基于自动正则化的井间电磁成像方法OA
Cross-well electromagnetic imaging method based on automatic regularization
通过井间电磁技术能够获得井间的高分辨率电阻率成像,对于监测井间流体的变化和提高油气采收率意义重大.采用基于乘积性代价函数的自动正则化高斯牛顿法,实现了严格意义上的2.5维井间电阻率成像.对于层状地层和有电阻率异常体的地层,电阻率成像测试能够实现精确的井间电阻率成像.将正则化参数与每次迭代的数据代价函数联系起来,保证正则化参数自动随迭代次数减小且在噪声水平自动停止,避免了过拟合问题.将井间电阻率成像算法用于西南某区块测量的井间电磁测试数据的正反演,成像结果与两口井的电阻率曲线符合良好,验证了该仪器及其井间电阻率成像算法的有效性.
Cross-well electromagnetic technology can be used to obtain high-resolution resistivity images between wells,which is of great significance for monitoring formation fluid changes and enhancing oil and gas recovery.In this paper,a resistivity imaging method based on rigorous 2.5-dimensional electromagnetic modeling and inversion is developed using the Gauss-Newton method with a multiplicative cost function and automatic regularization.The regularization parameter is related to the data cost function such that it will be reduced automatically with the data cost function,and stop at the noise level to avoid the overfitting of the data.The tests on stratified formations and formations with abnormal bodies show that the method can achieve accurate resistivity imaging between wells.The cross-well resistivity imaging method is used to invert the electromagnetic data acquired by the newly developed cross-well electromagnetic imaging prototype instrument in Xinan region,and the imaging results are in good agreement with the resistivity curves of two wells,which verifies the effectiveness of the instrument,as well as the cross-well resistivity imaging method.
高国忠;冯晓钰;白彦;陈涛;王剑
长江大学地球物理与石油资源学院,湖北武汉 430100中国石油集团测井有限公司,陕西西安 710076
石油、天然气工程
井间电磁成像乘积性代价函数自动正则化高斯牛顿法
cross-well electromagnetic imagingmultiplicative cost functionautomatic regularizationGauss Newton method
《长江大学学报(自然科学版)》 2024 (005)
56-65 / 10
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