Bio-Inspired Networking /
Bio-inspired techniques are based on principles, or models, of biological systems. In general, natural systems present remarkable capabilities of resilience and adaptability. In this book, we explore how bio-inspired methods can solve different problems linked to computer networks.
Clasificación: | Libro Electrónico |
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Autor principal: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
London : Kidlington, Oxford :
ISTE Press Ltd. ; Elsevier Ltd.,
2015.
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Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Machine generated contents note: ch. 1 Evolution and Evolutionary Algorithms
- 1.1. Brief introduction to evolution
- 1.2. Mechanisms of evolution
- 1.2.1. DNA code
- 1.2.2. Mutation
- 1.2.3. Sexual reproduction and recombination
- 1.2.4. Natural selection
- 1.2.5. Genetic drift
- 1.3. Artificial evolution
- 1.3.1. The basic process
- 1.3.2. Limitations
- 1.4. Applications on networks
- 1.4.1.Network positioning
- 1.4.2. Routing
- 1.4.3. Other works
- 1.5. Further reading
- 1.6. Bibliography
- ch. 2 Chemical Computing
- 2.1. Artificial chemistry
- 2.2. Applications on networks
- 2.2.1. Data dissemination
- 2.2.2. Routing
- 2.3. Further reading
- 2.4. Bibliography
- ch. 3 Nervous System
- 3.1. Nervous system hierarchy
- 3.1.1. Central nervous system
- 3.1.2. Peripheral nervous system
- 3.2. The neuron
- 3.3. The neocortex
- 3.4. Speed and capacity
- 3.5. Artificial neural networks
- 3.5.1. The perceptron
- 3.5.2. Interconnecting perceptrons
- 3.5.3. Learning process.
- Note continued: 3.5.4. The backpropagation algorithm
- 3.6. Applications on networks
- 3.6.1. ANN in intrusion detection systems
- 3.6.2. Fault detection
- 3.6.3. Routing
- 3.7. Further reading
- 3.8. Bibliography
- ch. 4 Swarm Intelligence (SI)
- 4.1. Ant colony optimization
- 4.2. Applications on networks
- 4.2.1. Ants colony on routing
- 4.2.2. Ants colony on intrusion detection
- 4.3. Particle swarm optimization
- 4.4. Applications on networks
- 4.4.1. Particle swarm on node positioning
- 4.4.2. Particle swarm on intrusion detection
- 4.5. Further reading
- 4.6. Bibliography.