An Approach to Combine Artificial Immune Systems and Neural Networks - Stefan Schadwinkel
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Computational Intelligence aims at creating problem-solving strategies which areinspired by biological systems. From this approach emerged artificial neural networks, genetic algorithms and recently artificial immune systems. Comparing artificial immune systems and genetic algorithms, close computational similarities can be found. Furthermore, research showed the biological nervous and endocrine systems to be so intertwined that science now speaks of one single system, the neuroendocrine system. From this perspective, the question emerges whether the interrelations between the nervous,…mehr

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Produktbeschreibung
Computational Intelligence aims at creating problem-solving strategies which areinspired by biological systems. From this approach emerged artificial neural networks, genetic algorithms and recently artificial immune systems. Comparing artificial immune systems and genetic algorithms, close computational similarities can be found. Furthermore, research showed the biological nervous and endocrine systems to be so intertwined that science now speaks of one single system, the neuroendocrine system. From this perspective, the question emerges whether the interrelations between the nervous, endocrine and immune system can yield new or more general computational systems that can be used for problem-solving as well.In the present work, an approach to combine artificial neural networks and artificialimmune systems is introduced together with a biological foundation of thecomputational processes shared by both paradigms. On that basis, an artificialimmune system that rests upon the self-organizing map is implemented anddemonstrated by simulations.
Autorenporträt
Stefan Schadwinkel§Stefan Schadwinkel, Dipl.-Inf.: Study of Computer Science with Psychology and in depth study of Artificial Intelligence at the Chemnitz University of Technology.