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Seismic 13176
FIG.6. Reconstructionwith depthcorrection.100percentcontrast,
Cr = 2000 misec.
ity contrasts(50 and 100percent)in Figures5 and7, distortionin
thereconstructionsis quiteserious.The improvementof thedepth
correctionshownin Figures4, 6, and 8 is apparent.
Futurework
We intendto examinethe effectsof the two nonlinearcorrec-
tionson different scatteringgeometrieswhich includesingleand
multiple scatterers.When this is done successfully,we intendto
apply the inversionalgorithmto real seismicreflectiondata.
Sensitivity of Born Inversion to the Choice
of Reference Velocity: A Simple Example
A. B. Weglein, Cities Service; und S. H. Gray,
Amoco Production Research
S13.6
We examine the sensitivity of the Born model to the input
backgroundvelocity. We usea one-dimensionalanalyticexample
to point out the difference between a correctiveprocedureand
merely a perturbativeone. We examine variousaspectsof the
sensitivityissue,includingthetrade-offbetweenvelocitydetermi-
nationand mappingof reflectorlocation. Lnparticular,we show
thatonechoicefor thebackground,orreference,velocityCx leads
to an accuratedeterminationof thelocationof thefirstreflectorbut
an inaccurateestimationof the velocity below that reflector. A
secondchoice for CR can reversethis situation,accuratelyesti-
matingthe velocitybutnot thereflectorlocation.Also, thereis a
rangeof choicesfor C, for whichtheresultsof an inversionmay
actuallyyield lessaccuratevelocityestimatesthantheestimateCR
itself. Althoughthisproblemisdiscussedwithin thecontextof the
Born model, it is an issuecommon to all perturbativemethods
(e.g., migrationmethods)which transformsurfacereflectiondata
into a mapof subsurfacereflectors.
All of the perturbativeapproachesto multidimensionalwave
equationprocessing.for example. wave equationmigration(see,
e.g., Claerbout,1971;French, 1975:Schneider,1978;Stolt, 1978;
Sattleggeret al, 1980), or Born approximationinversion(see,
e.g., Cohenand Bleistein, 1979;Raz, 1981:Clayton and Stolt,
1981) requiresome input velocity information.In the Born ap-
proximationto inversion,a referenceor backgroundvelocity is
chosenanda perturbationaboutthis velocityis determined.Simi-
larly, a velocity model is a requiredinput to all wave equation
migrationtechniques.
The purposeof this paperis to examine the sensitivityof the
Born approximationto this inputinformation.One importantas-
pect of this questionis whetherthe perturbation,asgiven by the
Born inversion, will be of a corrective nature. In this context
correctivemeansthat an improvementof, or correctionto, the
estimatedbackgroundvelocitytakesplaceafterapplyingtheBorn
inversion.Specifically,onewouldlike resultsof theBornapproxi-
mationfor the velocityto be closerto the actualvelocitythanthe
backgroundvelocity is. A secondaspectof thisissueis thetrade-
off betweenvelocitydeterminationandreflectormapping.Thatis,
one would hopethat it would be possibleto determinecorrectly
both the locationof a reflectorand the velocity below that re-
flector. We illustrate,by meansof a simpleexample, thesetwo
aspectsof the sensitivityissue.
Considera I-D acousticmediumwhere the propagationof the
wave field P(z ,r) is governedby:
(1)
wherec(:) is thelocalacousticvelocity. Characterizetheacoustic
velocityc(: ) in termsof a homogeneousreferencevelocityCKand
a variationin the indexof refractionu(z) asfollows:
1
-=$I WZ)].
c*(2)
In equation(2), the numberC, is an input into the model; it is
chosen(or guessed)beforethe inversionis carriedout.
For simplicity, we assumethat an impulsivesourceis usedto
probethemedium,andthatthissourceis locatedat; = 0, within a
half-spacewherethe acousticvelocityhastheconstantvalueC,.
Thus the incident field is given by P,(;,,) = 6(t -z/C,,). The
total field is the sum of the incident field and a scatteredfield
P,(z,t). Under these circumstances,Gray and Bleistein (1980)
showedthat, within the Born approximation,the variationin the
indexof refractiona(:) can beexpressedin termsof thescattered
field PJz ,t) at ; = 0 by
I
nz:r,
a(:) = -4 P,(o,t)c~r.
0
(3)
From equations(2) and (3), the reconstructedvelocity depends
explicitly on the choiceof referencevelocity.
To simplify our examplefurther, we assumethat the medium
consistsof two half-spacesin contact,with acousticvelocitiesC0
andC , andthe interfacebetweenthem locatedat a depthZ0 (see
Figure 1). Thenthereflectedfield returnedto a receiveratz = 0 is
given by
4v(O,r)= = S(t - 2Z,,/C,J.
C, +c,,
For our examplewe set C,, = 1, C, = 917, andZ,, = 1, and find
from equation(4) that
Downloaded 19 Jan 2010 to 129.7.53.87. Redistribution subject to SEG license or copyright; see Terms of Use at http://segdl.org/
Seismic 13 177
-fz= 0
t +Z
FIG. I. Two half-spaceswith acousticvelocitiesC,, andC
P,(O,f) = * S(1~ 2) = $6(f - 2),
which is independentof the referencevelocity C,<. Now we can
calculatethe Born CX(:)from equation(3):
From this resultandequation(2). it is clear that
(,“(,) = c‘,f_
i
; cc,
v2 c,, : > c,,
The superscriptB indicatesa Born inversion velocity CH(:) =
C,( 1 + (Y)~“’ given by equation(3).
Now we examinetheeffectsofdifferentchoices,or guesses,for
CKon thequalityof the inversion.lf we chooseCK = 1, thenthe
locationof thereflectorwill becorrectlydeterminedbutthecalcu-
lated velocity in the region: > 1 will be too large. On the other
hand, for a different choiceofC,( (i.e.. C,?= 9/7,/? = ,908).
the velocity below the reflector is correctlydeterminedbut the
location of the reflector is incorrect. We see from this simple
exercisethat it is impossibleto simultaneouslyfind the correct
locationandsizeofa singlereflectorin theBornapproximation.It
is alsoimpossibleto simultaneouslypredictthecorrectvelocityin
boththe half-spaces.
Next, we showthatacertainrangeofchoicesfor CHcanleadto
velocityestimatesin the lower layer [via equation(5)] which are
actuallyfurtherfrom the true velocity thanCK is. Thus, a certain
rangeof values for C,! can lead to incersions which are not correc-
tive. Moreover,it istruein generalthat therangeof valuesfor CH
cancontainvaluesvery close to C,, (for this example the range IS
1.065< C,(). In fact, it can be shownthat the closerC, is to C,,
(i.e.. the smallerthe computed(Yis in the secondhalf-space),the
closerthis noncorrectivesetof valuesfor C,, comesto containing
the numberC,,. This is dur to the fact thatthe bdundarybetween
corrective and noncorrectivechoices for referencevelocity lies
betweenC,, andC , This itnpliesthateventhoughthetruevalueof
N canbearbitrarilysmallfor; > C,, , thereconstructedvelocity(,’
can be a less accurateestimate for : >CCKthan the reference
velocityC,<.Thisisa somewhatsurpriarngresult,in thattheamall-
nessof thecyis usuallyusedtojustify the Bornapproximation.In
this sense.the Born inverxionis extremelysensitiveto the choice
of referencevelocity.
Thus, thissimpleexampledemonstrateshow the choiceof ref-
erencevelocityin theBornmethoddependson what isconsidered
theprincipalobjectiveof the inversion.We haveshownthatif the
primaryaim is to determinethe locationof the first reflectorthen
theoptimalreferencevelocityshouldbe chosento be thevelocity
of thefirstlayer. However, we haveshownthatthis isnotthebest
referencevelocity if the principalaim is to determinethe velocity
of thelowerhalfspace.In situationswherethevelocitystructureis
morecomplex,thechoiceof referencevelocitywill againdepend
on the objective of the inversion. If, for example, the velocity
increasesordecreasessteadilywithdepth,thechoiceC,<= C,,will
leadtolessandlessaccuratemappingof reflectorswithdepth(see,
e.g., Claytonand Stolt, 1981).
In conclusion,the sensitivityof Born inversionto the input
quantityCR leads to a trade-off between reflector location and
velocity determinationin the simplest possible example. Further
workwill be requiredtoevaluatemorecomplicatedmodelswhere,
perhaps,globalcorrectivemeasuresshouldbedefined.Thechoice
of a referencevelocityto optimizesomejudiciouscombinationof
velocity determinationand reflector mapping could be useful.
These issuesalso need to be investigatedfor nonconstantback-
groundBorn inversion(seee.g., Clayton and Stolt, 1981;Weg-
lein, 1982).
Explorationistsalreadyhavea qualitativeawarenessof someof
theissuesraisedin thispaperin relationtotheanalogousmigration
methods.This simple example, usingthe Born model, helpsUS
beginto quantifythis understanding.
References
Claerbout, J. F.. 1971, Toward a unified theory of reilector mapping:
Geophysics,v. 36.p, 467-481.
Clayton, R.W., andStolt, R. H., 1981. A Born-WKBJ inversion method
foracousticreflectiondata:Geophysics,v. 46. p. 1559-1567.
Cohen. I. K., and Bleistein, N., 1979, Velocity inversion for acoustw
waves: Geophysics, v. 44, p. 1077-1087.
French. W. S., 1974. Two-dimensional and three-dltnenaional migration
of model-experiment reflection profiles: Geophysics, v. 39, p. 265287
Gray, S. H., and Bleistein, N., 1980, One-dimensional velocity inwrslon
for acoustic waves: Numerical results: J. Acoust. Sot. Am. 6714). p.
1141-1144.
Raz. S., 1981, Three-dimensional velocity profile mversmn from tinite
offset scattering data: Geophysics. Y. 46, p. 837-842.
Sattlegger. I. W., Stiller, P. K.. Echterhoff, J. A.. and Hentwhkc, M K .
1980, Common offset plane migration: Geophys. Prosp.. v. 28, p. X59-
871.
Schneider, W. A., 1978. Integral formulation for migration in two and
three dimensions: Geophysics. v. 43, p. 49-76.
Stolt, R. H., 1978, Migration by Fourier transform: Geophysics. Y. 43. p.
23-48.
Weglein, A. B., 1982. Near-field inverse scattering formalism for the
three-dimensional wave equation: The inclusion of a priori Velocity in-
formation: 3. Acoust. Sot. Am. (to appear May 1982)
Downloaded 19 Jan 2010 to 129.7.53.87. Redistribution subject to SEG license or copyright; see Terms of Use at http://segdl.org/

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Seismic 13- Professor. Arthur B Weglein

  • 1. Seismic 13176 FIG.6. Reconstructionwith depthcorrection.100percentcontrast, Cr = 2000 misec. ity contrasts(50 and 100percent)in Figures5 and7, distortionin thereconstructionsis quiteserious.The improvementof thedepth correctionshownin Figures4, 6, and 8 is apparent. Futurework We intendto examinethe effectsof the two nonlinearcorrec- tionson different scatteringgeometrieswhich includesingleand multiple scatterers.When this is done successfully,we intendto apply the inversionalgorithmto real seismicreflectiondata. Sensitivity of Born Inversion to the Choice of Reference Velocity: A Simple Example A. B. Weglein, Cities Service; und S. H. Gray, Amoco Production Research S13.6 We examine the sensitivity of the Born model to the input backgroundvelocity. We usea one-dimensionalanalyticexample to point out the difference between a correctiveprocedureand merely a perturbativeone. We examine variousaspectsof the sensitivityissue,includingthetrade-offbetweenvelocitydetermi- nationand mappingof reflectorlocation. Lnparticular,we show thatonechoicefor thebackground,orreference,velocityCx leads to an accuratedeterminationof thelocationof thefirstreflectorbut an inaccurateestimationof the velocity below that reflector. A secondchoice for CR can reversethis situation,accuratelyesti- matingthe velocitybutnot thereflectorlocation.Also, thereis a rangeof choicesfor C, for whichtheresultsof an inversionmay actuallyyield lessaccuratevelocityestimatesthantheestimateCR itself. Althoughthisproblemisdiscussedwithin thecontextof the Born model, it is an issuecommon to all perturbativemethods (e.g., migrationmethods)which transformsurfacereflectiondata into a mapof subsurfacereflectors. All of the perturbativeapproachesto multidimensionalwave equationprocessing.for example. wave equationmigration(see, e.g., Claerbout,1971;French, 1975:Schneider,1978;Stolt, 1978; Sattleggeret al, 1980), or Born approximationinversion(see, e.g., Cohenand Bleistein, 1979;Raz, 1981:Clayton and Stolt, 1981) requiresome input velocity information.In the Born ap- proximationto inversion,a referenceor backgroundvelocity is chosenanda perturbationaboutthis velocityis determined.Simi- larly, a velocity model is a requiredinput to all wave equation migrationtechniques. The purposeof this paperis to examine the sensitivityof the Born approximationto this inputinformation.One importantas- pect of this questionis whetherthe perturbation,asgiven by the Born inversion, will be of a corrective nature. In this context correctivemeansthat an improvementof, or correctionto, the estimatedbackgroundvelocitytakesplaceafterapplyingtheBorn inversion.Specifically,onewouldlike resultsof theBornapproxi- mationfor the velocityto be closerto the actualvelocitythanthe backgroundvelocity is. A secondaspectof thisissueis thetrade- off betweenvelocitydeterminationandreflectormapping.Thatis, one would hopethat it would be possibleto determinecorrectly both the locationof a reflectorand the velocity below that re- flector. We illustrate,by meansof a simpleexample, thesetwo aspectsof the sensitivityissue. Considera I-D acousticmediumwhere the propagationof the wave field P(z ,r) is governedby: (1) wherec(:) is thelocalacousticvelocity. Characterizetheacoustic velocityc(: ) in termsof a homogeneousreferencevelocityCKand a variationin the indexof refractionu(z) asfollows: 1 -=$I WZ)]. c*(2) In equation(2), the numberC, is an input into the model; it is chosen(or guessed)beforethe inversionis carriedout. For simplicity, we assumethat an impulsivesourceis usedto probethemedium,andthatthissourceis locatedat; = 0, within a half-spacewherethe acousticvelocityhastheconstantvalueC,. Thus the incident field is given by P,(;,,) = 6(t -z/C,,). The total field is the sum of the incident field and a scatteredfield P,(z,t). Under these circumstances,Gray and Bleistein (1980) showedthat, within the Born approximation,the variationin the indexof refractiona(:) can beexpressedin termsof thescattered field PJz ,t) at ; = 0 by I nz:r, a(:) = -4 P,(o,t)c~r. 0 (3) From equations(2) and (3), the reconstructedvelocity depends explicitly on the choiceof referencevelocity. To simplify our examplefurther, we assumethat the medium consistsof two half-spacesin contact,with acousticvelocitiesC0 andC , andthe interfacebetweenthem locatedat a depthZ0 (see Figure 1). Thenthereflectedfield returnedto a receiveratz = 0 is given by 4v(O,r)= = S(t - 2Z,,/C,J. C, +c,, For our examplewe set C,, = 1, C, = 917, andZ,, = 1, and find from equation(4) that Downloaded 19 Jan 2010 to 129.7.53.87. Redistribution subject to SEG license or copyright; see Terms of Use at http://segdl.org/
  • 2. Seismic 13 177 -fz= 0 t +Z FIG. I. Two half-spaceswith acousticvelocitiesC,, andC P,(O,f) = * S(1~ 2) = $6(f - 2), which is independentof the referencevelocity C,<. Now we can calculatethe Born CX(:)from equation(3): From this resultandequation(2). it is clear that (,“(,) = c‘,f_ i ; cc, v2 c,, : > c,, The superscriptB indicatesa Born inversion velocity CH(:) = C,( 1 + (Y)~“’ given by equation(3). Now we examinetheeffectsofdifferentchoices,or guesses,for CKon thequalityof the inversion.lf we chooseCK = 1, thenthe locationof thereflectorwill becorrectlydeterminedbutthecalcu- lated velocity in the region: > 1 will be too large. On the other hand, for a different choiceofC,( (i.e.. C,?= 9/7,/? = ,908). the velocity below the reflector is correctlydeterminedbut the location of the reflector is incorrect. We see from this simple exercisethat it is impossibleto simultaneouslyfind the correct locationandsizeofa singlereflectorin theBornapproximation.It is alsoimpossibleto simultaneouslypredictthecorrectvelocityin boththe half-spaces. Next, we showthatacertainrangeofchoicesfor CHcanleadto velocityestimatesin the lower layer [via equation(5)] which are actuallyfurtherfrom the true velocity thanCK is. Thus, a certain rangeof values for C,! can lead to incersions which are not correc- tive. Moreover,it istruein generalthat therangeof valuesfor CH cancontainvaluesvery close to C,, (for this example the range IS 1.065< C,(). In fact, it can be shownthat the closerC, is to C,, (i.e.. the smallerthe computed(Yis in the secondhalf-space),the closerthis noncorrectivesetof valuesfor C,, comesto containing the numberC,,. This is dur to the fact thatthe bdundarybetween corrective and noncorrectivechoices for referencevelocity lies betweenC,, andC , This itnpliesthateventhoughthetruevalueof N canbearbitrarilysmallfor; > C,, , thereconstructedvelocity(,’ can be a less accurateestimate for : >CCKthan the reference velocityC,<.Thisisa somewhatsurpriarngresult,in thattheamall- nessof thecyis usuallyusedtojustify the Bornapproximation.In this sense.the Born inverxionis extremelysensitiveto the choice of referencevelocity. Thus, thissimpleexampledemonstrateshow the choiceof ref- erencevelocityin theBornmethoddependson what isconsidered theprincipalobjectiveof the inversion.We haveshownthatif the primaryaim is to determinethe locationof the first reflectorthen theoptimalreferencevelocityshouldbe chosento be thevelocity of thefirstlayer. However, we haveshownthatthis isnotthebest referencevelocity if the principalaim is to determinethe velocity of thelowerhalfspace.In situationswherethevelocitystructureis morecomplex,thechoiceof referencevelocitywill againdepend on the objective of the inversion. If, for example, the velocity increasesordecreasessteadilywithdepth,thechoiceC,<= C,,will leadtolessandlessaccuratemappingof reflectorswithdepth(see, e.g., Claytonand Stolt, 1981). In conclusion,the sensitivityof Born inversionto the input quantityCR leads to a trade-off between reflector location and velocity determinationin the simplest possible example. Further workwill be requiredtoevaluatemorecomplicatedmodelswhere, perhaps,globalcorrectivemeasuresshouldbedefined.Thechoice of a referencevelocityto optimizesomejudiciouscombinationof velocity determinationand reflector mapping could be useful. These issuesalso need to be investigatedfor nonconstantback- groundBorn inversion(seee.g., Clayton and Stolt, 1981;Weg- lein, 1982). Explorationistsalreadyhavea qualitativeawarenessof someof theissuesraisedin thispaperin relationtotheanalogousmigration methods.This simple example, usingthe Born model, helpsUS beginto quantifythis understanding. References Claerbout, J. F.. 1971, Toward a unified theory of reilector mapping: Geophysics,v. 36.p, 467-481. Clayton, R.W., andStolt, R. H., 1981. A Born-WKBJ inversion method foracousticreflectiondata:Geophysics,v. 46. p. 1559-1567. Cohen. I. K., and Bleistein, N., 1979, Velocity inversion for acoustw waves: Geophysics, v. 44, p. 1077-1087. French. W. S., 1974. Two-dimensional and three-dltnenaional migration of model-experiment reflection profiles: Geophysics, v. 39, p. 265287 Gray, S. H., and Bleistein, N., 1980, One-dimensional velocity inwrslon for acoustic waves: Numerical results: J. Acoust. Sot. Am. 6714). p. 1141-1144. Raz. S., 1981, Three-dimensional velocity profile mversmn from tinite offset scattering data: Geophysics. Y. 46, p. 837-842. Sattlegger. I. W., Stiller, P. K.. Echterhoff, J. A.. and Hentwhkc, M K . 1980, Common offset plane migration: Geophys. Prosp.. v. 28, p. X59- 871. Schneider, W. A., 1978. Integral formulation for migration in two and three dimensions: Geophysics. v. 43, p. 49-76. Stolt, R. H., 1978, Migration by Fourier transform: Geophysics. Y. 43. p. 23-48. Weglein, A. B., 1982. Near-field inverse scattering formalism for the three-dimensional wave equation: The inclusion of a priori Velocity in- formation: 3. Acoust. Sot. Am. (to appear May 1982) Downloaded 19 Jan 2010 to 129.7.53.87. Redistribution subject to SEG license or copyright; see Terms of Use at http://segdl.org/