Multi-agent paradigms and connectionist models of associated architectures in robotics

A. Radhakrishnan, L. Tsoukalas
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Abstract

The objective of the paper is to describe some of the concepts that have emerged over the last few years in the study of colonies of interacting robots. Specifically, the multi-agent paradigm is explained and its application to such systems is considered. The concept of cooperation is explored and a holistic definition is introduced. The tropism based cognitive architecture and a behavior-based architecture and associated learning methodologies are described. An attempt is made to describe the possible use of a connectionist structure utilizing a Kohonen network to model the learning and decision making in these architectures. A rule to model 'forgetting' is also suggested.
机器人学中相关体系结构的多智能体范式和连接主义模型
本文的目的是描述过去几年在相互作用的机器人群体研究中出现的一些概念。具体来说,解释了多智能体范式,并考虑了其在此类系统中的应用。探讨了合作的概念,并引入了一个整体的定义。描述了基于取向的认知体系结构和基于行为的体系结构以及相关的学习方法。本文试图描述利用Kohonen网络对这些体系结构中的学习和决策建模的连接主义结构的可能用途。还提出了一个“遗忘”建模规则。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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