This paper reviews various Evolutionary Approaches applied to the domain of Evolutionary Robotics with the intention of resolving difficult problems in the areas of robotic design and control. Evolutionary Robotics is a fast-growing field that has attracted substantial research attention in recent years. The paper thus collates recent findings along with some anticipated applications. The reviewed literature is organized systematically to give a categorical overview of recent developments and is presented in tabulated form for quick reference. We discuss the outstanding potentialities and challenges that exist in robotics from an ER perspective, with the belief that these will be have the capacity to be addressed in the near future via the application of evolutionary approaches. The primary objective of this study is to explore the applicability of Evolutionary Approaches in robotic application development. We believe that this study will enable the researchers to utilize Evolutionary Approaches to solve complex outstanding problems in robotics.
翻译:本文件回顾了对进化机器人领域应用的各种进化方法,目的是解决机器人设计和控制领域的难题。进化机器人是一个快速增长的领域,近年来引起了大量的研究关注。该文件将最近的调查结果与一些预期应用进行整理。所审查的文献有条不紊地组织起来,以明确概述最近的发展情况,并以表格形式提交快速参考。我们从ER的角度讨论了机器人中存在的突出潜力和挑战,相信这些潜力和挑战将有能力在不远的将来通过采用进化方法加以解决。本研究的主要目标是探讨进化方法在机器人应用开发中的可适用性。我们认为,这项研究将使研究人员能够利用进化方法解决机器人中复杂的未决问题。