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Geophysical Applications of Artificial Neural Networks and Fuzzy Logic (Modern Approaches in Geophysics) Book

Geophysical Applications of Artificial Neural Networks and Fuzzy Logic (Modern Approaches in Geophysics)
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  • Geophysical Applications of Artificial Neural Networks and Fuzzy Logic (Modern Approaches in Geophysics)
  • Written by author W. Sandham
  • Published by Springer Netherlands, November 2003
  • This book/CD-ROM describes geophysical applications of artificial neural networks and fuzzy logic, in areas such as seismology, mineral exploration, subterranean nuclear explosions, and electromagnetic exploration. A two-part bibliography lists introducto
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Authors

List of Contributors
Preface
Special Preface
1A Review of Automated First-Break Picking and Seismic Trace Editing Techniques1
2Automated Picking of Seismic First-Arrivals with Neural Networks13
3Automated 3-D Horizon Tracking and Seismic Classification Using Artificial Neural Networks31
4Seismic Horizon Picking Using a Hopfield Network45
5Refinement of Deconvolution by Neural Networks57
6Identification and Suppression of Multiple Reflections in Marine Seismic Data with Neural Networks71
7Application of Artificial Neural Networks to Seismic Waveform Inversion89
8Seismic Principal Components Analysis Using Neural Networks103
9Fuzzy Classification for Lithology Determination from Well Logs125
10Reservoir Property Estimating Using the Seismic Waveform and Feedforward Neural Networks143
11An Information Integrated Approach for Reservoir Characterisation157
12An Artificial Neural Network Method for Mineral Prospectivity Mapping: A Comparison with Fuzzy Logic and Bayesian Probability Methods179
13Oil Reservoir Porosity Prediction Using a Neural Network Ensemble Approach197
14Interpretation of Shallow Stratigraphic Facies Using a Self-Organizing Neural Network215
15Neural Network Inversion of EM39 Induction Log Data231
16Interpretation of Airborne Electromagnetic Data with Neural Networks253
17Integrated Processing and Imaging of Exploration Data: An Application of Fuzzy Logic269
18Application of Multilayer Perceptrons to Earthquake Seismic Analysis287
Bibliography307


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