Computational Genetic Regulatory Networks: Evolvable, Self-organizing Systems

Released on by Johannes F. Knabe
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  • Computational Genetic Regulatory Networks: Evolvable, Self-organizing Systems Book Detail

  • Author : Johannes F. Knabe
  • Release Date : 2012-08-14
  • Publisher : Springer
  • Genre : Computers
  • Pages : 122
  • ISBN 13 : 9783642302978
  • File Size : 14,14 MB
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Computational Genetic Regulatory Networks: Evolvable, Self-organizing Systems by Johannes F. Knabe PDF Summary

Book Description: Genetic Regulatory Networks (GRNs) in biological organisms are primary engines for cells to enact their engagements with environments, via incessant, continually active coupling. In differentiated multicellular organisms, tremendous complexity has arisen in the course of evolution of life on earth. Engineering and science have so far achieved no working system that can compare with this complexity, depth and scope of organization. Abstracting the dynamics of genetic regulatory control to a computational framework in which artificial GRNs in artificial simulated cells differentiate while connected in a changing topology, it is possible to apply Darwinian evolution in silico to study the capacity of such developmental/differentiated GRNs to evolve. In this volume an evolutionary GRN paradigm is investigated for its evolvability and robustness in models of biological clocks, in simple differentiated multicellularity, and in evolving artificial developing 'organisms' which grow and express an ontogeny starting from a single cell interacting with its environment, eventually including a changing local neighbourhood of other cells. These methods may help us understand the genesis, organization, adaptive plasticity, and evolvability of differentiated biological systems, and may also provide a paradigm for transferring these principles of biology's success to computational and engineering challenges at a scale not previously conceivable.

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Applications of Evolutionary Computation

Applications of Evolutionary Computation

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Evolutionary Computation (EC) techniques are e?cient, nature-inspired me- ods based on the principles of natural evolution and genetics. Due to their - ciency a