5G网络下异构机器人系统中的多机器人分布式通信

IF 10.9 1区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Wireless Communications Pub Date : 2023-04-01 DOI:10.1109/MWC.001.2200315
Zhihan Lv, Chen-Chia Cheng, Haibin Lv
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引用次数: 3

摘要

这项工作旨在为机器人通信网络的发展提供新的机遇。此外,设计了一种由数字孪生驱动的机器人操作和决策控制方法,以在虚拟环境中利用激光。将多智能体与近端策略优化(PPO)算法相结合,形成了用于机器人路径规划的multi- PPO算法。此外,还引入了一种一致性哈希算法,并将其优化为具有多个映射的多重映射加权一致性哈希(Weighted consistent Hash of Multiple Mappings, WCHMM)算法。实验结果表明,在三总线节点情况下,WCHMM算法的平均任务执行时间为8.09秒,比单总线节点和双总线节点情况下的任务执行时间分别缩短32.47%和21.38%。基于面向服务体系结构(Service Oriented Architecture, SOA)的多机器人分布式通信系统充分发挥了多机器人系统固有的各种优势。
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Multi-Robot Distributed Communication in Heterogeneous Robotic Systems on 5G Networking
This work aims at new opportunities for the development of the robot communication network. Besides, a robot operation and decision control method driven by Digital Twins (DT) is designed to utilize lasers in a virtual environment. The multi-agent is integrated with the Proximal Policy Optimization (PPO) algorithm, forming the Muti-PPO algorithm for robot path planning. In addition, a consistent hashing algorithm is introduced and optimized as a Weighted Consistent Hash of Multiple Mappings (WCHMM) algorithm with multiple mappings. The experimental results indicate that the average task execution time of the WCHMM algorithm in the case of three bus nodes is 8.09s, which is 32.47 percent and 21.38 percent lower than the task execution time in the case of a single bus node and two bus nodes, respectively. The multi-robot distributed communication system based on Service Oriented Architecture (SOA) gives full play to the various inherent advantages of the multi-robot system.
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来源期刊
IEEE Wireless Communications
IEEE Wireless Communications 工程技术-电信学
CiteScore
24.20
自引率
1.60%
发文量
183
审稿时长
6-12 weeks
期刊介绍: IEEE Wireless Communications is tailored for professionals within the communications and networking communities. It addresses technical and policy issues associated with personalized, location-independent communications across various media and protocol layers. Encompassing both wired and wireless communications, the magazine explores the intersection of computing, the mobility of individuals, communicating devices, and personalized services. Every issue of this interdisciplinary publication presents high-quality articles delving into the revolutionary technological advances in personal, location-independent communications, and computing. IEEE Wireless Communications provides an insightful platform for individuals engaged in these dynamic fields, offering in-depth coverage of significant developments in the realm of communication technology.
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