Discrete Neural Dynamics Combined With Kalman Filter for Cooperative Control of Multirobot Systems With Constraints

IF 4.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Duojicairang Ma;Jiazheng Zhang;Long Jin;Shuai Li
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引用次数: 0

Abstract

This article presents a distributed scheme for cooperative control of multirobot systems. Specifically, the scheme consists of a minimum velocity norm (MVN) strategy with temporal and physical constraints and a discrete neural dynamics solver incorporated with a Kalman filter, which ensures the least interference from lagging errors and internal/external noises during the cooperative control of multirobot systems. It is concluded that the proposed scheme is convergent and robust through theoretical analyses. Simulative results show that the multirobot system aided with the proposed scheme is able to complete the given task successfully in the presence of noise. Qualitative comparisons of the proposed scheme with other existing ones are carried out to highlight its superiority.
离散神经动力学结合卡尔曼滤波的约束多机器人系统协同控制
本文提出了一种多机器人系统协同控制的分布式方案。具体而言,该方案由具有时间约束和物理约束的最小速度范数(MVN)策略和包含卡尔曼滤波器的离散神经动力学求解器组成,以确保多机器人系统协同控制过程中滞后误差和内外噪声的干扰最小。理论分析表明,该方案具有较好的收敛性和鲁棒性。仿真结果表明,采用该方法的多机器人系统能够在存在噪声的情况下成功完成给定的任务。并将该方案与现有方案进行了定性比较,以突出其优越性。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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