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Oscillatory Neural Networks - In Problems of Parallel Information Processing (Hardcover)
Loot Price: R4,969
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Oscillatory Neural Networks - In Problems of Parallel Information Processing (Hardcover)
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Understanding of the human brain functioning currently represents a
challenging problem. In contrast to usual serial computers and
complicated hierarchically organized artificial man-made systems,
decentralized, parallel and distributed information processing
principles are inherent to the brain. Besides adaptation and
learning, which play a crucial role in brain functioning,
oscillatory neural activity, synchronization and resonance
accompany the brain work. Neural-like oscillatory network models,
designed by the authors for image processing, allow to elucidate
the capabilities of dynamical, synchronization-based types of image
processing, presumably exploited by the brain. The oscillatory
network models, studied by means of computer modeling and
qualitative analysis, are presented and discussed in the book. Some
other problems of parallel distributed information processing are
also considered, such as a recall process from network memory for
large-scale recurrent associative memory neural networks,
performance of oscillatory networks of associative memory,
dynamical oscillatory network methods of image processing with
synchronization-based performance, optical parallel information
processing based on the nonlinear optical phenomenon of photon
echo, and modeling random electric fields of quasi-monochromatic
polarized light beams using systems of superposed stochastic
oscillators. This makes the book highly interesting to researchers
dealing with various aspects of parallel information processing.
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