基于行为树的全向移动机器人新型控制架构

IF 2.9 Q2 ROBOTICS Robotics Pub Date : 2023-12-16 DOI:10.3390/robotics12060170
Rodrigo Bernardo, João M. C. Sousa, M. Botto, Paulo J. S. Gonçalves
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引用次数: 0

摘要

机器人系统越来越多地出现在动态环境中。本文提出了一种分层控制结构,其中行为树(BT)用于提高全向移动机器人的灵活性和适应性,以实现点稳定。要想在动态环境中实施稳健有效的机器人解决方案,灵活性和适应性在感知-计划-行动环路的每个层级都至关重要。所提出的 BT 结合了高层决策和连续执行监控,同时应用非线性模型预测控制(NMPC)来实现全向移动机器人的点稳定。所提出的控制架构可以引导移动机器人在工作区内任意配置,同时满足状态约束(如避障)和输入约束(如电机限制)。通过一组真实的模拟场景和真实环境中的实验,验证了控制器的有效性。在真实环境中,一个工业全向移动机器人在工作区内执行了一项带避障的点稳定任务。
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A Novel Control Architecture Based on Behavior Trees for an Omni-Directional Mobile Robot
Robotic systems are increasingly present in dynamic environments. This paper proposes a hierarchical control structure wherein a behavior tree (BT) is used to improve the flexibility and adaptability of an omni-directional mobile robot for point stabilization. Flexibility and adaptability are crucial at each level of the sense–plan–act loop to implement robust and effective robotic solutions in dynamic environments. The proposed BT combines high-level decision making and continuous execution monitoring while applying non-linear model predictive control (NMPC) for the point stabilization of an omni-directional mobile robot. The proposed control architecture can guide the mobile robot to any configuration within the workspace while satisfying state constraints (e.g., obstacle avoidance) and input constraints (e.g., motor limits). The effectiveness of the controller was validated through a set of realistic simulation scenarios and experiments in a real environment, where an industrial omni-directional mobile robot performed a point stabilization task with obstacle avoidance in a workspace.
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来源期刊
Robotics
Robotics Mathematics-Control and Optimization
CiteScore
6.70
自引率
8.10%
发文量
114
审稿时长
11 weeks
期刊介绍: Robotics publishes original papers, technical reports, case studies, review papers and tutorials in all the aspects of robotics. Special Issues devoted to important topics in advanced robotics will be published from time to time. It particularly welcomes those emerging methodologies and techniques which bridge theoretical studies and applications and have significant potential for real-world applications. It provides a forum for information exchange between professionals, academicians and engineers who are working in the area of robotics, helping them to disseminate research findings and to learn from each other’s work. Suitable topics include, but are not limited to: -intelligent robotics, mechatronics, and biomimetics -novel and biologically-inspired robotics -modelling, identification and control of robotic systems -biomedical, rehabilitation and surgical robotics -exoskeletons, prosthetics and artificial organs -AI, neural networks and fuzzy logic in robotics -multimodality human-machine interaction -wireless sensor networks for robot navigation -multi-sensor data fusion and SLAM
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