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Proposal of eco-evolution

机译:建议生态演化

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In this study, we propose a new paradigm of evolutionary computation named "Eco-Evolution" for large- scale and complex real problems. The aim of this paradigm is to maintain the diversity of a population and to achieve convergence towards the global optimum and local optima in the evolutionary process. The idea of the paradigm is inspired from Tierra as an evolutionary ecological system that has widespread diversity. A concept of diversity in terms of applying evolutionary computation to real problems is defined. Several ideas are introduced for the implementation of this feature. They include individual lifetime and individual resource consumption based on fitness, and local crossover for clustering individuals in a population. In this study, Eco-Evolution is confirmed to have the feature of defined diversity.
机译:在这项研究中,我们提出了一个新的范例的进化计算,名为“生态演变”,以大规模和复杂的真正问题。该范式的目的是保持人口的多样性,并在进化过程中实现趋势达到全球最佳和当地最佳optima的融合。范式的想法是从Tierra作为一个具有广泛多样性的进化生态系统的启发。定义了应用进化计算到实际问题的多样性的概念。为实现此功能引入了几种想法。它们包括基于健身的个体寿命和个人资源消耗,以及用于群体中的个体的局部交叉。在这项研究中,确认生态演化具有定义多样性的特征。

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