Ma Hai, Xiao Hongbing, Yang Jinzhou, Li Yonghua. A Real-Time LWD Data Processing Method Based on Akima Interpolation[J]. Petroleum Drilling Techniques, 2015, 43(3): 82-86. DOI: 10.11911/syztjs.201503016
Citation: Ma Hai, Xiao Hongbing, Yang Jinzhou, Li Yonghua. A Real-Time LWD Data Processing Method Based on Akima Interpolation[J]. Petroleum Drilling Techniques, 2015, 43(3): 82-86. DOI: 10.11911/syztjs.201503016

A Real-Time LWD Data Processing Method Based on Akima Interpolation

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  • Received Date: December 22, 2014
  • Revised Date: April 29, 2015
  • A real-time LWD data processing method was proposed to address the "black spots" and "pull straight" problems caused by nonuniform sampling of real-time LWD data. Firstly, singular points of real-time LWD data were detected and eliminated utilizing the thin-layer threshold method together with peak-peak or valley-valley ratio method,and the "glitch" phenomenon caused by high-frequency oscillation of LWD was eliminated to improve the signal-to noise-ratio of real-time LWD data.Secondly,the gridding analysis was performed to the real-time LWD data that was obtained.The data gridding and equal interval resampling were accomplished through the establishment of the resampling model of real-time LWD data.The proposed method was applied in the actual LWD data processing.The comparison of processed real-time LWD data with the memory data showed that the maximum relative error and average relative error were 10.92 percent and 8.73 percent respectively,6.06 percent and 3.46 percent less than conventional method;the correlation coefficient was 0.980 8,0.040 2 more than conventional method.The results showed that the combined method of the thin-layer threshold method and the peak-peak or valley-valley ratio method together with Akima method could successfully address the "black spots" and "pull straight" problems.
  • [1]
    杨旭.测井蓝图回放及曲线编辑技术研究与实现[D].青岛:中国石油大学(华东)计算机与通信工程学院,2011. Yang Xu.Realization and technology research about logging-blueprint protract and edit of curve[D].Qingdao:China University of Petroleum(Huadong),College of Computer and Communication Engineering,2011.
    [2]
    Akima H.A new method of interpolation and smooth curve fitting based on local procedures[J].Journal of the ACM,1970,17(4):589-602.
    [3]
    文环明,庄庆德,马晓红.测井曲线的分数布朗插值[J].测井技术,2005,29(5):435-438. Wen Huanming,Zhuang Qingde,Ma Xiaohong.Fractal Brown movement interpolation of logging curves[J].Well Logging Technology,2005,29(5):435-438.
    [4]
    余继峰,于泳,付文钊,等.测井数据Matlab插值与地质旋回性分析应用[J].煤炭学报,2011,36(10):1679-1682. Yu Jifeng,Yu Yong,Fu Wenzhao,et al.Application of interpolation of well logs based on Matlab to analysis of geological cyclicity[J].Journal of China Coal Society,2011,36(10):1679-1682.
    [5]
    孔玉霞,廖明先,易娟子.插值法在测井数据处理中的应用:基于Excel的数据处理[J].石油仪器,2008,22(2):58-60. Kong Yuxia,Liao Mingxian,Yi Juanzi.Application of interpolating based on Excel to logging data processing[J].Petroleum Instruments,2008,22(2):58-60.
    [6]
    马海,杨锦舟,肖红兵,等.基于变异函数及支持向量机测井曲线插值方法[J].测井技术,2012,36(6):575-580. Ma Hai,Yang Jinzhou,Xiao Hongbing,et al.A log interpolation method based on support vector machine and a semivariogram model[J].Well Logging Technology,2012,36(6):575-580.
    [7]
    刘正锋,夏宏权.岩心分析数据插值方法研究[J].天然气工业,1998,18(4):32-34. Liu Zhengfeng,Xia Hongquan.A research on the interpolation of core analysis data[J].Natural Gas Industry,1998,18(4):32-34.
    [8]
    魏茂安,马海,陈潮,等.利用Kriging插值实现测井声波低频分量重构[J].石油钻探技术,2007,35(2):15-17. Wei Maoan,Ma Hai,Chen Chao,et al.The well log AC low frequency components reconstruction using Kriging interpolation[J].Petroleum Drilling Techniques,2007,35(2):15-17.
    [9]
    邵才瑞.井筒数据的Akima插值重采样方法[J].测井技术,2004,28(2):112-114. Shao Cairui.An Akima interpolation method for borehole data resampling[J].Well Logging Technology,2004,28(2):112-114.
    [10]
    来燕菁,张为民,齐党进,等.Akima曲线插补中的空间曲线多项式生成方法研究[J].制造技术与机床,2013,56(2):56-60. Lai Yanjing,Zhang Weimin,Qi Dangjin,et al.Research on generating space curve polynomials for Akima curve interpolation[J].Manufacturing Technology Machine Tool,2013,56(2):56-60.
    [11]
    谢汝宽,王平,郭华,等.考虑航磁水平梯度变化的ΔT网格化方法研究[J].地球物理学报,2013,56(2):660-666. Xie Rukuan,Wang Ping,Guo Hua,et al.Aeromagnetic total field gridding enhancement with horizontal gradient[J].Chinese Journal of Geophysics,2013,56(2):660-666.
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