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Software Self-Adaptability by Means of Artificial Evolution

机译:通过人工进化实现软件自适应

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摘要

Contemporary distributed software systems are reaching extremely high complexity levels which exceeds complexities of known engineering problems to date. Especially open heterogeneous multi-agent systems which may potentially be spread all around the globe, interacting with different changing web-services and web-technologies are exposed to demanding, dynamic and highly unpredictable environments. Traditional control-based handling of adaptability may not be suitable anymore, therefore there is a tendency for exploring different adaptability models inspired by natural/biological phenomena. In this article we review overall design of an adaptive software system based on a simple model of artificial evolution. We propose a new paradigm for handling complexity in dynamic environments based on a theory of self-producing self-adaptive software systems. We have substantial evidence to believe that a bottom-up approach based on self-production and self-maintenance may help to build more robust and more flexible self-adapting software systems. This paper introduces the new framework, provides analysis of some results, implications and future research directions toward a complete and self-contained theory of evolvable and self-adaptable software systems.
机译:当代的分布式软件系统正达到极高的复杂性水平,超过了迄今为止已知的工程问题的复杂性。特别是开放的异构多代理系统,可能会遍及全球,与变化的Web服务和Web技术进行交互,这暴露于苛刻的,动态的和高度不可预测的环境中。传统的基于控制的适应性处理可能不再适用,因此,存在一种探索受自然/生物现象启发的不同适应性模型的趋势。在本文中,我们回顾了基于简单人工进化模型的自适应软件系统的总体设计。我们提出了一种基于自我产生的自适应软件系统的理论来处理动态环境中的复杂性的新范例。我们有大量证据认为,基于自我生产和自我维护的自下而上的方法可能有助于构建更强大,更灵活的自适应软件系统。本文介绍了新的框架,提供了对可扩展,可自适应软件系统的完整且自包含的理论的一些成果,意义和未来研究方向的分析。

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