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基于匹配追踪算法的频谱成像技术及其应用
Spectrum imaging technique and its application based on matching pursuit algorithm
【摘要】 本文研究了Liu等提出的基于Morlet小波的匹配追踪(MMP)算法,并将该算法中固定的尺度参数k改进为可灵活变化的自由尺度,形成了具有自由尺度参数的EMMP算法,提高了算法的实用性和灵活性。理论模型验证及实际资料应用结果表明:①EMMP算法较短时傅里叶变换(STFT)、小波变换(WT)等传统方法,具有更高的时频分辨率;②EMMP算法中的原子结构具有自由尺度,原子结构更加灵活,解决了MMP算法中难以确定最优尺度的问题,从而使时频原子库对非平稳地震信号具有更强的匹配能力;③利用EMMP算法、MMP算法对QK凹陷ZH区及JH区地震资料的频谱成像结果说明,EMMP算法较MMP算法具有更高的横向分辨率,对应火成岩反射主频率的分频切片能清晰地刻画火成岩储层边界。
【Abstract】 MMP algorithm by Liu was studied in this paper,the fixed scale parameter in the algorithm was modified to a flexible scale so the EMMP algorithm was formed and the practicability and flexibility of the MMP algorithm was raised.The theoretical model verification and the results for the field data application show the following conclusions:(1):Compared with some traditional algorithms,such as STFT,WT and so on,EMMP has higher time-frequency resolution,(2):The atom structure in EMMP algorithm has free scale,the atom’s structure is more flexible,determination of the optimal scale which can not be solved in MMP algorithm got resolved,as a result the time-frequency atom library could have better matching ability for the non-stationary seismic signal.(3):The spectrum imaging results by EMMP and MMP algorithms for the seismic data in ZH area and JH area in QK Depression show that EMMP algorithm has higher lateral resolution than that of MMP algorithm,the frequency division slices which correspond to the main reflection frequency of the igneous rock could clearly delineate the boundary of the igneous rock reservoir.
【Key words】 matching pursuit; scale parameter; spectrum imaging; resolution; igneous reservoir;
- 【文献出处】 石油地球物理勘探 ,Oil Geophysical Prospecting , 编辑部邮箱 ,2010年06期
- 【分类号】P631.4
- 【被引频次】12
- 【下载频次】306