Nonstretching normal-moveout correction using a dynamic time warping algorithm

Author:

Chen Shuangquan1ORCID,Jin Song2ORCID,Li Xiang-Yang3,Yang Wuyang4

Affiliation:

1. China University of Petroleum, State Key Laboratory of Petroleum Resources and Prospecting, and CNPC Key Laboratory of Geophysical Exploration, Beijing, China..

2. China University of Petroleum, State Key Laboratory of Petroleum Resources and Prospecting, and CNPC Key Laboratory of Geophysical Exploration, Beijing, China and Norwegian University of Science and Technology, Department of Petroleum Engineering and Applied Geophysics, Trondheim, Norway..

3. China University of Petroleum, State Key Laboratory of Petroleum Resources and Prospecting, and CNPC Key Laboratory of Geophysical Exploration, Beijing, China and British Geological Survey, Lyell Centre, Edinburgh, UK..

4. Northwest Branch Research Institute of Petroleum Exploration and Development, PetroChina, Lanzhou, China..

Abstract

Normal-moveout (NMO) correction is one of the most important routines in seismic processing. NMO is usually implemented by a sample-by-sample procedure; unfortunately, such implementation not only decreases the frequency content but also distorts the amplitude of seismic waveforms resulting from the well-known stretch. The degree of stretch increases with increasing offset. To minimize severe stretch associated with far offset, we use a dynamic time warping (DTW) algorithm to achieve an automatic dynamic matching NMO nonstretch correction, which does not handle crossing events and convoluted events such as thin layers. Our algorithm minimizes the stretch through an automatic static temporal correction of seismic wavelets. The local static time shifts are obtained using a DTW algorithm, which is a nonlinear optimization method. To mitigate the influence of noise, we evaluated a multitrace window strategy to improve the signal-to-noise ratio of seismic data by obtaining a more precise moveout correction at far-offset traces. To illustrate the effectiveness of our algorithm, we first applied our method to synthetic data and then to field seismic data. Both tests illustrate that our algorithm minimizes the stretch associated with far offsets, and the method preserves the amplitude fidelity.

Funder

National Natural Science Foundation of China

Science Technology Project of CNPC

Science Foundation of China University of Petroleum-Beijing

Publisher

Society of Exploration Geophysicists

Subject

Geochemistry and Petrology,Geophysics

Reference25 articles.

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