中国石油大学学报(自然科学版)
中國石油大學學報(自然科學版)
중국석유대학학보(자연과학판)
Journal of China University of Petroleum (Edition of Natural Science)
2015年
5期
72-81
,共10页
尹洪东%杨怀章%薛亚茹%刘得军
尹洪東%楊懷章%薛亞茹%劉得軍
윤홍동%양부장%설아여%류득군
TV正则化%经典Tikhonov正则化%混合正则化%三维电阻率反演
TV正則化%經典Tikhonov正則化%混閤正則化%三維電阻率反縯
TV정칙화%경전Tikhonov정칙화%혼합정칙화%삼유전조솔반연
total variation regularization%classical Tikhonov regularization%hybrid regularization%3D electrical resistivity in-version
基于经典Tikhonov正则化( classical Tikhonov regularization)的最小二乘反演是三维电阻率反演的主要方法。对于电阻率分片连续的地质体,由于光滑反演解的光滑性使得目标区域与背景区域间边界模糊,不能很好地体现异常体的形态信息和位置信息,成像效果不好。将总变分正则化( total variation regularization)与经典Tikhonov正则化结合,提出混合正则化反演方法,通过模型分析比较经典Tikhonov正则化、TV正则化、混合正则化在反演结果上的不同,证明了引入混合正则化约束的最小二乘反演既保持了经典Tikhonov正则化方法解的稳定性,又具有TV正则化方法解的保边缘性,有效地改善了三维电阻率成像效果。最后将混合正则化的反演方法应用到实际工程,验证了该方法的有效性和实用性。
基于經典Tikhonov正則化( classical Tikhonov regularization)的最小二乘反縯是三維電阻率反縯的主要方法。對于電阻率分片連續的地質體,由于光滑反縯解的光滑性使得目標區域與揹景區域間邊界模糊,不能很好地體現異常體的形態信息和位置信息,成像效果不好。將總變分正則化( total variation regularization)與經典Tikhonov正則化結閤,提齣混閤正則化反縯方法,通過模型分析比較經典Tikhonov正則化、TV正則化、混閤正則化在反縯結果上的不同,證明瞭引入混閤正則化約束的最小二乘反縯既保持瞭經典Tikhonov正則化方法解的穩定性,又具有TV正則化方法解的保邊緣性,有效地改善瞭三維電阻率成像效果。最後將混閤正則化的反縯方法應用到實際工程,驗證瞭該方法的有效性和實用性。
기우경전Tikhonov정칙화( classical Tikhonov regularization)적최소이승반연시삼유전조솔반연적주요방법。대우전조솔분편련속적지질체,유우광활반연해적광활성사득목표구역여배경구역간변계모호,불능흔호지체현이상체적형태신식화위치신식,성상효과불호。장총변분정칙화( total variation regularization)여경전Tikhonov정칙화결합,제출혼합정칙화반연방법,통과모형분석비교경전Tikhonov정칙화、TV정칙화、혼합정칙화재반연결과상적불동,증명료인입혼합정칙화약속적최소이승반연기보지료경전Tikhonov정칙화방법해적은정성,우구유TV정칙화방법해적보변연성,유효지개선료삼유전조솔성상효과。최후장혼합정칙화적반연방법응용도실제공정,험증료해방법적유효성화실용성。
The smooth least-squares method based on the classical Tikhonov regularization method is the main method in 3D resistivity inversion. For the geological body whose resistivity is piecewise continuous, this method however fails to distin-guish the target area from the background due to the smooth nature of the solution. In order to solve this problem, the classi-cal Tikhonov regularization and the total variation regularization ( TV regularization ) were combined and introduced into the least squares inversion method. Three inversion results based on classical Tikhonov regularization, total variation regulariza-tion and the new hybrid regularization were compared. It is shown that the least square method based on hybrid regularization retains both the stability of the classical Tikhonov regularization and the edge-protected property of the total variation regulari-zation. The improvement in 3D resistivity mapping is immediate, and then the method is further verified in practical engi-neering problems.