Prototype multi-agent robotic debris removal system: principles of development and experimental studies

S. Manko, V. Lokhin, D. Sekou
{"title":"Prototype multi-agent robotic debris removal system: principles of development and experimental studies","authors":"S. Manko, V. Lokhin, D. Sekou","doi":"10.32362/2500-316x-2022-10-6-28-41","DOIUrl":null,"url":null,"abstract":"Objectives. The article substantiates the relevance of the creation and the prospects of application of multi-agent robotic systems for elimination of consequences of emergency situations. The purpose of this work was to test the practical feasibility of algorithms for controlling a group of autonomous robots when performing multi-stage missions.Methods. The theses of the finite automata theory in planning actions of a multi-agent system, methods of automatic control in organizing a goal-directed movement of robots, and methods of computer vision in searching and analyzing debris geometry were used.Results. The principles of development, architecture, and composition are described for the software and algorithms of a prototype of the multi-agent robotic system created at RTU MIREA as part of integrated research for the creation of tools and methods of group control of robots. The multi-stage task of searching and removing debris in the process of eliminating the consequences of emergency situations is analyzed. A proposed algorithm for planning the actions of robotic agents determines the time sequence of the mission stages. Tasks are allocated among the performing robots according to assessments of their suitability. The autonomous functioning of robotic agents is determined by commands coming from the group control level, as well as an a priori embedded knowledge base with scenario models of appropriate actions. Compensation of local environmental uncertainties in the process of robot movement is based on a comprehensive analysis of visual and navigation information. Along with the main elements of the multi-agent system, the developed infrastructure of hardware and software for visual navigation and wireless communication is described.Conclusions. The results of the experimental studies demonstrated the efficiency of the developed approaches to the creation of intelligent technologies for group control of autonomous robots on the example of debris search and removal tasks. The feasibility of the multi-agent robotic system is demonstrated by the development and integration of a number of information management and infrastructure subsystems.","PeriodicalId":282368,"journal":{"name":"Russian Technological Journal","volume":"166 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Russian Technological Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.32362/2500-316x-2022-10-6-28-41","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Objectives. The article substantiates the relevance of the creation and the prospects of application of multi-agent robotic systems for elimination of consequences of emergency situations. The purpose of this work was to test the practical feasibility of algorithms for controlling a group of autonomous robots when performing multi-stage missions.Methods. The theses of the finite automata theory in planning actions of a multi-agent system, methods of automatic control in organizing a goal-directed movement of robots, and methods of computer vision in searching and analyzing debris geometry were used.Results. The principles of development, architecture, and composition are described for the software and algorithms of a prototype of the multi-agent robotic system created at RTU MIREA as part of integrated research for the creation of tools and methods of group control of robots. The multi-stage task of searching and removing debris in the process of eliminating the consequences of emergency situations is analyzed. A proposed algorithm for planning the actions of robotic agents determines the time sequence of the mission stages. Tasks are allocated among the performing robots according to assessments of their suitability. The autonomous functioning of robotic agents is determined by commands coming from the group control level, as well as an a priori embedded knowledge base with scenario models of appropriate actions. Compensation of local environmental uncertainties in the process of robot movement is based on a comprehensive analysis of visual and navigation information. Along with the main elements of the multi-agent system, the developed infrastructure of hardware and software for visual navigation and wireless communication is described.Conclusions. The results of the experimental studies demonstrated the efficiency of the developed approaches to the creation of intelligent technologies for group control of autonomous robots on the example of debris search and removal tasks. The feasibility of the multi-agent robotic system is demonstrated by the development and integration of a number of information management and infrastructure subsystems.
原型多智能体机器人碎片清除系统:开发原理和实验研究
目标。本文阐述了多智能体机器人系统在消除紧急情况后果方面的创建和应用前景的相关性。这项工作的目的是测试在执行多阶段任务时控制一组自主机器人的算法的实际可行性。研究了有限自动机理论在多智能体系统行动规划中的应用、机器人目标定向运动组织中的自动控制方法以及碎片几何搜索和分析中的计算机视觉方法。本文描述了RTU MIREA创建的多智能体机器人系统原型的软件和算法的开发原则、体系结构和组成,这是机器人群体控制工具和方法创建综合研究的一部分。分析了在消除突发事件后果过程中搜索和清除碎片的多阶段任务。提出了一种规划机器人代理行动的算法,确定了任务阶段的时间顺序。根据评估机器人的适合性,任务被分配给执行任务的机器人。机器人代理的自主功能取决于来自群体控制层的命令,以及具有适当行动情景模型的先验嵌入式知识库。机器人运动过程中局部环境不确定性的补偿是基于视觉和导航信息的综合分析。结合多智能体系统的主要组成部分,介绍了视觉导航和无线通信的硬件和软件基础结构。实验研究的结果证明了开发的方法在以碎片搜索和清除任务为例的自主机器人群体控制智能技术的创建方面的效率。通过对多个信息管理和基础设施子系统的开发和集成,论证了多智能体机器人系统的可行性。
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 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信