Fuzzy logic control of an autonomous mobile robot

Sawsan Abdel-Latif El-Teleity, Zaky B. Nossair, H. Mansour, Adly TagElDein
{"title":"Fuzzy logic control of an autonomous mobile robot","authors":"Sawsan Abdel-Latif El-Teleity, Zaky B. Nossair, H. Mansour, Adly TagElDein","doi":"10.1109/MMAR.2011.6031342","DOIUrl":null,"url":null,"abstract":"Navigation of autonomous mobile robots in unpredictable and dynamic environments is restricted by uncertainty, complexity, and unreliability issues of robots and their environments. In this context a navigation system for an autonomous mobile robot using intelligent fuzzy logic technique will be presented. Fuzzy logic control is able to emulate human experience about how best to control a system without needing accurate model equations, and can handle any perturbation in the system. A hierarchical behavior based control strategy has been devised in which four different reactive behaviors are combined by means of a fuzzy supervisor. For testing and validation, many simulations have been proposed which focus on: moving towards static or movable goal; escaping from local minima whenever it's detected; and traversing a cluttered environment with unknown static and dynamic obstacles.","PeriodicalId":440376,"journal":{"name":"2011 16th International Conference on Methods & Models in Automation & Robotics","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"24","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 16th International Conference on Methods & Models in Automation & Robotics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MMAR.2011.6031342","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 24

Abstract

Navigation of autonomous mobile robots in unpredictable and dynamic environments is restricted by uncertainty, complexity, and unreliability issues of robots and their environments. In this context a navigation system for an autonomous mobile robot using intelligent fuzzy logic technique will be presented. Fuzzy logic control is able to emulate human experience about how best to control a system without needing accurate model equations, and can handle any perturbation in the system. A hierarchical behavior based control strategy has been devised in which four different reactive behaviors are combined by means of a fuzzy supervisor. For testing and validation, many simulations have been proposed which focus on: moving towards static or movable goal; escaping from local minima whenever it's detected; and traversing a cluttered environment with unknown static and dynamic obstacles.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
自主移动机器人的模糊逻辑控制
自主移动机器人在不可预测和动态环境中的导航受到机器人及其环境的不确定性、复杂性和不可靠性问题的制约。在此背景下,本文提出了一种基于智能模糊逻辑技术的自主移动机器人导航系统。模糊逻辑控制能够在不需要精确模型方程的情况下模拟人类如何最好地控制系统的经验,并且可以处理系统中的任何扰动。设计了一种基于层次行为的控制策略,通过模糊监督器将四种不同的反应行为组合在一起。为了测试和验证,提出了许多模拟,其重点是:向静态或可移动目标移动;无论何时检测到,都会从局部最小值中逃脱;穿越一个充满未知的静态和动态障碍的混乱环境。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Optimal control via initial conditions of a time delay hyperbolic system Fast and robust biped walking involving arm swing and control of inertia based on Neural network with harmony search optimizer New method of fractional order integrator analog modeling for orders 0.5 and 0.25 A methodology of estimating hybrid black-box - prior knowledge models of an industrial processes An unscented Kalman filter approach to designing GMDH neural networks: Application to the tunnel furnace
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1