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Bioinspired Intelligent Algorithm and Its Applications for Mobile Robot Control: A Survey

机译:生物启发智能算法及其在移动机器人控制中的应用研究

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摘要

Bioinspired intelligent algorithm (BIA) is a kind of intelligent computing method, which is with a more lifelike biological working mechanism than other types. BIAs have made significant progress in both understanding of the neuroscience and biological systems and applying to various fields. Mobile robot control is one of the main application fields of BIAs which has attracted more and more attention, because mobile robots can be used widely and general artificial intelligent algorithms meet a development bottleneck in this field, such as complex computing and the dependence on high-precision sensors. This paper presents a survey of recent research in BIAs, which focuses on the research in the realization of various BIAs based on different working mechanisms and the applications for mobile robot control, to help in understanding BIAs comprehensively and clearly. The survey has four primary parts: a classification of BIAs from the biomimetic mechanism, a summary of several typical BIAs from different levels, an overview of current applications of BIAs in mobile robot control, and a description of some possible future directions for research.
机译:生物启发式智能算法(BIA)是一种智能计算方法,它具有比其他类型更逼真的生物工作机制。 BIA在对神经科学和生物学系统的理解以及应用于各个领域方面都取得了重大进展。移动机器人控制是BIA的主要应用领域之一,受到越来越多的关注,因为移动机器人可以被广泛使用,并且通用的人工智能算法满足了该领域的发展瓶颈,例如复杂的计算以及对高阶算法的依赖。精密传感器。本文对BIA的最新研究进行了概述,其重点是基于不同的工作机制和移动机器人控制应用的各种BIA的实现研究,以帮助全面而清晰地理解BIA。这项调查包括四个主要部分:根据仿生机理对BIA进行分类,对不同级别的几种典型BIA进行总结,对BIA在移动机器人控制中的当前应用进行概述以及对未来可能的研究方向进行描述。

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