Geophysical Log Interpretation Using Neural Network

作者: S. Pezeshk , C. V. Camp , S. Karprapu

DOI: 10.1061/(ASCE)0887-3801(1996)10:2(136)

关键词:

摘要: Timely and effective interpretation of bore hole geophysical formation well logs is vital in developing basic geological hydrological data for ground water modeling. Information on local conditions may be estimated from many types logs; however, interpretations these can subjective time-consuming. A trained neural network used effectively efficiently to complement manual log interpretation. In this paper, a developed analyze provide information the subsurface strata classifications. An analysis given development process requirements. overview presented optimization techniques, limitations, strength approach well-log

参考文章(13)
David E. Rumelhart, James L. McClelland, , Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations Computational Models of Cognition and Perception. ,(1986) , 10.7551/MITPRESS/5236.001.0001
Amr A. Oloufa, C. S. Papacostas, Reynaldo Espino, Construction Applications of Relational Data Bases in Three‐Dimensional GIS Journal of Computing in Civil Engineering. ,vol. 6, pp. 72- 84 ,(1992) , 10.1061/(ASCE)0887-3801(1992)6:1(72)
J. Ghaboussi, J. H. Garrett, X. Wu, Knowledge-Based Modeling of Material Behavior with Neural Networks Journal of Engineering Mechanics-asce. ,vol. 117, pp. 132- 153 ,(1991) , 10.1061/(ASCE)0733-9399(1991)117:1(132)
P. Hajela, L. Berke, Neurobiological computational models in structural analysis and design Computers & Structures. ,vol. 41, pp. 657- 667 ,(1991) , 10.1016/0045-7949(91)90178-O
L.F.A. Wessels, E. Barnard, Avoiding false local minima by proper initialization of connections IEEE Transactions on Neural Networks. ,vol. 3, pp. 899- 905 ,(1992) , 10.1109/72.165592
Ian Flood, Nabil Kartam, Neural Networks in Civil Engineering. I: Principles and Understanding Journal of Computing in Civil Engineering. ,vol. 8, pp. 131- 148 ,(1994) , 10.1061/(ASCE)0887-3801(1994)8:2(131)
Charles V. Camp, James E. Outlaw, Michael C. Brown, GIS‐Based Groundwater Modeling Computer-aided Civil and Infrastructure Engineering. ,vol. 9, pp. 281- 293 ,(1994) , 10.1111/J.1467-8667.1994.TB00336.X
Charles V. Camp, Michael Clay Brown, GIS procedure for developing three-dimensional subsurface profile Journal of Computing in Civil Engineering. ,vol. 7, pp. 296- 309 ,(1993) , 10.1061/(ASCE)0887-3801(1993)7:3(296)
L. Holmstrom, P. Koistinen, Using additive noise in back-propagation training IEEE Transactions on Neural Networks. ,vol. 3, pp. 24- 38 ,(1992) , 10.1109/72.105415
J. de Villiers, E. Barnard, Backpropagation neural nets with one and two hidden layers IEEE Transactions on Neural Networks. ,vol. 4, pp. 136- 141 ,(1993) , 10.1109/72.182704