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重磁反演的拟人工神经网络BP算法及其应用 被引量:8

GRAVITY AND MAGNETIC INVERSION BY USING ARTIFICIAL NEURAL NETWORKS AND ITS APPLICATION IN SOUTHERN HUNAN
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摘要 将神经网络反推算法(BP算法)引入重、磁场反演,建立了基于神经网络原理描述反演过程的模型,并在通用数字计算机上实现了一种拟BP算法,实践表明,拟BP算法作重磁资料反演,具有快速,大维数,容错能力强和便于充分利用已知信息等特点,用BP算法对湘南地区作重磁参数反演,给出了本区的磁性,密度三维分布特征,进而对本区地壳结构和地质构造得出了新的认识,取得较好效果,神经网络算法的引入,可能带来地球物理场反演方法的革新。 The Back Propagation algorithm(BP algorithm)of artificial neural networks was intro-duced in the inversion of gravity and magnetic data,and at the same time the models of inver-sion process based on the principle of BP algorithm was established.We design an inversionprogram which can be executed on the Neumann computer,and by using a fast forward calcu-lating method in this program,the inversion speed is much quicker than traditional method.As a result,using this inversion algorithm the interpretation of gravity and magnetic data canbe done more precisely,more quickly and more flexibly.We used the proposed method insouthern Hunan area,and the 3-D physical properties (densities and magnetizabilities)distri-butions in this area were calculated from the 1 :200000 gravity and magnetic data,The map-ping depth is 10 km,3-Dunits size is 4 km×2 km×0.1 km。1200 observation station datawere fitted,whose fitting accuracy is 8.0× 10^(-6)m/s^2 for gravity and 3.5nT for magnetic.With the geology interpretation of the 3-D gravity and magnetic inversion,the Predevonian u-plifts and concealed rock bodies were successfully delineated,different types granites were i-dentified,and a new rock zone with west-east trend was confirmed in 1992.
出处 《中南矿冶学院学报》 CSCD 1994年第3期288-293,共6页
基金 中国有色金属工业总公司重点科研基金
关键词 神经网络 BP算法 地磁学 artificial neural networks;BP algorithm;inversion;gravity and magnetic field
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