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Computational Neural Networks for Geophysical Data Processing (Handbook of Geophysical Exploration: Seismic Exploration) [Hardcover]

M.M. Poulton (Editor)


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Book Description

June 27, 2001 0080439861 978-0080439860 1
This book was primarily written for an audience that has heard about neural networks or has had some experience with the algorithms, but would like to gain a deeper understanding of the fundamental material. For those that already have a solid grasp of how to create a neural network application, this work can provide a wide range of examples of nuances in network design, data set design, testing strategy, and error analysis.

Computational, rather than artificial, modifiers are used for neural networks in this book to make a distinction between networks that are implemented in hardware and those that are implemented in software. The term artificial neural network covers any implementation that is inorganic and is the most general term. Computational neural networks are only implemented in software but represent the vast majority of applications.

While this book cannot provide a blue print for every conceivable geophysics application, it does outline a basic approach that has been used successfully.

Product Details

  • Hardcover: 352 pages
  • Publisher: Pergamon; 1 edition (June 27, 2001)
  • Language: English
  • ISBN-10: 0080439861
  • ISBN-13: 978-0080439860
  • Product Dimensions: 10.8 x 6.6 x 0.7 inches
  • Shipping Weight: 1.6 pounds
  • Amazon Best Sellers Rank: #4,938,833 in Books (See Top 100 in Books)

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Inside This Book (learn more)
First Sentence:
Computational neural networks are not just the grist of science fiction writers anymore nor are they a flash in the pan that will soon fade from use. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
joint inversion step, joint lithologic inversion, nonlinear factor optimization, statistical population codes, initial impedance model, thick layer model, joint inversion scheme, acoustic impedance data, dynamite data, neural wavelets, reflectivity sequence, polarizable ground, raw seismic data, wavelet extraction, ellipticity data, seismic wavelet, convolutional model, thin layer boundaries, computational neural networks, first layer thickness, loop radii, impedance inversion, training set design, geophysical inverse problems, sounding curves
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Society of Exploration Geophysicists, Annual International Meeting, Academic Press, The Leading Edge of Exploration, International Conference, Neural Information Processing Systems, Addison Wesley, Integral Equations Method, Iterations Figure, Network Hits, Neural Ware Professional, New York, The Log Analyst, Boston University, Comprehensive Foundation, Gulf of Mexico, Learning Mom, North Sea, Practical Neural Network Recipes, Stephen Grossberg, Technical Report, Theory of Neural Computation, University of Calgary, Ward Systems Group
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This book cites 37 books:
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