Control barrier function based visual servoing for Mobile Manipulator Systems under functional limitations

IF 4.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Robotics and Autonomous Systems Pub Date : 2024-09-19 DOI:10.1016/j.robot.2024.104813
Shahab Heshmati-Alamdari , Maryam Sharifi , George C. Karras , George K. Fourlas
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Abstract

This paper proposes a new control strategy for Mobile Manipulator Systems (MMSs) that integrates image-based visual servoing (IBVS) to address operational limitations and safety constraints. The proposed approach based on the concept of control barrier functions (CBFs), provides a solution to address various operational challenges including visibility constraints, manipulator joint limits, predefined system velocity bounds, and system dynamic uncertainties. The proposed control strategy is a two-tiered structure, wherein the first level, a CBF-IBVS controller calculates control commands, taking into account the Field of View (FoV) constraints. By leveraging null space techniques, these commands are transposed to the joint-level configuration of the MMS, while considering system operational limits. Subsequently, in the second level, a CBF velocity controller employed for the entire MMS undertakes the tracking of the commands at the joint level, ensuring compliance with the predefined system’s velocity limitations as well as the safety of the whole combined system dynamics. The proposed control strategy offers superior transient and steady-state responses and heightened resilience to disturbances and modeling uncertainties. Furthermore, due to its low computational complexity, it can be easily implemented on an onboard computing system, facilitating real-time operation. The proposed strategy’s effectiveness is illustrated via simulation outcomes, which reveal enhanced performance and system safety compared to conventional IBVS methods. The results indicate that the proposed approach is effective in addressing the challenging operational limitations and safety constraints of mobile manipulator systems, making it suitable for practical applications.
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在功能限制条件下,基于控制障碍功能的移动机械手系统视觉伺服系统
本文为移动机械手系统(MMS)提出了一种新的控制策略,该策略集成了基于图像的视觉伺服系统(IBVS),以解决操作限制和安全约束问题。所提出的方法基于控制障碍函数(CBFs)的概念,为应对各种操作挑战提供了解决方案,包括可见度限制、机械手关节限制、预定义的系统速度边界和系统动态不确定性。所提出的控制策略是一种双层结构,其中第一层是 CBF-IBVS 控制器,在考虑到视场(FoV)限制的情况下计算控制指令。通过利用无效空间技术,这些指令被转换到 MMS 的联合级配置中,同时考虑到系统运行限制。随后,在第二级中,整个 MMS 采用 CBF 速度控制器在关节级跟踪指令,确保符合预定义的系统速度限制以及整个组合系统动态的安全性。所提出的控制策略具有出色的瞬态和稳态响应,并能增强对干扰和建模不确定性的适应能力。此外,由于其计算复杂度较低,可以在机载计算系统上轻松实现,便于实时运行。仿真结果表明,与传统的 IBVS 方法相比,所提出的策略具有更高的性能和系统安全性。结果表明,所提出的方法能有效解决移动机械手系统具有挑战性的操作限制和安全约束,适合实际应用。
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来源期刊
Robotics and Autonomous Systems
Robotics and Autonomous Systems 工程技术-机器人学
CiteScore
9.00
自引率
7.00%
发文量
164
审稿时长
4.5 months
期刊介绍: Robotics and Autonomous Systems will carry articles describing fundamental developments in the field of robotics, with special emphasis on autonomous systems. An important goal of this journal is to extend the state of the art in both symbolic and sensory based robot control and learning in the context of autonomous systems. Robotics and Autonomous Systems will carry articles on the theoretical, computational and experimental aspects of autonomous systems, or modules of such systems.
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