基于矢量模型的轮式移动机器人辅助控制系统

IF 1 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY Journal of the Chinese Institute of Engineers Pub Date : 2023-05-15 DOI:10.1080/02533839.2023.2204892
Bing-Gang Jhong, Mei-Yung Chen
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引用次数: 0

摘要

提出了一种基于矢量模型的轮式移动机器人辅助控制系统。根据闭环控制结构,系统由定位和路径规划两部分组成。该定位算法是在蒙特卡罗定位的基础上改进而来的,由于采用了向量模型、重新初始化和反向收敛等多种增强机制,比传统的定位算法更有效、稳定和鲁棒。路径规划算法包括三个阶段,以获得具有运动规划的路径。首先,利用增强的a *算法规划从当前位置到目标的路径;其次,在路径上应用光滑机构,获得定向的连续性;最后,对直线速度和角速度下的光滑路径进行了基于梯形曲线速度轮廓的运动设计,得到了估计的运动时间、位置计划和速度计划。通过辅助控制系统,机器人知道自己的当前位置、运动规划到目的地的路径以及预计到达的时间。如果机器人偏离了移动计划,系统将根据当前状态重新调度。实验结果表明,该方法具有良好的性能。
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Vector model-based robot-assisted control system for a wheeled mobile robot
ABSTRACT A robot-assisted control system based on the vector model is proposed for a wheeled mobile robot. According to the closed-loop control structure, the system is constituted of two parts – localization and path planning. The localization algorithm, which is enhanced from Monte Carlo localization, is more effective, stable, and robust than the traditional algorithm because of using many strengthening mechanisms, such as using a vector model, re-initialization, and reverse convergence. The path planning algorithm includes three stages to obtain a path with a motion plan. Firstly, a path from the current position to the goal is planned by an enhanced A* algorithm. Secondly, a smooth mechanism is applied to the path to obtain the continuity of orientation. Finally, a motion design based on the trapezoidal-curve velocity profile is implemented to the smoothed path in both linear and angular velocities to obtain the estimated moving time, position schedule, and velocity schedule. With the assisted control system, the robot knows its current position, the path with motion planning to the destination and its estimated arrival time. If the robot deviates from the move plan, the system will reschedule based on the current state. The experimental results show the great performance of our proposed method.
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来源期刊
Journal of the Chinese Institute of Engineers
Journal of the Chinese Institute of Engineers 工程技术-工程:综合
CiteScore
2.30
自引率
9.10%
发文量
57
审稿时长
6.8 months
期刊介绍: Encompassing a wide range of engineering disciplines and industrial applications, JCIE includes the following topics: 1.Chemical engineering 2.Civil engineering 3.Computer engineering 4.Electrical engineering 5.Electronics 6.Mechanical engineering and fields related to the above.
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