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					 Stratigraphic
                High Resolution Dip Calculations This
					Section describes the current mathematical approaches to dip
					calculations from a multiplicity of dip curves. The method
					now in vogue
                combines both structural information as in pooled clusters and
                stratigraphic correlations as in GEODIP.
                The SHDT and its companion computation program, DUALDIP  provides
					this, with three independent computations of formation dip.
					These methods are currently in use for resistivity
					microscanner and acoustic televiewer dip calculations.
 
					This
                3 pronged approach allows the possibility of adapting the interpretation to the specific
                problem of interest, whether structural, sedimentary, or sand
                body geometry. SHDT and DUALDIP are Schlumberger trademarks. The
                three calculation modes described below were extracted from “Applications
                of the SHDT Stratigraphic High Resolution Dipmeter”, Yves
                Chauvel et al, Trans SPWLA, 1984. 
					
				
  MSD Dips (Mean Squares) These result from all the possible cross correlations between
                couples of sensors, giving up to 28 curve displacements at each
                level. The correlations are done in the standard way, and require
                definition of correlation length, step distance, and search angle.
                A plane is then fitted through all the available results, using
                a repetitive logic of discarding the most distant displacements
                and then refitting. This results in either:
 - a good quality dip (full arrowhead) if distances from mean are
                small and few displacements are     discarded.
 - a low quality dip (open arrowhead) or no dip at all, if distances
                from mean are large and/or many displacements are discarded.
 There
                is no vertical continuity logic or clustering routine in the MSD
                computation, and each level is autonomously processed. The clustering
                is thus replaced by an analysis of the local scattering of the
                displacements. This method benefits from the ample redundancy
                available from 28 displacements, while two would be enough to
                define a dip, reducing the possibility of producing random dips
                or noise correlations. 
					
				
				
			 CSB Dips (Continuous Side-by-Side) While the MSD dips respond to major geological events, the CSB
                focuses on fine details very much like a geologist studies the
                sedimentation of a sequence through the inspection of a core.
                Each pair of twin curves (eg. electrodes 1 and 1A) is cross correlated
                on a fine interval (typically, 12" x 3"). This gives
                a vector parallel to the dip plane. Another vector is found at
                the same depth by cross correlation of an adjacent pair of twin
                curves (eg. 2-2A). Taken together, the two vectors define a dip
                plane. The CSB dips will be as dense as the step length chosen
                permits (eg. up to 4 per foot for a 12" x 3" computation).
 With
                only four side-by-side correlations, the only cross check available
                is to verify that, for a planar bed, the displacements obtained
                from opposite pairs of curves (eg. 1-1A and 3-3A) should be equal
                in value and opposite in sign. This occurs if closure error is
                zero. If this is the case, any combination of these displacements
                yields the same dip and any orthogonal pair is used to produce
                the dip at that depth. If this is not the case, a window is opened
                around the level under examination, and the vertical continuity
                of the displacements within the window is checked. The orthogonal
                pair showing the smoothest continuity within the window is selected
                for dip computation. Whether
                a good quality dip (full arrowhead), a low quality dip (open arrowhead),
                or no dip is output, is a function of the quality of the side-by-side
                correlations established and of the vertical continuity of the
                displacements. 
					
				
				
			 LOC Dips (Local Derivative) An event detection logic is used on the eight curves to establish
                pinpoint correlations between events on the curves. As in GEODIP,
                the computer processing uses a derivative filter to obtain absolute
                dips independent of dips at other depths, similar to what could
                be found by manual correlation. There are however a few differences.
 To
                be retained as a LOC dip, an event has to be recognized on at
                least 7 of the 8 curves, while the GEODIP logic requires only
                3 out of the 4 curves. Thus the LOC dip logic is more demanding
                than the GEODIP logic, which explains why generally fewer LOC
                dips are obtained than GEODIP results on comparison runs. The
                LOC dips are further refined by a cross correlation made on a
                12" interval, while GEODIP results are computed directly
                from the spot events on the curves. This cross correlation involves
                the eight curves and includes a repetitive best fit and rejection
                logic as in the MSD computation, with similar criteria for quality
                coding (full or open arrowhead). A
                measurement of the planarity is derived from each of the possible
                dip planes at any level. The retained value corresponds to the
                surface which best approximates the set of these planes. By convention,
                a perfectly planar surface has a planarity of 100. Some
                events are recognized on only some of the dip curves. In this
                case, the available correlations are traced across the applicable
                curves, with an optional notation of "F" (Fracture)
                or of "P/L" (Pebble/Lens) for single pad events or two/three
                pad events, respectively. These interpretations, however, are
                not to be considered as certain, but rather as possible. Due
                to their origin (pad-to-pad correlations), the LOC dips have meaningful
                lateral significance. If structural dip is present, it will normally
                be seen by the LOC dips rather than by the CSB dips. Generally
                the statistical agreement between the LOC and the MSD dips can
                be expected to be quite good.  DUALDIP
                is the computer program which produces the standard SHDT result
                presentation. This includes CSB and LOC dips, the eight dip curves,
                the synthetic resistivity and gamma ray curves, calipers and hole
                drift data. The depth scale is usually 1/40, and as an option
                the MSD dips can be added to this output. A sample is shown
				below. 
				 MSD, CSB, and LOC dips from SHDT dipmeter
 Structural
                interpretation is done using the MSD dips. Due to the logic used,
                namely cross correlation made using long intervals, the MSD dips
                are the ones likely to represent laterally significant and vertically
                consistent geological events. For optimum use of the MSD dips,
                a reduced scale (1/200) plot is normally produced. This plot is
                also the single SHDT product when no fine scale studies are contemplated. The
                prime objective of the SHDT tool design is to improve the ability
                to provide reliable answers to sedimentary interpretation problems.
                While the rules of interpretation remain essentially the same
                as in HDT interpretation, there are additional possibilities.
                Among the information that can be retrieved by visual analysis
                of the dip curves, reconstructed resistivity, and dip arrows are:     -
                type of lithology (shale, sand, conglomerate) from the shape and
                likeness of the curves.     -
                fining upwards, coarsening upwards sequences. This is done by
                analyzing the resistivity variations across the sequence, either
                with the dip curves themselves or with the synthetic resistivity
                curve. Other open hole logs, such as the gamma ray (combinable
                with SHDT), are useful here. Care should be exercised using the
                resistivity, however, since fluid saturations have to be accounted
                for when inferring grain size variations from resistivity gradients.     -
                homogeneous bodies (no apparent bedding) as opposed to finely
                striated, laminated bodies.     -
                parallel vs nonparallel bedding. This is especially important
                in sandstones, and has found recent applications to the study
                of turbidites.     -
                correlation lines: some correlations involve the eight resistivity
                curves, some do not. The most appropriate interpretation (pebble,
                lens, fracture, other) will be made on the basis of the dip curves
                (conductive or resistive anomaly, number of pads involved, etc.).     -
                fractures: open fractures will show as isolated conductive spikes
                which may or may not correlate with similar spikes on other dip
                curves. Some
                of the important uses of the CSB dips are: - determination of bedding angle and direction in those (frequent)
                cases where they do not show as MSD (or LOC) dips. This is the
                case, for example, in coarse grained sandstones where bedding
                is only indicated by minute changes of resistivity, and not by
                the existence of large contrasts. This is also very common in evaporitic sequences.
     -
                determination of the direction of sediment transport, a corollary
                to the above. This is especially interesting in severe cases of
                cross bedding, when the only dips produced by long interval correlations
                generally correspond to those of the individual sedimentary units,
                seen at their interfaces, and not to the actual current bedding
                surfaces.     -
                conventional sedimentary interpretation (red, blue patterns, direction
                of sand body thickening, etc.). All of this can be done on an
                almost microscopic scale. CSB
                dips are also very useful, and often better than MSD dips, in
                high angle apparent dips, when longer correlation intervals are
                used. LOC
                dips can be used to study such features as:     -
                nonparallel bedding, for example, when the upper and the lower
                boundaries of thin beds do not have the same dip. In cases of
                poor planarity, the event recognition logic will be too tight
                for a LOC dip to be produced, and the MSD curves may then provide
                the answer. This is particularly important if this bed is to be
                found in another well, or when looking for the direction of updip
                or downdip thickening.     -
                cross bedding: the LOC dips will see the interfaces between the
                individual sedimentary units, when apparent. This dip may not
                coincide with the angle and direction of deposition in cross bedded
                formations (eg. tabular bedding, foreset beds).     -
                turbulence of deposition, when causing non-planarity of bedding.
                 The
                MSD dips are normally not used for sedimentary studies, being
                the result of an averaging of the dip curve anomalies over the
                length of the correlation interval. They are usually presented
                on the DUALDIP plots, however, for structural reference. The vertical
                (depth) scale used for stratigraphic work makes it difficult to
                see structural patterns in the MSD data.
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