Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chinese Journal of Geophysics》 2017-12
Add to Favorite Get Latest Update

A study on resistivity imaging in tunnel ahead prospecting based on GPU joint inversion

NIE Li-Chao;ZHANG Xin-Xin;LIU Bin;LIU Zheng-Yu;WANG Chuan-Wu;GUO Qian;LIU Hai-Dong;WANG Hou-Tong;Geotechnical & Structural Engineering Research Center of Shandong University;  
Ahead prospecting during tunnel construction is of vital importance for avoiding geohazards like water inrush.In order to meet the requirement of imaging and fast interpretation in 3D resistivity ahead prospecting in tunnels,this paper provides a joint inversion algorithm based on a GPU parallel ant colony algorithm and the traditional last-square inversion method.Through the combination of the linear and non-linear inversion,the global search ability of Ant ColonyOptimization(ACO)could provide a better initial model for the least-square inversion.Thus one can prevent it from falling into a false local minimum while having a fast convergence by the leastsquare inversion and improve the imaging accuracy of the in-tunnel 3D resistivity inversion.Moreover,considering the inherent parallelism of the ant colony algorithm,a GPU parallel strategy under CUDA is provided for the fast imaging of 3D resistivity inversion.Secondly,compared with conventional least-square linear inversion,the numerical simulation using this GPU joint inversion indicates that the GPU joint inversion algorithm can significantly improve the computational efficiency and present a better identification of the position and spatial shape of the water-bearing structure.It can also suppress the non-uniqueness of least-square linear inversion.In the end,the result of the physical model test shows that the low-resistivity anomaly detected by the GPU joint inversion is coincident with the position of the actual water-bearing structure.It can efficiently suppress the non-uniqueness,improve the detection accuracy and accelerate the inversion speed.Moreover,it helps to lay the foundation of the practical application of 3D resistivity joint inversion ahead prospecting in tunneling.
【Fund】: 国家重点基础研究发展计划(973计划)项目(2014CB046901 2015CB058101);; 国家重大仪器设备研制专项(51327802);; 国家自然科学基金(51479104 41502279 51739007);; 国家重点研发计划(2016YFC0401801 2016YFC0401805);; 山东省重点研发计划(2016GSF120001)共同资助
【CateGory Index】: U452.11
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 10 Hits
1 GAO Ming-Liang;YU Sheng-Bao;ZHENG Jian-Bo;XU Chang;LIU Wei-Yu;LUAN Hui;College of Instrumentation and Electrical Engineering,Jilin University;;Research of resistivity imaging using neural network based on immune genetic algorithm[J];地球物理学报;2016-11
2 LI Shucai;WANG Chuanwu;NIE Lichao;LIU Bin;CHEN Lei;LIU Zhengyu;TIAN Mingzhen;Research Center of Geotechnical and Structural Engineering,Shandong University;;Parallel 3D electrical resistivity inversion method with inequality constraint based on slack variables[J];岩石力学与工程学报;2016-06
3 NIE Lichao;LI Shucai;LIU Bin;SONG Jie;WANG Chuanwu;XU Xinji;CHEN Lei;YANG Zhichao;Research Center of Geotechnical and Structural Engineering,Shandong University;;DEVELOPMENT OF COMPREHENSIVE MODEL SIMILITUDE MATERIAL FOR MULTIPLE GEOPHYSICAL DETECTION[J];岩石力学与工程学报;2015-S1
4 LI Shu-Cai;NIE Li-Chao;LIU Bin;TIAN Ming-Zhen;WANG Chuan-Wu;SONG Jie;LIU Zheng-Yu;WANG Shi-Rui;Geotechnical and Structural Engineering Research Center of Shandong University;;Advanced detection and physical model test based on multi-electrode sources array resistivity method in tunnel[J];地球物理学报;2015-04
5 LI Shucai;LIU Bin;SUN Huaifeng;NIE Lichao;ZHONG Shihang;SU Maoxin;LI Xiu;XU Zhenhao;Research Center of Geotechnical and Structural Engineering,Shandong University;College of Geology Engineering and Geomatics,Chang′an University;;STATE OF ART AND TRENDS OF ADVANCED GEOLOGICAL PREDICTION IN TUNNEL CONSTRUCTION[J];岩石力学与工程学报;2014-06
6 DAI Qian-Wei;JIANG Fei-Bo;DONG Li;Key Laboratory of Metallogenic Prediction of Nonferrous Metals,Ministry of Education, Central South University;School of Geosciences and Info-Physics,Central South University;;RBFNN inversion for electrical resistivity tomography based on Hannan-Quinn criterion[J];地球物理学报;2014-04
7 CHEN Zhao-Xi1,2,3,MENG Xiao-Hong1,2,3,GUO Liang-Hui1,2,3,LIU Guo-Feng1,2,3 1 State Key Laboratory of Geological Process and Mineral Resources,Beijing 100083,China 2 Key Laboratory of Geo-detection(China University of Geosciences,Beijing),Ministry of Education,Beijing 100083,China 3 School of Geophysics and Information Technology,China University of Geosciences,Beijing 100083,China;Three-dimensional fast forward modeling and the inversion strategy for large scale gravity and gravimetry data based on GPU[J];地球物理学报;2012-12
8 LIU Bin1,LI Shu-cai1,NIE Li-chao1,WANG Jing2,SONG Jie1,LIU Zheng-yu1(1.Research Center of Geotechnical & Structural Engineering,Shandong University,Jinan 250061,China;2.School of Control Science and Engineering,Shandong University,Jinan 250061,China);Advanced detection of water-bearing geological structures in tunnels using 3D DC resistivity inversion tomography method[J];岩土工程学报;2012-10
9 LIU Bin,LI Shu-Cai,LI Shu-Chen,NIE Li-Chao,ZHONG Shi-Hang,LI Li-Ping,SONG Jie,LIU Zheng-Yu Geotechnical & Structural Engineering Research Center of Shandong University,Jinan 250061,China;3D electrical resistivity inversion with least-squares method based on inequality constraint and its computation efficiency optimization[J];地球物理学报;2012-01
10 ZHANG Ling-Yun,LIU Hong-Fu~*College of Mining Engineering,Taiyuan University of Technology,Taiyuan 030024,China;The application of ABP method in high-density resistivity method inversion[J];地球物理学报;2011-01
【Co-citations】
Chinese Journal Full-text Database 7 Hits
1 WANG Xusheng;ZENG Zhaofa;College of Geo-Exploration Science and Technology;;3D fast inversion of gravity data based on GPU[J];Global Geology;2018-02
2 CHEN Shuzhen;SUN Jingtao;Chongqing Vocational Institute of Engineering;;Study of the Excavatio n Stability of Crossing Tunnel in Broken Stratum and Control Measures[J];城市轨道交通研究;2018-03
3 ZHONG Zhi-ming;TAN Jian-wen;YE Fang-wei;LIU Yang;ZENG De-ping;WU Ming-da;Key Laboratory of Ultrasound Engineering in Medicine Co-Founded by Chongqing and the Ministry of Science and Technology,College of Biomedical Engineering,Chongqing Key Laboratory of Biomedical Engineering,Chongqing Medical University,Chongqing Collaborative Innovation Center for Minimally-invasive and Noninvasive Medicine Chongqing;Chongqing Communication Institute;Chongqing Electric Power Design Institute;;Research on EFT Immunity of MCU Data Communication System with Multi-protocol Based on Statistical Analysis[J];电子学报;2018-02
4 XU Lei;ZHANG Jian-qing;QI Zu-fang;Changjiang Geophysical Exploration and Testing Company Limited (WUHAN);Changjiang Institute of Survey,Planning,Design and Research;;Comparison research on comprehensive advanced geological prediction of hydraulic tunnels[J];地球物理学进展;2018-01
5 WANG Lu;ZHANG Heng;WU Jianwen;Sichuan Vocational and Technical College of Communications;MOE Key Laboratory of Transportation Tunnel Engineering,Southwest Jiaotong University;Sichuan Engineering Technical College;;Study on fine prediction technology of water bearing structure in tunnel with strong water-rich strata[J];铁道科学与工程学报;2017-12
6 NIE Li-Chao;ZHANG Xin-Xin;LIU Bin;LIU Zheng-Yu;WANG Chuan-Wu;GUO Qian;LIU Hai-Dong;WANG Hou-Tong;Geotechnical & Structural Engineering Research Center of Shandong University;;A study on resistivity imaging in tunnel ahead prospecting based on GPU joint inversion[J];地球物理学报;2017-12
7 Shi Youzhi;Lin Shuzhi;Che Ailan;Hui Xiangyu;Feng Shaokong;Huang Yulin;School of Civil Engineering and Architecture,Xiamen University of Technology;Shanghai Jiao Tong University,School of Naval Architecture,Ocean & Civil Engineering;Xiamen Construction Bureau;;Boulder Detection in Metro Shield Zones Based on 3D Seismic Method,and Its Application[J];吉林大学学报(地球科学版);2017-06
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 DAI Qian-wei;JIANG Fei-bo;DONG Li;Key Laboratory of Metallogenic Prediction of Nonferrous Metals of Ministry of Education(Central South University);School of Geosciences and Info-Physics,Central South University;;Nonlinear inversion for electrical resistivity tomography based on chaotic DE-BP algorithm[J];Journal of Central South University;2014-05
2 DAI Qian-Wei;JIANG Fei-Bo;DONG Li;Key Laboratory of Metallogenic Prediction of Nonferrous Metals,Ministry of Education, Central South University;School of Geosciences and Info-Physics,Central South University;;RBFNN inversion for electrical resistivity tomography based on Hannan-Quinn criterion[J];地球物理学报;2014-04
3 Wuwei Cheng;Wenyou Wang;Shiqiang Huang;Peng Ma;HydroChina Huadong Engineering Corporation;Zhejiang Huadong Engineering Safety Technology Co.,Ltd.;Chemical Process Equipment,Beijing University of Chemical Technology;;Acoustic emission monitoring of rockbursts during TBM-excavated headrace tunneling at Jinping Ⅱ hydropower station[J];Journal of Rock Mechanics and Geotechnical Engineering;2013-06
4 LIN Ting-ting;WAN Ling;QU Yong-xing;FAN Tie-hu;WANG Shi-long;YI Xiao-feng;LIN Jun;Key Laboratory of Geo-Exploration Instrumentation, Ministry of Education, Jilin University, College of Instrumentation and Electrical Engineering;;Quasi-whole space magnetic resonance theory and its application in tunnel advanced detection[J];中国有色金属学报;2013-09
5 SHAN Wentao;CHEN Xiaoan;HE Ye;ZHOU Minghong;LIU Junfeng;State Key Laboratory of Mechanical Transmission, Chongqing University;;Application of Immune Genetic Algorithm Based Fuzzy RBF Neural Network in High-speed Motorized Spindles[J];机械工程学报;2013-23
6 YI Xiao-Feng,LI Peng-Fei,LIN Jun*,DUAN Qing-Ming,JIANG Chuan-Dong,LI Tong Key Laboratory of Geo-Exploration Instrumentation,Ministry of Education,College of Instrumentation & Electrical Engineering,Jilin University,Changchun 130026,China;Simulation and experimental research of MRS response based on multi-turn loop[J];地球物理学报;2013-07
7 CHEN Zhao-Xi1,2,3,MENG Xiao-Hong1,2,3,GUO Liang-Hui1,2,3,LIU Guo-Feng1,2,3 1 State Key Laboratory of Geological Process and Mineral Resources,Beijing 100083,China 2 Key Laboratory of Geo-detection(China University of Geosciences,Beijing),Ministry of Education,Beijing 100083,China 3 School of Geophysics and Information Technology,China University of Geosciences,Beijing 100083,China;Three-dimensional fast forward modeling and the inversion strategy for large scale gravity and gravimetry data based on GPU[J];地球物理学报;2012-12
8 LIU Bin,NIE Lichao,LI Shucai,XU Lei,LIU Zhengyu,SONG Jie,LI Liping,LIN Chunjin(Geotechnical and Structural Engineering Research Center,Shandong University,Jinan,Shandong 250061,China);3D ELECTRICAL RESISTIVITY INVERSION TOMOGRAPHY WITH SPATIAL STRUCTURAL CONSTRAINT[J];岩石力学与工程学报;2012-11
9 QIAN Qihu(Engineering Institute of Engineers Corps,PLA University of Science and Technology,Nanjing,Jiangsu 210007,China);CHALLENGES FACED BY UNDERGROUND PROJECTS CONSTRUCTION SAFETY AND COUNTERMEASURES[J];岩石力学与工程学报;2012-10
10 LIU Bin1,LI Shu-cai1,NIE Li-chao1,WANG Jing2,SONG Jie1,LIU Zheng-yu1(1.Research Center of Geotechnical & Structural Engineering,Shandong University,Jinan 250061,China;2.School of Control Science and Engineering,Shandong University,Jinan 250061,China);Advanced detection of water-bearing geological structures in tunnels using 3D DC resistivity inversion tomography method[J];岩土工程学报;2012-10
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved