IEEE Transactions on Evolutionary Computation · 1997 · 213 citations · 47 references
Life SciencesDevelopmental BiologyEvolutionary BiologyEpigeneticsEvolutionary Developmental BiologyEvolutionary TheoryDevelopmental EpigeneticsEvolutionDevelopmental ArchitectureEpigenetic EvolutionOntogenetic DevelopmentOntogenetic Trajectories
If one considers life on Earth since its very beginning, three levels of organization can be distinguished: the phylogenetic level concerns the temporal evolution of the genetic programs within individuals and species, the ontogenetic level concerns the developmental process of a single multicellular organism, and the epigenetic level concerns the learning processes during an individual organism's lifetime. In analogy to nature, the space of bio-inspired hardware systems can be partitioned along these three axes-phylogeny, ontogeny and epigenesis (POE)-giving rise to the POE model. This paper is an exposition and examination of bio-inspired systems within the POE framework, with our goals being: (1) to present an overview of current-day research, (2) to demonstrate that the POE model can be used to classify bio-inspired systems, and (3) to identify possible directions for future research, derived from a POE outlook. We discuss each of the three axes separately, considering the systems created to date and plotting directions for continued progress along the axis in question.
47
Genetic algorithms in search, optimization, and machine learning
Choice Reviews Online · 1989 · 49.3K citations
Introduction to automata theory, languages, and computation
Computer Languages · 1980 · 6.9K citations
Theory of Self-Reproducing Automata
Jacob T. Schwartz, John von Neumann, Arthur W. Burks · Mathematics of Computation · 1967 · 5.5K citations
Statistical mechanics of cellular automata
Stephen Wolfram · Reviews of Modern Physics · 1983 · 3.1K citations