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《Progress in Exploration Geophysics》 2005-06
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Application of SVM in prediction of reservoir thickness.

Zhang Yanzhou, Liu Yeling, Xie Baoying. Department of Basic Course, Xi' an University of Science & Technology,Xi'an 710054, China  
This paper presents a new approach to predict reservoir thickness from seismic attributes and well information through support vector machine (SVM). Geological information at different depth was described by introducing a mixed window kernel function to SVM. Results from the proposed method and BP neural network show that the method can avoid the problem of local optimal solution of BP network, and obtain the estimation of thickness with higher precision.
【CateGory Index】: P631.81
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Chinese Journal Full-text Database 5 Hits
1 LIU Chun-yuan1,2,WEI Xiu-cheng2,XU Sheng-feng3,FU Zhi-guo1(1.CNPC Key Lab of Geophysical Exploration,University of Petroleum,Beijing 102249,China;2.Research Institute of Petroleum Exploration and Development,Sinopec,Beijing 100083,China;3.Research Institute of Petroleum Exploration & Development,Petro China,Beijing 100083,China);The overview of geophysical techniques in prediction of carbonate rock reservoir[J];Progress in Geophysics;2007-06
2 HUANG Jian-hong1,WANG Hong-hui2,ZENG Jian-yi1,DUAN Xin-guo1,CAI Zuo-hua1(1.College of Energy Sources,Chengdu University of Technology,Chengdu Sichuan 610059,China;2.Office of SASU,Sichuan University of Arts and Science,Dazhou Sichuan 635000,China);A New Method of Prediction Capacity in Compact Clastic Rock Reservoir[J];Sichuan University of Arts and Science Journal;2009-05
3 Peng Tao,Zhang Xiang School of Geophysics and Oil Resources,Yangtze University,Jingzhou 434023,China;Review of support vector machine and its applications in petroleum exploration and development[J];Progress in Exploration Geophysics;2007-02
4 LI Xin-hu(Department of Geology and Environment Engineering,Xi′an University of Science and Technology,Xi′an 710054,China);Lithology identification methods contrast based on support vector machines at different well logging parameter[J];Coal Geology & Exploration;2007-03
5 Shi Lei1,2,Kuang Jianchao1,Zeng Jianyi1,Liu Xin1,Luo Xin1,Cai Zuohua1 (1.Chengdu University of Technology,Chengdu,Sichuan 610059,China;2.Southwest Branch,SINOPEC,Chengdu,Sichuan 610016,China);SINGLE WELL PRODUCTIVITY EVALUATION AND PREDICTION IN TIGHT CLASTIC RESERVOIR ROCK OF SHAXIMIAO FORMATION IN THE XINCHANG GAS FIELD,WEST SICHUAN[J];Petroleum Geology & Experiment;2009-04
Chinese Journal Full-text Database 7 Hits
1 Wei Yong Pei (Northwest University,Xian 710069) Chen Hui Xin (Xian College of Engieering,Xian 710054);ARTIFICIAL NEURAL NETWORK AND ITS APPLICATION IN PETROLEUM EXPLORATION AND DEVELOPMENT[J];EXPLORATION OF NATURE;1998-01
2 Gao Meijuan and Tian Jingwen.Daqing Petroleum College,Anda City,Heilongjiang Province,151400,China;Prediction of thin and interbedded reservoir parameters based on radial Gauss networks.[J];Oil Geophysical Prospecting;2001-05
3 Xu Jianhua, Zhang Xuegong and Li Yanda.;Application of kernel Fisher discriminanting technique to prediction of hydrocarbon reservoir[J];Oil Geophysical Prospecting;2002-02
4 Yue Youxi, Wang Yonggang, Zhang Junhua (Earth Resources and Information Institute, University of Petroleum, Dongying 257061,China);A comprehensive effect analysis of conversion from seismic attributes to reservoir parameters[J];Geophysical Prospecting For Petrole;2002-02
5 Yao Kaifeng1,Lu Wenkai1,Ding Wenlong1,Zhang Shanwen2,Xiao Huanqin2 and Li Yanda1 (1.State Key Laboratory of Intelligent Technology and System,Department of Automation,Qinghua University;and 2.Shengli Oil Field Ltd,Sinopec).;HYDROCARBON PREDICTION METHOD BASED ON SVM FEATURE SELECTION[J];Natural Gas Industry;2004-07
6 LUO Gong-liang (Automation Research and Design Institute of Metallurgical Industry, Beijing 100071, China);From neural networks to support vector machines(A)[J];Metallurgical Industry Automation;2001-05
7 Peng Chuansheng, Chang Guozhen.;Discussion of the uncertainty on seismic constraint inversion.[J];Oil & Gas Recovery Techinology;2002-02
Chinese Journal Full-text Database 10 Hits
1 MA Bo-ling(Institute of Geological Sciences of Jiangsu Oilfield Branch,Yangzhou 225009,China);SEISMIC ATTRIBUTE ANALYSIS IN THE STUDY OF CARBONATE ROCK RESERVOIR BLOCK[J];Geology of Anhui;2007-01
2 ZHANG Peng-tao et al(Agricultural University of Hebei,Baoding,Hebei 071001);Application of the Artificial Neural Network in the Study on Agro-natural Resources[J];Journal of Anhui Agricultural Sciences;2007-27
3 Chen Wei, Hu Chang-hua, Ding Li Faculty 302, Second Artillery Engineering Institute, Xi'an 710025, China;Forecast of Error Coefficients Based on the Matrix Splitting Algorithm of Least Squares Support Vector Machine for Gyroscope[J];Control Technology of Tactical Missile;2006-01
4 WU An-xu1,JIANG Chang-sheng2,WANG Lin-ying2,LI Ping-an1 LIN Xiang-dong,LU Ya-jun,Mu Kuai-Yong(1.Earthquake Administration of Beijing Municipality,Beijing 100080,China; 2.Institute of Geophysics,China Earthquake Administration,Beijing 100081,China);CLASSIFICATION OF THE SEISMIC SERIES TYPE BASED ON THE SUPPORT VECTOR MACHINE[J];Seismological Research of Northeast China;2008-01
5 CHEN Wei,HU Chang-hua,FANG Hua-yuan(The Second Artillery Engineering Institute,Xi'an 710025,China);Penalty function and its improved algorithms for regression type support vector machine[J];Electronics Optics & Control;2005-06
6 CHEN Wei,HU Chang-hua,FANG Hua-yuan(The second Artillery Engineering Institute,Xi'an 710025,China);Gyroscopic drift forecasting based on wavelet support vector machine[J];Electronics Optics & Control;2006-02
7 FENG Linping,QI Xinzhan,SUN Shu,LIU Bingjie(Navy Submarine Academy,Shandong Qingdao 266071,China);Optimized Support Vector Machine and Its Application to Parameters Drift Prediction of Gyro[J];Journal of Projectiles,Rockets,Missiles and Guidance;2009-02
8 WANG Peng-yan ( Geoscience College, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China );Application of neural network to reservoir porosity prediction[J];Journal of Daqing Petroleum Institute;2003-02
9 LI Zhuo~1, LIU Bin~2, LIU Tie-nan~2, ZHU Xiu-hua~3, WEI Kun~4 ( 1. Geoscience College, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China; 2. Electric and Information Engineering College, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China; 3. Adult Education School, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China; 4. Physics and Mathematics School, Harbin Engineering University, Harbin, Heilongjiang 150001, China );Supportive vector machine and its application in oil fields[J];Journal of Daqing Petroleum Institute;2005-03
10 GU Fa-ming1,YIN Cheng1*,DING Feng1,SONG Liang2(1.Resources and Environment Department,SouthWest Petroleum University,Chengdu Sichuan 610500,China;2.CNOOC Research Center,Beijing 100027,China);Application of the rough set theory to seismic reservoir predication[J];Progress in Geophysics;2009-01
China Proceedings of conference Full-text Database 1 Hits
1 Tian Youwen (Shenyang Agricultural University, Shenyang 110161, China);A Method of Recognizing Grape Disease Based on Texture Feature and Support Vector Machine[A];[C];2005
Chinese Journal Full-text Database 10 Hits
1 YANG Changbao, NIE Lanshi, SUN Pengyuan(College of GeoExploration Science and Technology, Jilin University, Changchun130026,China);A STUDY OF USING IMPROVED FUZZY NEUAL NETWORK TO FORECAST RESERVOIR PRODUCTIVITY[J];Journal of Changchun University of Science and Technology;2003-01
3 XIANG Dan, SHI Ze-jin, HUANG Da-zhition, Chengdu University of Technology, Chengdu 610059, China);Gas well productivity evaluation of Upper Paleozoic reservoirs in northern Ordos Basin, China[J];Journal of Chengdu University of Technology(Science & Technology Edition);2005-01
4 Xiao Cixuan,Luo Jihong,Cai Yonxiang;Application of Neural Network in Key Wells for Reservoir Description[J];Well Logging Technology;1993-01
5 ZHANG Zuo-qing~1,HAN Ke-ning~1,YU Dai-guo~2,ZHANG Zhen-cheng_2(1.Logging Company of Huadong Petroleum Administration,Yangzhou,Jiangsu 225007,China;2.School of Geo-resources & Information,China University of Petroleum,Dongying,Shandong 257061,China);Using Support Vector Machine to Forecast Reservoir Sensitivity[J];Well Logging Technology;2005-04
6 YANG Bin~(1,2),KUANG Li-chun~3, SUN Zhong-chun~3,SHI Ze-jin~1(1.Chengdu University of Technology,Chengdu,Sichuan 610059,China;2.Postdoctorial Programme of Xinjiang Oilfield Company, Karamayi,Xinjiang 834000,China;3.Xinjiang Oilfield Company,PetroChina,Karamayi,Xinjiang 834000,China);On Support Vector Machines Method to Identify Oil & Gas Zone with Logging and Mudlog Information[J];Well Logging Technology;2005-06
7 Peng Zhenming and Han Yan jun(Exploration and Development Science Institute, ZPEB );Genetic Algorithm and Application to Residual Static Estimation[J];FAULT-BLOCK OIL & GAS FIELD;1998-01
8 YU Dai-guo, et al. (Earth Resources and Information Institute of Petroleum University,Dongying 257061, China);A New Method for Logging Lithology Identification—SVM[J];Petroleum Geology & Oilfield Development in Daqing;2005-05
9 LI Zhuo~1,LIU Bin~2,LIU Tie-nan~2(1.Goscience College,Daqing Petroleum Institute,Daqing,Heilongjiang 163318, China;2.Electronic and Information Engineering College,Daqing Petroleum Institute,Daqing,Heilongjiang 163318,China);Application of supportive vector machine to the prediction of production in oil fields[J];Journal of Daqing Petroleum Institute;2005-05
10 Yang Chingyong (Institute of Petroleum Geophysical Prospecting,CNSPC,Nanjing 210014);FULL 3D SEISMIC INTERPRETATION[J];PROGRESS IN GEOPHYSICS;1999-03
【Secondary References】
Chinese Journal Full-text Database 5 Hits
1 WANG Yong-zhi1,2), PAN Mao1), JIAO Peng-cheng3), YANG Hai-jun4), GU Qiao-yuan4), LIU Cheng-lin3) 1) School of Earth and Space Sciences, Peking University, Beijing 100871; 2) College of Instrumentation Science and Electrical Engineering, Jilin University, Key Laboratory of Earth Exploration of Ministry of Education, Changchun, Jilin 130026; 3) Institute of Mineral Resources, Chinese Academy of Geological Sciences, Beijing 100037; 4) Institute of Exploration and Development, Tarim Oil and Gas Branch Company, Korla, Xinjiang 841000;The Evaporate Rock Lithology Discrimination Model for Tarim Basin and its Implementation Process[J];Acta Geoscientica Sinica;2009-05
2 GUO Hai-feng,LI Hong-qi(Faculty of Natural Resource and Information Technology,China University of Petroleum,Beijing 102249,China;State Key Laboratory of Petroleum Resource and Prospecting(China University of Petroleum, Beijing),Beijing 102249,China) MENG Zhao-xu(Faculty of Natural Resource and Information Technology,China University of Petroleum,Beijing 102249,China;State Key Laboratory of Petroleum Resource and Prospecting (China University of Petroleum, Beijing),Beijing 102249,China;Research Institute of Petroleum Exploration and Development,Xinjiang Oilfield Company,PetroChina,Karamay 834000,Xinjiang,China)TAN Feng-qi(Faculty of Natural Resource and Information Technology,China University of Petroleum,Beijing 102249,China;State Key Laboratory of Petroleum Resource and Prospecting (China University of Petroleum, Beijing),Beijing 102249,China);Feature Selection,Genetic Algorithm and Support Vector Machine[J];Journal of Oil and Gas Technology;2008-06
3 Zhang Yinde Tong Kaijun Zheng Jun Wang Daochuan;Application of support vector machine method for identifying fluid in low-resistivity oil layers.[J];Geophysical Prospecting for Petroleum;2008-03
4 LI Hongqi1,2 GUO Haifeng1,2 GUO Haimin3 MENG Zhaoxu1,2,4 TAN Fengqi1,2 ZHANG Jun1,2(1.School of Resources and Information Technology,China University of Petroleum,Beijing 102249,China;2.State Key Laboratory of Petroleum Resource and Prospecting,China University of Petroleum,Beijing 102249,China;3.College of Geophysics and Oil Resources,Yangtze University,Jingzhou 434023,China;4.Research Institute of Petroleum Exploration and Development,PetroChina Xinjiang Oilfield Company,Karamay 834000,China);An approach of data mining for evaluation of complex formation using well logs[J];Acta Petrolei Sinica;2009-04
5 Liu Bin~1 Fu Xiaoyue~2 Liu Guoping~1 Feng Qiong~1 You Yuchun.SINOPEC Petroleum Exploration and Production Research Institute,Beijing 100083,China;.SINO PEC South Company,Chengdu ,Sichuan 610041,China;Prediction and evaluation of reservoirs in Heba area, the Northeastern Sichuan Basin[J];Oil & Gas Geology;2008-05
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Ning,SH. ; Zhang, YM.(Jianghan Petroleum Institute) (Exploration & Development Institute,ZPEB);The Method of Iateral Prediction of Reservoir in Oil Fields with Faults[J];FAULT-BLOCK OIL & GAS FIELD;1997-03
2 QIAN SHAO-XIN(Research Institute of Petroleum Exploration and Development, Beijing 100083);APPLICATION OF PATTERN RECOGNITION TECHNIQUE TO LATERAL PREDICTION OF HYDROCARBON RESERVOIR[J];Chinese Journal of Geophysics;1992-05
3 Wen Xin, Zhang Hongyue (Faculty 301, Beijing University of Aeronautics and Astronautics,Beijing,100083) Zhou Lu (Beijing Normal University,Beijing,100875);ADAPTIVE OBSERVER BASED ON RADIAL BASIS FUNCTION OF FUZZY SYSTEMS[J];ACTA AERONAUTICA ET ASTRONAUTICA SINICA;1998-05
4 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
5 Xiao Ciyuan Zhu Baiwen;A fuzzy mathematical method for predicting hydrocarbon accumulation area by comprehensively analysing multiple kinds of seismic information[J];Oil Geophysical Prospecting;1990-02
6 Cai Yudong, Gong Jiawen, Gan Junren Yao Linsheng Cat Yudong, Shanghai Metallurgical Institute (Subordinate to Chinese Academy of Sciences), No. 865 Changning Road,Shanghai City, Internal Postcode: 200050;Hydrocarbon reservoir prediction using artificial nerve network method[J];Oil Geophysical Prospecting;1993-05
7 OGP, 1998, 33(1 ): 38~53Fan Zhenxiang,(Research Institute, Bureau of Geophysical Prospecting, P. O. Box 11-3, Zhuozhou City, Hebei Province, 072750)Zheng Xianzhong;Fan Shurui and Gao Shaowu.;Reservoir parameter inversion using seismic and log data[J];OIL GEOPHYSICAL PROSPECTING;1998-01
8 Huang Handong; He Zhenhua and Liu Hongchang. (Research Institute of Geological Technique,No.1 Oil Recovery Factory,North China Oil Field, Renqiu City,Hebei Province, 062552);Target inversion of seismic data under the restrictions of logging and structural data[J];OIL GEOPHYSICAL PROSPECTING;1999-05
9 Du Shitong Wang Yonggong (Dept. of Petroleum Exploration);APPLICATION OF SEISMIC PARAMETER INTEGRATED PROCESSING IN RESERVOIR TRASVERSE PREDICTION[J];Journal of the University of Petroleum,China;1993-01
10 Cheng Yongren Pang Fumin (Research Party ofGeophysical Prospecting Department, Chongqing Oilfield);PATTERN RECOGNITION FOR LATERAL OIL/ GAS RESERVOIR PREDICTION[J];Geophysical Prospecting For Petrole;1992-04
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