Computational intelligence in autonomous mobile robotics-A review

L. Wang
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引用次数: 11

Abstract

In the recent decades the application of artificial evolution to autonomous mobile robots to enable them to adapt their behaviors to changes of the environments has attracted much attention. For example, the robots in next generation should be able to carry out work in unstructured dynamic human environments. As a result, an infant research field called evolutionary robotics (ER) has been quickly developed that is primarily concerned with the use of computation intelligence techniques for the automatic design of adaptive robots. The paper intends to discuss the applications of computational intelligence in the field of autonomous robotics. As an innovative and effective solution to autonomous robot controller design, it can derive adaptive robotic controllers capable of elegantly dealing with continuous changes in unstructured environments in an efficient manner. In the paper, the basic concepts regarding computational intelligence and evolutionary robotics are introduced, and then a variety of successful applications of computational intelligence in autonomous robotics along the dimension of computation intelligence adopted are surveyed and discussed. Future research in this field is also suggested. Finally, conclusions are drawn.
自主移动机器人中的计算智能研究综述
近几十年来,将人工进化应用于自主移动机器人,使其能够适应环境的变化,引起了人们的广泛关注。例如,下一代机器人应该能够在非结构化的动态人类环境中进行工作。因此,一个被称为进化机器人(ER)的新兴研究领域得到了迅速发展,该领域主要关注计算智能技术在自适应机器人自动设计中的应用。本文旨在讨论计算智能在自主机器人领域的应用。作为自主机器人控制器设计的一种创新和有效的解决方案,它可以推导出能够优雅地、高效地处理非结构化环境中连续变化的自适应机器人控制器。本文首先介绍了计算智能和进化机器人的基本概念,然后从计算智能的维度对计算智能在自主机器人中的各种成功应用进行了综述和讨论。并对未来的研究方向提出了建议。最后,得出结论。
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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