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基于路徑形態(tài)學(xué)和正弦函數(shù)族匹配的電成像測(cè)井縫洞自 動(dòng)識(shí)別與分離方法研究
王磊,,沈金松,,衡海亮,,魏帥帥
1 中國(guó)石油大學(xué)(北京)油氣資源與探測(cè)國(guó)家重點(diǎn)實(shí)驗(yàn)室,,北京 102249 2 中國(guó)石油大學(xué)(北京)CNPC物探重點(diǎn)實(shí)驗(yàn)室,北京 102249
Automatic fractured-vuggy identification and extraction from electric imaging logging data based on an incomplete path opening operation and a sinusoidal database
WANG Lei, SHEN Jinsong, HENG Hailiang, WEI Shuaishuai
1 State Key Laboratory of Petroleum Resource and Prospecting, China University of Petroleum-Beijing, Beijing 102249, China 2 China University of Petroleum-Beijing, Beijing 102249, China

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摘要? 針對(duì)碳酸鹽巖縫洞型含油儲(chǔ)層,,電成像測(cè)井方法可以探測(cè)得到高分辨率井壁縫洞分布圖像,,但由于巖性 變化、井孔介質(zhì)非均質(zhì)性等的干擾以及裂縫間的互相纏繞,、黏連使得對(duì)裂縫和溶蝕孔洞信息的有效提取仍存在 較大阻礙,。不完備路徑開算法和容忍路徑算子對(duì)直線或者輕微彎曲結(jié)構(gòu)有良好的適應(yīng)性,該適應(yīng)性與結(jié)構(gòu)元素 形狀的選取無(wú)關(guān),,而正弦函數(shù)族對(duì)彎曲結(jié)構(gòu)的匹配度較好,。文中將多尺度不完備路徑形態(tài)學(xué)方法和正弦函數(shù)族、 二階矩橢圓擬合算法應(yīng)用于電成像測(cè)井電導(dǎo)率圖像的處理,,提出采用不完備路徑形態(tài)學(xué)算法和正弦函數(shù)族智能 匹配的裂縫和溶蝕孔洞自動(dòng)識(shí)別和分離方法,。首先采用數(shù)學(xué)形態(tài)學(xué)中的開閉變換,消除電成像測(cè)井圖像的干擾,; 其次,,進(jìn)行不完備路徑形態(tài)學(xué)、密度聚類算法的公式推導(dǎo)和分析,,并融合多方向的形態(tài)學(xué)路徑算子,、容忍路徑 算子、含噪的基于密度聚類方法追蹤并提取連續(xù)或間斷的彎曲線狀結(jié)構(gòu),;再次,,對(duì)提取的彎曲線狀結(jié)構(gòu)進(jìn)行改 進(jìn)的Hough變換和正弦函數(shù)族匹配,發(fā)現(xiàn)Hough變換僅對(duì)低角度裂縫的匹配效果較好,,而正弦函數(shù)族對(duì)高角度 裂縫及完整度較低的殘縫有更高的精確度,;還有,使用正弦函數(shù)族計(jì)算裂縫的相位,、振幅和井壁的深度位置信 息,;最后,對(duì)于剩下的溶蝕孔洞,,采用二階矩等效橢圓函數(shù)方法進(jìn)行擬合,,獲得了孔洞的縱橫比。為驗(yàn)證文中 提出的算法,,對(duì)幾個(gè)數(shù)值模型和某油田的碳酸鹽巖井的電成像資料進(jìn)行了處理,,成功完成對(duì)纏繞的裂縫和孔洞 的分離過(guò)程,驗(yàn)證了所提出算法的有效性和適應(yīng)性,為碳酸鹽巖縫洞型含油儲(chǔ)層的精細(xì)評(píng)價(jià)提供了實(shí)用方法,,有 助于提高對(duì)儲(chǔ)層縫洞分布特點(diǎn)的認(rèn)識(shí)水平,。
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關(guān)鍵詞 : 電成像測(cè)井,;縫洞識(shí)別與分離;不完備路徑開運(yùn)算,;正弦函數(shù)族,;密度聚類;二階矩橢圓擬合
Abstract
By applying electric imaging logging equipment for different kinds of fractured-vuggy carbonate oil reservoirs, we can  
get high resolution images of the borehole wall. However, it is hard to acquire the information of the fractures, solution pores and  
cavities accurately on the account of the lithology distribution randomness, the media heterogeneity around the borehole and the  
intertwining and adhesion of fractures. Based on the incomplete path opening and tolerance operators that remain flexible enough to  
fit rectilinear and slightly curved structures since they do not depend on the choice of a structural element shape and the advantage  
of a sinusoidal database that can fit the fractures precisely, this paper proposes a new method to intelligently identify and extract  
discontinuous fractures solution pores and cavities from the original electric logging image data by using multi-scale incomplete  
path opening and tolerance operators, a sinusoidal database and a second-order moment ellipse fitting method. First, the opening and  
closing operation of mathematical morphology is adopted to eliminate the noise of the electric imaging logging data. Then formulas  
of incomplete path opening and a density clustering method are deduced and analyzed. The incomplete path opening parameter  
sets and tolerance operators in different directions are applied to trace and separate fractures and the density-based clustering of  
applications with noise is introduced to classify these separated parts of fractures that are in continuous or intermittent bending linear  
structures. After the comparation of results of bending linear structures fitting in a Hough transform and a sinusoidal database, we  
find that the Hough transform is only appropriate to match the low angle fractures while the sinusoidal database method is more  
accurate for high angle fractures or in fragmentary condition. Apart from that, we can get the phase, amplitude and depth information  
of these fractures by the sinusoidal database method. Finally, the second-order moment method is used to determine the equivalent  
ellipse of the remaining vugs and the vertical-horizontal ratios of vugs are obtained. In order to illustrate the application of the pro
posed method, examples of numerical simulation data and oil well field data have been tested. According to the result, intertwining  
fractures and vugs are separated successfully, which demonstrates the effectiveness and adaptability of our method in application  
of electric imaging logging data. So the proposed method offers practical support for the precise evaluation of fractured-vuggy  
carbonate oil reservoirs and helps to raise the level of recognition to the distribution of fractures and vugs of the target layers.


Key words: electric imaging logging; identification and separation of fractures and vugs; incomplete path opening operation; sinusoidal database; DBSCAN; second moment ellipse fitting
收稿日期: 2021-09-29 ????
PACS: ? ?
基金資助:中國(guó)石油天然氣股份有限公司重大科技專項(xiàng)項(xiàng)目(2017E-15) 資助
通訊作者: [email protected]
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WANG Lei, SHEN Jinsong, HENG Hailiang, WEI Shuaishuai. Automatic fractured-vuggy identification and extraction from electric imaging logging data based on an incomplete path opening operation and a sinusoidal database. Petroleum Science Bulletin, 2021, 03: 380-395.
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