The increasing complexity and unpredictability of many ICT scenarios let us envision that future systems will have to dynamically learn how to act and adapt to face evolving situations with little or no a priori knowledge, both at the level of individual components and at the collective level. In other words, such systems should become able to autonomously develop models of themselves and of their environment. Autonomous development includes: learning models of own capabilities; learning how to act purposefully towards the achievement of specific goals; and learning how to act collectively, i.e., accounting for the presence of others. In this paper, we introduce the vision of autonomous development in ICT systems, by framing its key concepts and by illustrating suitable application domains. Then, we overview the many research areas that are contributing or can potentially contribute to the realization of the vision, and identify some key research challenges.
翻译:许多信通技术设想方案日益复杂和不可预测,让我们设想,未来的系统必须积极学习如何采取行动和适应在个别组成部分一级和集体一级几乎或完全没有先验性知识的不断变化的局势,换句话说,这些系统应能够自主地发展自己和环境的模式。自主发展包括:学习自身能力的模型;学习如何有目的地采取行动以实现具体目标;学习如何集体行动,即考虑其他目标的存在。在本文件中,我们提出信通技术系统自主发展的愿景,阐述其关键概念和说明适当的应用领域。然后,我们概述许多正在或可能有助于实现愿景的研究领域,并找出一些关键的研究挑战。