摘要
目前固井质量评价主要依靠声波变密度测井资料,受双层套管影响,变密度图像有时会因内、外层套管波叠加出现明显的畸变现象,对固井质量的评价产生干扰。为获得真实的变密度图像,剔除“假异常”,将互补集合经验模态分解(CEEMD)和Savitzky-Golay(SG)滤波法联合,提出一种CEEMD-SG滤波方法,并应用于声波变密度测井数据处理。首先使用CEEMD方法对变密度数据进行分解,通过傅里叶变换对原始信号及分解得到的各个固有模态函数(IMF)进行频谱分析,然后选取高频IMF分量使用SG滤波算法进行处理,并将滤波后的高频分量与CEEMD分解得到的低频分量联合重构得到处理后的信号。利用该方法对塔里木油田实际变密度资料进行处理,并与CEEMD、小波阈值去噪、SG滤波三种方法进行对比,结果表明,CEEMD-SG滤波方法能更好地消除双层套管带来的波形叠加干扰,处理后的资料能满足现场验收要求。
At present,the evaluation of cementing quality mainly relies on acoustic variable density logging data.Due to the influence of double-layer casing,the variable density image may sometimes exhibit significant distortion due to the superposition of inner and outer casing waves,which can interfere with the evaluation of cementing quality.In order to obtain real variable density images and eliminate"false anomalies",a complementary set empirical mode decomposition(CEEMD)and Savitzky-Golay(SG)filtering method are combined to propose a CEEMD-SG filtering method for processing acoustic variable density logging data.Firstly,the CEEMD is used to decompose the variable density data,and then the Fourier transform is used to analyze the original signal and each intrinsic mode function(IMF)obtained from the decomposition.High frequency IMF components are selected for processing using the SG filtering algorithm.Finally,the filtered high frequency components and the low frequency components obtained from CEEMD decomposition are combined to reconstruct the processed signal.Using this method to process the actual variable density data of Tarim Oilfield,and comparing it with three methods:CEEMD,wavelet threshold,and SG filtering,the results show that the CEEMD-SG filtering method can better eliminate the waveform superposition interference caused by double-layer casing,and the processed data can meet the on-site acceptance requirements.
作者
刘建建
刘媛媛
田博宁
樊琦
陈章龙
杨居朋
刘洋
LIU Jianjian;LIU Yuanyuan;TIAN Boning;FAN Qi;CHEN Zhanglong;YANG Jupeng;LIU Yang(Logging Technology Research Institute,China National Logging Corporation,PetroChina,Xi’an 710077,Shaanxi,China;Changqing Branch Company,China National Logging Corporation,PetroChina,Xi’an 710021,Shaanxi,China)
出处
《石油地质与工程》
CAS
2024年第4期112-119,共8页
Petroleum Geology and Engineering
基金
中国石油集团测井有限公司课题“CPLog智能远程采集软件系统研发与应用”(CPL2021-A07)。
关键词
测井资料处理
固井质量测井
互补集合经验模态分解
SG滤波
logging data processing
cementing quality logging
complementary set empirical mode decomposition(CEEMD)
SG filter