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1、OpendTect dGB Plugins User Documentation version 4.22.4. Benchmark Steering Cube CreationIn this chapter the quality and speed of the available steeringalgorithms are compared in order to guide the choices for the right SteeringCube algorithm. First, the results of a test on a standard data set are
2、presented to give an indication of the speed of SteeringCube calculation versus the chosen algorithm and calculation cube sizeparameter (where applicable). Then, a visual quality check on one of the inlines is presented. This is done by checking the crossline dip, which is directly extracted from th
3、e SteeringCube, and by reviewing the steered similarity, which uses information derived from the SteeringCube.The final output quality is determined not only according to the steering algorithm. The size of the calculation cube also plays an important role. Next, the application of additional dip-st
4、eered median filter influences on the output quality are presented and finally, the use of dip limit.2.4.1. Speed vs. algorithm and calculation cube sizeIn Figure 2-1 the relative calculation speed is displayed for the different algorithms. The test was done on a cluster of 6 computers using distrib
5、uted computing. The input cube has 817811 traces. Each trace has 1551 samples with step of 4 ms, making a total of 6200 ms. Calculation speed is measured in traces per second.Steering Cute calculation speed cgrnpsriri (S PC, li2ffO.GUOi.ClOU#dm -3hsrs f 亳Rhtlsd 莹 mwiE 室urims 拓40肉54石MlslamFigure 2-1.
6、 Comparison of relative speed of the different steering algorithms1BCOim1ECDWCiEJ：O4CO3X1FFT Precise” FFT Combined fFT Standard BG Fast Steering112.4.2. Visual quality checkIn the following sections, the crossline dip component of a SteeringCube created with the different algorithms is presented. Th
7、e figures contain the results from the Precise FFTalgorithm, the Combined FFTalgorithm, the Standard FFT algorithm and the BG Fast Steeringalgorithm (for technical details see Section 2.2.2) for a cube size of 3. Notice that the nomenclature convention used is the following: The FFT precise is calle
8、d FFT+. The FFT combined is called FFT+. The standard steering algorithm is called FFT+. The calculation cube size is specified after the algorithm (e.g. FFT7, BG5, etc.). The limit of dip is called maxdipXXX, where XXX is the limit iii s/m. Additional filtering are called medXYZ, where X is the inl
9、ine stepout, Y the crossline stepout and Z the sample stepout.The inline itself is displayed in Figure 2-2 for reference. The inline was selected because many geological and seismic features are visible, which enable evaluation of the performance of the algorithm in different environments.Figure 2-2
10、. Seismic data of the test inline.2.4.3. Crossline dip attributeThe crossline dip is one of the two SteeringCube components (together with inline dip) and is related to the dips projected in the crossline direction. In Figure 2-3 to Figure 2-5 the crossline dip is displayed for the algorithms mentio
11、ned in Figure 2-1 with cube sizes of 3, 5, and 7.Figure 2-3. Crossline dip with (calculation cube size=3): precise steering (A), combined steering (B), standard steering (C) and BG steering (D).Figure 2-4. Crossline dip with (calculation cube size=5): precise steering (A), combined steering (B), sta
12、ndard steering (C) and BG steering (D).Figure 2-5. Crossline dip with (calculation cube size=7): precise steering (A), combined steering (B), standard steering (C) and BG steering (D).From Figure 2-3 to Figure 2-5 it is notable that there is no significant difference between the combined steering al
13、gorithm- (FFT+) and precise steering algorithm (FFT+)speed and accuracy. The standard steering algorithm (FFT+) is fast but apparently often produces erroneous results in high dip areas. In order to avoid getting a noisy steering cube the calculation cube-size of the FFT algorithms has to be at leas
14、t 5 or 7. The latter is the default setting. The BG algorithm has a different behaviour: a cube size of 3 seems to be sufficient, but the raw steering cube is useless and a median filtering appears to be mandatory.2.4.4. Filtering of the steering cubesFigure 2-6 and Figure 2-7 show the results after
15、 applying a median filter with different step-outs to the steering cubes. It is apparent that no lateral filtering and only a small vertical filtering, gives the best result with the FFT algorithm.The BG steering needs to be filtered in the lateral and vertical direction. The best results were obtai
16、ned with median filter with step-outs 1 1 3. After filtering, the outputs of the precise steering with cube size 7 and median filtered with step-out of 2 only in the vertical direction (FFT7+ med002) and Fast BG steering median filtered with the step-outs 1 1 and3 (BG3 med113) are very similar in ac
17、curacy. However, the latter is produced 10 times faster.Figure 2-6. Filtering of FFT+ using calculation cube size = 7: raw (A), median filter with step outs 0 0 2 (B), median filter with step-outs 0 0 4 (C), median filter with step outs 1 1 2 (D).FFT7+FFT7+ rawFigure 2-7. Filtering of BG steering us
18、ing calculation cube size=3: raw (A), median filter with step-outs 0 0 2 (B), median filter with step outs 1 1 1 (C), median filter with step outs 1 1 3 (D).men 111BG3 med 13 3BG3 rawBQJ med OH 2Figure 2-8 shows that adding a dip limit during the processing does notaffect the speed of the algorithms
19、. The final result is strictly identical when the dip is lower than the limit L, and the extreme values are rounded toward L. Using a limit requires a priori knowledge and is in the end a choice of the interpreter.Figure 2-8. Filtering of FFT+ using calculation cube size?: median filter with step-ou
20、ts 0 0 2 (A) median filter with step-outs 0 0 2 and maximum dip of 300 (B), and filtering of BG steering using calculation cube size=3: median filter with step-outs 1 1 3 (C), median filter with step-outs 1 1 3 and maximum dip of 300 (D).2.4.5. Steered Similarity attributeFigure 2-9 displays the Sim
21、ilarity attribute for the algorithms FFT+ and BG. As an extra reference, the non-steered similarity is added. All figures were calculated with the time gate -32,32 ms.Figure 2-9. Positive curvature using perfect FFT (time gate from-32,32ms): no steering (A), precise steering with cube size =7 (B),BG
22、 steering with cube size =3 (C).Full Steered lantv -32r32 ms n FFT74 nnedOOlZFull Steened Slmllaty -32,32 ms an BG3 eeiI 1132.4.6. Choosing a steering algorithmDifferent Steering algorithms are available. The precise FFT algorithm yields an almost perfect SteeringCube at the costs of considerably lo
23、nger calculation times. The BG Fast Steering algorithm seems to fit 95% of the situations and is very fast. dGB recommends the use of this algorithm, using its default calculation cube size of 3 and additional median filtering 113. Although depending on the geology, data quality, available computati
24、on time and purpose other choices can be made. A number of examples are presented: For a dataset of good quality with only small and low variance in dips, the BG Fast Steeringmethod performs well enough. With a median filtering with step-out 113 applied the result is already very acceptable. For a p
25、oor quality dataset, one of the FFT algorithms should be used because the BG Fast Steeringalgorithm is sensitive to noise and will produce too much outliers. Minor vertical filtering might also help improve the results. For detailed studies at target level, the preciseFFT algorithm can be considered
26、 for a sub-volume within the area of interest. When creating chrono-stratigraphy, the Event Steeringis optimal because it looks for similar events (min, max) on neighboring traces in inline/crossline directions.It is always possible to go back and spend much more time in producing a SteeringCube using the FFT precise algorithm.
