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Models of Wave Memory / by Serguey Kashchenko.
Springer Nature - Springer Mathematics and Statistics eBooks 2015 English International Available online
View online- Format:
- Book
- Author/Creator:
- Kashchenko, Serguey., Author.
- Series:
- Lecture Notes in Morphogenesis, 2195-1934
- Language:
- English
- Subjects (All):
- Neural networks (Computer science).
- Neurosciences.
- Statistical physics.
- System theory.
- Computational complexity.
- Mathematical Models of Cognitive Processes and Neural Networks.
- Applications of Nonlinear Dynamics and Chaos Theory.
- Complex Systems.
- Complexity.
- Local Subjects:
- Mathematical Models of Cognitive Processes and Neural Networks.
- Neurosciences.
- Applications of Nonlinear Dynamics and Chaos Theory.
- Complex Systems.
- Complexity.
- Physical Description:
- 1 online resource (260 p.)
- Edition:
- 1st ed. 2015.
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2015.
- Language Note:
- English
- Summary:
- This monograph examines in detail models of neural systems described by delay-differential equations. Each element of the medium (neuron) is an oscillator that generates, in standalone mode, short impulses also known as spikes. The book discusses models of synaptic interaction between neurons, which lead to complex oscillatory modes in the system. In addition, it presents a solution to the problem of choosing the parameters of interaction in order to obtain attractors with predetermined structure. These attractors are represented as images encoded in the form of autowaves (wave memory). The target audience primarily comprises researchers and experts in the field, but it will also be beneficial for graduate students.
- Contents:
- Model of single neuron
- Model of the interaction of neurons
- Model of wave propagations in the ring neural structure with chemical synapsis
- Model of self-organization of oscillations in the ring system of homogeneous neural modules
- Model of adaptation of neural ensembles
- Model of the neural system, synchronizing the wave packets
- Model of the neural system with diffusive interaction of elements
- Pseudo correlative dimension of the electroencephalogram and its volume amount of short term memory of the human
- Estimates of differences of evoked potentials.
- Notes:
- Description based upon print version of record.
- Includes bibliographical references at the end of each chapters.
- ISBN:
- 3-319-19866-1
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