Hybrid Hierarchical Statistical Control of Robotic Manipulators

Steve Lash, F. Saleheen, Chang-Hee Won
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Abstract

Here we present a hybrid hierarchical statistical control approach for the control of robotic manipulators. The bimodal dynamic imaging system considered in this paper utilizes two robotic manipulators to move the source and detector imaging modules. As this system contains both continuous and discrete dynamics, hybrid system control techniques are applied. The robotic arms used in this research are comprised of compliant joints, which have been shown to introduce process noise into the system. To address this, a full-state feedback statistical controller is developed to minimize joint angle variations for the system. The statistical controllers for the two robot arms are then coordinated using a hierarchical controller. Finally, the feasibility of the hybrid hierarchical statistical controller is demonstrated with numerical simulations.
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机械臂混合层次统计控制
本文提出了一种混合层次统计控制方法来控制机械臂。本文研究的双峰动态成像系统利用两个机械臂来移动源和探测器成像模块。由于该系统同时包含连续动力学和离散动力学,因此采用了混合系统控制技术。本研究中使用的机械臂由柔性关节组成,已被证明会将过程噪声引入系统。为了解决这个问题,开发了一种全状态反馈统计控制器来最小化系统的关节角变化。然后使用分层控制器协调两个机械臂的统计控制器。最后,通过数值仿真验证了混合层次统计控制器的可行性。
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