Estimating a suitable velocity field for use in prestack depth migration is
inherently uncertain because of limitations on the available data and esti
mation techniques. This uncertainty affects both the migrated depth of stru
ctures and their amplitudes in the inverted images. These effects can be es
timated by performing multiple migrations with a set of velocity fields and
colocating features in the migrated images. This lets us examine the imagi
ng procedure's sensitivity to changes in the velocity field so we can asses
s both structural and amplitude uncertainties in migrated images.
These two types of uncertainties affect interpretation in different ways. F
or instance, with structural uncertainty interpretation we consider the cha
nge in migrated location of structures when deciding on drilling locations,
optimizing well trajectories, or computing uncertainty in volumetric calcu
lations. With amplitude uncertainty or amplitude versus offset (AVO) uncert
ainty interpretation, we consider (1) uncertainty in crossplots of pairs of
AVO attributes at a point of interest or (2) uncertainty of the attribute
values along identified structures. For any interpretation informing a deci
sion, the uncertainty can help estimate risk.
Our data processing approach is based on amplitude-preserving prestack dept
h migration followed by AVO inversion, or AVO migration/inversion. It is va
lid for estimating AVO attributes in simple to moderately complex structura
l settings. Our methods of assessing the effect of velocity uncertainty can
also be applied when obtaining structural uncertainties for a complex over
burden geology or amplitude uncertainties in conventional NMO-based AVO ana
lysis. They may also be applied straightforwardly to any poststack attribut
e analysis. Key to the approach is the availability of multiple velocity fi
elds to generate multiple migrated images. In our application, an automatic
algorithm samples possible fields, but the set of fields to consider could
be generated from another source, such as interpretation.