利用去中心化的生物启发自组织算法开发真实系统

E. D. Nitto, Daniel J. Dubois, R. Mirandola
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引用次数: 20

摘要

当前软件工程的研究趋势集中在开发新技术,以智能和有效地处理系统的设计,这些设计能够随着时间的推移而发展,并适应其需求的快速变化。特别是,自主计算领域已经被创建来研究这些类型的系统,其最终目标是创建能够在没有任何外部干预的情况下自我配置、自我优化、自我修复和自我保护的系统。我们在本文中研究的是一套最相关的生物启发原则,可以应用于这些系统。我们讨论了如何应用它们来开发或调整自组织算法以适应真实的可进化系统,并给出了我们开发的两个应用示例。
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On exploiting decentralized bio-inspired self-organization algorithms to develop real systems
The current research trends in Software Engineering are focusing on the development of new techniques to deal intelligently and efficiently with the design of systems that are able to evolve overtime and adapt to rapid changes of their requirements. In particular, the field of Autonomic Computing has been created to study these types of systems with the ultimate aim to create systems that are able to self-configure, self-optimize, self-heal and self-protect without any external intervention. What we study in this paper is a set of the most relevant bio-inspired principles that may be applied to these systems. We discuss how to apply them to develop or adapt self-organization algorithms to real evolvable systems and we present two examples of applications that we have developed.
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A non-intrusive component-based approach for deploying unanticipated self-management behaviour The design of a self-healing composition cycle for Web services Towards an assume-guarantee theory for adaptable systems Reinforcement learning-based dynamic adaptation planning method for architecture-based self-managed software On exploiting decentralized bio-inspired self-organization algorithms to develop real systems
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