatA+hatBsin2theta\\hat A + \\hat B\\sin^2\\theta. The difference from the modelled gradient should be zero within noise. A relative gradient error ∣hatB/hatAβˆ’B/A∣|\\hat B/\\hat A - B/A| larger than about 0.2 indicates the migration is not true-amp, or that something earlier in the pre-processing is changing amplitudes with offset. Either way, the QI flow cannot be trusted.

The one sentence to remember

True-amp migration weights each Kirchhoff summation term with the obliquity, spreading and stationary-phase factors so that a constant-reflectivity interface gives back a flat angle gather; without them the migration bends the AVO gradient, which can mute a real gas response or invent a false one.

Where this goes next

Section 7.3 handles the next amplitude-killing effect: intrinsic attenuation. Earth is lossy; high-frequency energy decays exponentially with travel time. Compensating for this (Q-compensation) restores the spectrum and preserves amplitudes for inversion.

References

  • Stolt, R. H., Benson, A. K. (1986). Seismic Migration: Theory and Practice. Geophysical Press.
  • Schneider, W. A. (1978). Integral formulation for migration in two and three dimensions. Geophysics, 43, 49.
  • Yilmaz, Γ–. (2001). Seismic Data Analysis (2 vols.). SEG.
  • Etgen, J., Gray, S. H., Zhang, Y. (2009). An overview of depth imaging in exploration geophysics. Geophysics, 74, WCA5.
  • Castagna, J. P., Backus, M. M. (1993). Offset-Dependent Reflectivity. SEG.
  • Bleistein, N. (1987). On the imaging of reflectors in the earth. Geophysics, 52, 931-942.
  • Schleicher, J., Tygel, M., Hubral, P. (1993). 3-D true-amplitude finite-offset migration. Geophysics, 58, 1112-1126.
  • Rutherford, S. R., Williams, R. H. (1989). Amplitude-versus-offset variations in gas sands. Geophysics, 54, 680-688.
  • Castagna, J. P., Swan, H. W. (1997). Principles of AVO crossplotting. The Leading Edge, 16, 337-342.
  • Gray, S. H., Bleistein, N. (2009). True-amplitude Gaussian-beam migration. Geophysics, 74, S11-S23.

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