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Published on: January 26, 2024
The concept of ageing in evolutionary algorithms: Discussion and inspirations for human ageing
Christos Dimopoulos1, Panagiotis Papageorgis1, George Boustras1
1European University Cyprus, 6 Diogenes street, Engomi, 1516, Nicosia, Cyprus.
Abstract:
This paper discusses the concept of ageing as this applies to the operation of Evolutionary Algorithms, and examines its relationship to the concept of ageing as this is understood for human beings. Evolutionary Algorithms constitute a family of search algorithms which base their operation on an analogy from the evolution of species in nature. The paper initially provides the necessary knowledge on the operation of Evolutionary Algorithms, focusing on the use of ageing strategies during the implementation of the evolutionary process. Background knowledge on the concept of ageing, as this is defined scientifically for biological systems, is subsequently presented. Based on this information, the paper provides a comparison between the two ageing concepts, and discusses the philosophical inspirations which can be drawn for human ageing based on the operation of Evolutionary Algorithms.
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