Time-Lapse Full-Waveform Inversion Using Cross-Correlation-Based Dynamic Time Warping  

基于互相关辅助动态时间规整的全波形反演

作　　者：Jianhua Wang Qingping Li Shouwei Zhou Yufa He 王建华;李清平;周守为;何玉发

机构地区：[1]Beijing Huairou Laboratory,Beijing 101499,China [2]National Key Laboratory of Marine Natural Gas Hydrates,Beijing 100028,China [3]CNOOC Research Institute Co.,Ltd.,Beijing 100028,China

出　　处：《哈尔滨工程大学学报（英文版）》2024年第3期634-644,共11页Journal of Marine Science and Application

摘　　要：Offshore carbon capture, utilization, and storage(OCCUS) is regarded as a crucial technology for mitigating greenhouse gas emissions.Quantitative monitoring maps of sealed carbon dioxide are necessary in a comprehensive OCCUS project. A potential high-resolution method for the aforementioned purpose lies in the full-waveform inversion(FWI) of time-lapse seismic data. However, practical applications of FWI are severely restricted by the well-known cycle-skipping problem. A new time-lapse FWI method using cross-correlation-based dynamic time warping(CDTW) is proposed to detect changes in the subsurface property due to carbon dioxide(CO_(2)) injection and address the aforementioned issue. The proposed method, namely CDTW, which combines the advantages of cross-correlation and dynamic time warping, is employed in the automatic estimation of the discrepancy between the seismic signals simulated using the baseline/initial model and those acquired. The proposed FWI method can then back-project the estimated discrepancy to the subsurface space domain, thereby facilitating retrieval of the induced subsurface property change by taking the difference between the inverted baseline and monitor models. Numerical results on pairs of signals prove that CDTW can obtain reliable shifts under amplitude modulation and noise contamination conditions. The performance of CDTW substantially outperforms that of the conventional dynamic time warping method. The proposed time-lapse fullwaveform inversion(FWI) method is applied to the Frio-2 CO_(2) storage model. The baseline and monitor models are inverted from the corresponding time-lapse seismic data. The changes in velocity due to CO_(2) injection are reconstructed by the difference between the baseline and the monitor models.

关 键 词：Full-waveform inversion Dynamic time warping Ocean carbon dioxide storage monitoring Discrepancy estimation Model test 

分 类 号：P631[天文地球—地质矿产勘探] X701[天文地球—地质学]