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Pattern search algorithm for micro-seismic velocity inversion:A case study of K oilfield,Bohai Bay Basin |
Hao YAN, Bin LI, Hai-Feng ZHAO, He-Bing TANG |
Bohai Oilfield Research Institute,Tianjin Branch of CNOOC Ltd.,Tianjin 300459,China |
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Abstract Whether it is the cross-well seismic survey or hydraulic fracturing micro-seismic survey,all we need to know is the relatively accurate formation velocity.This paper presents a new method for micro-seismic layer velocity inversion.First,the logging data and geological knowledge are used to establish an initial velocity model,and then the first arrival time of the perforation record is picked up.Because the excitation time of some seismic records is difficult to be determined,the objective function is established by using the time difference between the seismic traces.Finally,the pattern search algorithm is used to find the optimal solution of the objective function.The model trial results and the application of actual data show that the method has better results for the layered media model with fewer parameters.The method provides some reference for the fracturing and other technologies in the Bohai Sea.
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Received: 13 March 2019
Published: 25 October 2019
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Diagram of the pattern(N=2) a—maximal basis pattern;b—minimal basis pattern
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19] a—initial pattern;b—move to north;c—move to east;d—move to north;e—contract pattern;f—move to east ">
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Diagram of the pattern search[19] a—initial pattern;b—move to north;c—move to east;d—move to north;e—contract pattern;f—move to east
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Pattern search workflow
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Theoretical model observation system
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Travel time comparison between true values and inversion values a—true value and original value;b—true value and 50th iterative value;c—true value and 100th iterative value;d—true value and 200th iterative value
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迭代次数 | v1/(m·s-1) | v2/(m·s-1) | v3/(m·s-1) | 误差/ms | 初始值 | 3000 | 3000 | 3000 | 24.89 | 50 | 3512 | 3128 | 4055 | 2.23 | 100 | 3864 | 3416 | 4727 | 0.566 | 150 | 3948 | 3468 | 4899 | 0.192 | 200 | 3986 | 3488 | 4967 | 0.065 | 300 | 4000.6 | 3500.4 | 5001 | 0.0024 | 真值 | 4000 | 3500 | 5000 | 0 |
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Iteration number and inversion values
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Actual seismic data
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Comparison between original well log(black) and inversion well log(red)
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Travel time comparison between pick-up time and inversion time
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