Joint inversion of one-dimensional time-frequency electromagnetic data with constraints
QI Zhipeng1, TANG Wenwu1, HE Zhanxiang2,3, ZHANG Li1,4
1. School of Geophysics and Measurement-Control Technology, East China University of Technology, Nanchang, Jiangxi 330013, China; 2. Department of Earth and Space Sciences, Southern University of Science and Technology, Shenzhen, Guangdong 518055, China; 3. Guangdong Provincial Key Laboratory of Geophysical High-Resolution Imaging Technology, SouthernUniversity of Science and Technology, Shenzhen, Guangdong 518055, China; 4. Key Laboratory of Geophysical Electromagnetic Probing Technologies of Ministry of Natural Resources, Langfang, Hebei 065000, China
Abstract:Time-frequency electromagnetic data can be used to simultaneously obtain electromagnetic information in the time domain and frequency domain. Compared with electromagnetic signals in a single time domain or frequency domain, comprehensive time-frequency electromagnetic information can significantly improve the inversion accuracy of electrical properties. In order to obtain a refined geoelectric model, this paper proposes a one-dimensional adaptive time-frequency electromagnetic joint inversion algorithm by using the regularization inversion method and combining data constraints, model constraints, and step size constraints. The algorithm adopts an adaptive adjustment scheme for weighting balance factors and regularization factors of time domain and frequency domain data. At the same time, the model parameter search range constraint is combined with the WOLFE criterion to constrain the iterative step size while limiting the parameter search range, which ensures the stability and accuracy of the inversion process. The classical layered model, shale gas geo-electric model with noise, and measured data are used to test and analyze the inversion method. The results show that the constrained time-frequency electromagnetic joint inversion method can effectively improve the resolution of resistivity inversion of complex models. Therefore, it is of practical significance to improve the recognition accuracy of time-frequency electromagnetic methods for oil and gas reservoirs.
何展翔,王绪本,孔繁恕,等.时-频电磁测深法[C].中国地球物理学会年刊2002-中国地球物理学会第十八届年会论文集,2002,551.HE Zhanxiang,WANG Xuben,KONG Fanshu,et al.Time-frequency electromagnetic sounding[C].Annual Journal of the Chinese Geophysical Society 2002-Proceedings of the 18th Annual Meeting of the Chinese Geophysical Society,2002,551.
[2]
何展翔.人工源时间频率电磁测深方法[P].中国专利:CN200310050098.3,2005.
[3]
周磊,严良俊,程见中,等.时频电磁法探测能力研究[C].2017中国地球科学联合学术年会论文集(三十)——专题58:油气田与煤田地球物理勘探,2017,147-148.ZHOU Lei,YAN Liangjun,CHENG Jianzhong,et al.Study on the detection ability of time-frequency electromagnetic method[C].Proceedings of 2017 China Geoscience Joint Academic Annual Conference (30)-Topic 58:Geophysical Exploration of Oil and Gas Fields and Coal Fields,2017,147-148.
[4]
王志刚,何展翔,覃荆城,等.时频电磁技术的新进展及应用效果[J].石油地球物理勘探,2016,51(增刊1):144-151.WANG Zhigang,HE Zhanxiang,QIN Jingcheng,et al.Advances of TFEM technique and its application[J].Oil Geophysical Prospecting,2016,51(S1):144-151.
宋志华,张生,卞保力,等.时频电磁勘探技术在准噶尔盆地石西地区火山岩储层油气勘探中的应用[C].2021油气田勘探与开发国际会议论文集(下册),2021,820-826.SONG Zhihua,ZHANG Sheng,BIAN Baoli,et al.Application of time-frequency electromagnetic exploration technology in oil-gas exploration of volcanic reservoir in Shixi area of Junggar Basin[C].Proceedings of 2021 International Conference on Oil and Gas Field Exploration and Development (Volume II),2021,820-826.
[7]
陈卫营,薛国强.电性源瞬变电磁对薄层的探测能力[J].物探与化探,2015,39(4):775-779.CHEN Weiying,XUE Guoqiang.Detection capability of grounded electric source TEM for thin layer[J].Geophy-sical and Geochemical Exploration,2015,39(4):775-779.
[8]
柳建新,汤文武,何展翔,等.一维时域磁场与频域电场联合反演方法研究[J].地球物理学进展,2011,26(6):2011-2017.LIU Jianxin,TANG Wenwu,HE Zhanxiang,et al.Study on joint inversion method of one-dimensional time-domain magnetic field and frequency-domain electric field[J].Progress in Geophysics,2011,26(6):2011-2017.
[9]
王若,殷长春,王妙月,等.CSAMT法一维层状介质灵敏度分析[J].地球物理学进展,2014,29(3):1284-1291.WANG Ruo,YIN Changchun,WANG Miaoyue,et al.CSAMT sensitivity analysis for 1D models[J].Progress in Geophysics,2014,29(3):1284-1291.
[10]
岳明鑫,吴小平.浅海可控源电磁法数据一维时频联合反演[J].石油地球物理勘探,2017,52(3):612-617.YUE Mingxin,WU Xiaoping.1D joint inversion of frequency-domain and time-domain MCSEM data in marine shallow waters[J].Oil Geophysical Prospecting,2017,52(3):612-617.
[11]
何展翔,胡祖志,王志刚,等.时频电磁(TFEM)技术:数据联合约束反演[J].石油地球物理勘探,2020,55(4):898-905.HE Zhanxiang,HU Zuzhi,WANG Zhigang,et al.Time-frequency electromagnetic (TFEM) technique:step-by-step constraint inversion based on artificial fish swarm algorithm[J].Oil Geophysical Prospecting,2020,55(4):898-905.
[12]
郭鸿喜,曹杨,何宇霖,等.时频电磁法多分量联合反演及在川西火成岩勘探中的应用[J].石油地球物理勘探,2022,57(2):452-458.GUO Hongxi,CAO Yang,HE Yulin,et al.Multi-component joint inversion for time-frequency electromagnetic (TFEM) method:a case study of igneous rock prospecting in western Sichuan[J].Oil Geophysical Prospecting,2022,57(2):452-458.
[13]
曹杨,张鹏越,刘泽彬,等.时频电磁约束反演方法及应用效果[C].中国石油学会2021年物探技术研讨会论文集,2021,1400-1403.CAO Yang,ZHANG Pengyue,LIU Zebin,et al.Time-frequency electromagnetic constrained inversion me-thod and its application effect[C].Proceedings of 2021 Geophysical Prospecting Technology Seminar of China Petroleum Institute,2021,1400-1403.
[14]
OLDENBURG D W,LI Y G,AKI K,et al.Inversion for Applied Geophysics:A Tutorial//Near Surface Geophysics[M].Society of Exploration Geophysicists,Tulsa,2005,89-150.
[15]
TIKHONOV A N,ARSENIN V Y.Solutions of Ill-Posed Problems[M].Distributed Solely by Halsted Press,Washington,1977.
[16]
陈小斌,赵国泽,汤吉,等.大地电磁自适应正则化反演算法[J].地球物理学报,2005,48(4):937-946.CHEN Xiaobin,ZHAO Guoze,TANG Ji,et al.An adaptive regularized inversion algorithm for magnetotelluric data[J].Chinese Journal of Geophysics,2005,48(4):937-946.
[17]
左卫华.带约束的瞬变电磁自适应一维反演方法[J].工程地球物理学报,2018,15(1):1-6.ZUO Weihua.A self-adaptive 1D inversion method of transient electromagnetic with constraints[J].Chinese Journal of Engineering Geophysics,2018,15(1):1-6.
[18]
雷涛.时间域全波形反演方法及最优化理论研究[D].湖北武汉:中国地质大学(武汉),2017.LEI Tao.Full Waveform Inversion in Time Domain and Implementation of Optimizations[D].China University of Geosciences(Wuhan),Wuhan,Hubei,2017.
[19]
崔瑞康,孙建孟,刘行军,等.低阻页岩电阻率主控因素研究[J].物探与化探,2022,46(1):150-159.CUI Ruikang,SUN Jianmeng,LIU Hangjun,et al.Major controlling factors of low-resistance shale gas reservoirs[J].Geophysical and Geochemical Exploration,2022,46(1):150-159.
[20]
徐凤姣,谢兴兵,周磊,等.时域电磁法在我国南方富有机质页岩勘探中的可行性分析[J].石油物探,2016,55(2):294-302.XU Fengjiao,XIE Xingbing,ZHOU Lei,et al.The feasibility of TDEM in the exploration for rich organic shale reservoir in Southern China[J].Geophysical Prospecting for Petroleum,2016,55(2):294-302.