[1]郑希科,朴玉琴,孟凡宇,等.水平井油水两相流含水率解释预测[J].测井技术,2012,36(03):318-320.
 ZHENG Xike,PIAO Yuqin,MENG Fanyu,et al.Water Cut Prediction of Oilwater Twophase Flow in Horizontal Well[J].WELL LOGGING TECHNOLOGY,2012,36(03):318-320.
点击复制

水平井油水两相流含水率解释预测()
分享到:

《测井技术》[ISSN:1004-1338/CN:61-1223/TE]

卷:
第36卷
期数:
2012年03期
页码:
318-320
栏目:
综合应用
出版日期:
2012-06-29

文章信息/Info

Title:
Water Cut Prediction of Oilwater Twophase Flow in Horizontal Well
作者:
郑希科朴玉琴孟凡宇王倩
大庆油田测试技术服务分公司, 黑龙江 大庆 163453
Author(s):
ZHENG XikePIAO YuqinMENG FanyuWANG Qian
Logging & Testing Services Company, Daqing Oilfield Company LTD., Daqing, Heilongjiang 163453, China
关键词:
生产测井 水平井 含水率 测井解释模型 预测
Keywords:
production log horizontal well water cut log interpretation model prediction
分类号:
P631.84
文献标志码:
A
摘要:
水平井油水两相流产液剖面测井解释中流型复杂,准确解释含水率是难点。 在进行了大量的近水平油水两相流动模拟实验的基础上,针对电容及阻抗含水率计测量响应特性,建立基于含水率计响应时域及频域特征值 的支持向量机回归模型(SVR Model),采用该模型对不同倾斜角度的模拟井动态实验含水率标定结果进行模型预测,模型验证结果表明解释模 型可实现较高的含水率预测精度,与室内实验配比含水率比较,达到预测含水率解释精度目标。在解释方法研究的基础上,对实际测井资料 进行解释。
Abstract:
Because of complex flow types, it is difficult to accurately interpret water cut of oilwater twophase flow of production profile logging in horizontal wells. On the basis of a large number of simulation experiments on nearly horizontal oilwater twophase flow and the measuring response characteristics of water cut meter of capacitance and resistance, SVR model (support vector machine regression model) is established based on frequency domain eigenvalue of water cut meter response, and this model is used to predict the calibration results of water cut for simulation wells with different angles. Validation results show that higher prediction accuracy can be obtained by using this log interpretation model. Compared with the matching water cut of laboratory experiment, prediction accuracy of water cut can be achieved by using SVR model. In addition, the actual log data is interpreted on the basis of the development of interpretation methods.

参考文献/References:

[1]梁法春,王栋,林宗虎.基于神经网络的水平管三相分层流相分率测量[J].西安交通大学学报,2004,38(7):750753.
[2]赵鑫,金宁德,李伟波. 油水两相流相含率的软测量方法[J].化工学报,2005, 56(10):18751879.
[3]雷开友. 粒子群算法及其应用研究[D]. 成都:西南大学,2006.
[4]罗国娟. 阶梯式预测控制器的参数整定研究[D]. 合肥:中国科学技术大学, 2006.
[5]郑希科,刘兴斌,朴玉琴,等.水平井油水两相管流流量和含水率测量方法实验研究[J].测井技术,2010,34(4):323326.

相似文献/References:

[1]刘传平.大庆长垣特高含水期聚合物驱岩石物理实验研究[J].测井技术,2012,36(05):451.
 LIU Chuanping.On Petrophysical Experiments for Polymer Flooded Reservoir in Extra High Water Cut Stage of Daqing Placanticline[J].WELL LOGGING TECHNOLOGY,2012,36(03):451.
[2]戴月祥,程芳,袁瑛,等.双层套管SGDT固井质量解释方法[J].测井技术,2012,36(03):314.
 DAI Yuexiang,CHENG Fang,YUAN Ying,et al.Interpretation Method of SGDT Cementing Quality in the Double Casing[J].WELL LOGGING TECHNOLOGY,2012,36(03):314.
[3]王鲁海,李军,关松,等.低流量条件下涡轮流量计的黏度响应特性[J].测井技术,2012,36(04):336.
 WANG Luhai,LI Jun,GUAN Song,et al.The Performance of Turbine Flowmeter with Viscosity Changes Under Low Flow Condition[J].WELL LOGGING TECHNOLOGY,2012,36(03):336.
[4]余厚全,魏勇,汤天知,等.基于同轴传输线电磁波检测油水介质介电常数的理论分析[J].测井技术,2012,36(04):361.
 YU Houquan,WEI Yong,TANG Tianzhi,et al.Theoretical Analysis of Measuring Dielectric Constant of OilWater Mixture Based on Electromagnetic Wave on Coaxial Line[J].WELL LOGGING TECHNOLOGY,2012,36(03):361.
[5]于宝,孔垂广,于靖民.一种用于低流量测量的浮子流量传感器[J].测井技术,2012,36(04):401.
 YU Bao,KONG Chuiguang,YU Jingmin.A Float Flow Sensor for Low Flow Measurement[J].WELL LOGGING TECHNOLOGY,2012,36(03):401.
[6]张正玉.泵出式测井系统在四川地区复杂井中的应用[J].测井技术,2012,36(04):426.
 ZHANG Zhengyu.Application of Pumpout Logging System to Complex Wells in Sichuan Oilfield[J].WELL LOGGING TECHNOLOGY,2012,36(03):426.
[7]黄旭,翟路生,金宁德.测量水平油水层状流相含率的平行线电容传感器[J].测井技术,2012,36(02):188.
 HUANG Xu,ZHAI Lusheng,JIN Ningde.A Parallelwire Capacitance Probe for Measuring Phase Volume Fraction in Horizontal Oilwater Stratified Flow[J].WELL LOGGING TECHNOLOGY,2012,36(03):188.
[8]李荣,赵建辉,李帆.轴向速度组合的陀螺随钻测量方法研究[J].测井技术,2012,36(02):192.
 LI Rong,ZHAO Jianhui,LI Fan.On Gyroscopic MWD Based on Axial Velocity Integrated Method[J].WELL LOGGING TECHNOLOGY,2012,36(03):192.
[9]严正国,苏娟.过套管电阻率测井信号采集与处理方法研究[J].测井技术,2012,36(01):20.
 YAN Zhengguo,SU Juan.Throughcasing Resistivity Logging Signal Acquisition and Processing Techniques[J].WELL LOGGING TECHNOLOGY,2012,36(03):20.
[10]王忠义,李自平,杨雪冰,等.磁测应力资料的测井解释方法研究[J].测井技术,2012,36(01):51.
 WANG Zhongyi,LI Ziping,YANG Xuebing,et al.Study on Interpretation Method of Magnetismstress Log Data[J].WELL LOGGING TECHNOLOGY,2012,36(03):51.
[11]侯月明,郭海敏,戴家才,等.水平井生产测井解释方法研究[J].测井技术,2004,28(01):24.
 HOU Yue-ming,GUO Hai-min,DAI Jia-cai,et al.On Interpretation Method for Production Logging in Horizontal Wells[J].WELL LOGGING TECHNOLOGY,2004,28(03):24.
[12]戴家才,郭海敏,何亿成,等.水平井、斜井集流式生产测井实验研究[J].测井技术,2005,29(06):493.
 DAI Jia-cai~,GUO Hai-min~,HE Yi-cheng~,et al.On Experiments of Packed Production Logging in Horizontal or Deviated Wells[J].WELL LOGGING TECHNOLOGY,2005,29(03):493.
[13]张善成,王涛.应用随钻测井资料正确指导水平井钻进[J].测井技术,2008,32(01):83.
 ZHANG Shan-cheng,WANG Tao.Using LWD Logs to Guide Horizontal Well Drilling[J].WELL LOGGING TECHNOLOGY,2008,32(03):83.
[14]宋红伟,郭海敏,唐小梅.水平井及大斜度井油水两相流动模型研究[J].测井技术,2014,38(04):384.[doi:10.3969/j.issn.1004-1338.2014.04.002]
 SONG Hongwei,GUO Haimin,TANG Xiaomei.Study on Unified Model for Oil-water Two-phase Flow in Horizontal and Highly Deviated Wells[J].WELL LOGGING TECHNOLOGY,2014,38(03):384.[doi:10.3969/j.issn.1004-1338.2014.04.002]
[15]崔文昊,甘庆明,吕亿明,等.水平井井下流体分段取样技术研究与应用[J].测井技术,2014,38(06):765.[doi:10.3969/j.issn.1004-1338.2014.06.024]
 CUI Wenhao,GAN Qingming,L Yiming,et al.Research and Application of Downhole Fluid Sectional Sampling Technology in Horizontal Wells[J].WELL LOGGING TECHNOLOGY,2014,38(03):765.[doi:10.3969/j.issn.1004-1338.2014.06.024]
[16]宋红伟,郭海敏.大斜度井中气液两相段塞流动力学模型分析[J].测井技术,2016,40(02):127.[doi:10.16489/j.issn.1004-1338.2016.02.001]
 SONG Hongwei,GUO Haimin.Analysis of Gas and Liquid Two-phase Slug Flow Dynamics Model in Highly Deviated Wells[J].WELL LOGGING TECHNOLOGY,2016,40(03):127.[doi:10.16489/j.issn.1004-1338.2016.02.001]
[17]曾桂红.水平井扇区水泥胶结测井偏心校正技术[J].测井技术,2016,40(05):629.[doi:10.16489/j.issn.1004-1338.2016.05.019]
 ZENG Guihong.Eccentricity Correction Technique for Sector Cement Bond Logging in Horizontal Well[J].WELL LOGGING TECHNOLOGY,2016,40(03):629.[doi:10.16489/j.issn.1004-1338.2016.05.019]
[18]崔文昊,高榕,常莉静,等.井下存储式浮子流量计在水平井产液剖面测试中的应用[J].测井技术,2017,41(04):458.[doi:10.16489/j.issn.1004-1338.2017.04.015]
 CUI Wenhao,GAO Rong,CHANG Lijing,et al.Application of Downhole Memory Float Flowmeter to Production Fluid Profile Logging in Horizontal Wells[J].WELL LOGGING TECHNOLOGY,2017,41(03):458.[doi:10.16489/j.issn.1004-1338.2017.04.015]
[19]秦昊,戴家才,秦民君,等.低产水平井油水两相流阵列持水率计实验研究[J].测井技术,2017,41(06):637.[doi:10.16489/j.issn.1004-1338.2017.06.001]
 QIN Hao,DAI Jiacai,QIN Minjun,et al.Experimental Study on Oil-water Two-phase Flow Array Water Holdup Tool in Horizontal Well[J].WELL LOGGING TECHNOLOGY,2017,41(03):637.[doi:10.16489/j.issn.1004-1338.2017.06.001]

备注/Memo

备注/Memo:
项目来源: 国家高技术研究发展863计划项目水平井产液剖面测试技术(编号:2007AA06Z231) 作者简介: 郑希科, 男,1963年生,高级工程师,博士,从事生产测井科研与管理工作。
更新日期/Last Update: 2012-06-20