Dynamic sensor-based control of robots with visual feedback

L. Weiss, A. Sanderson, C. Neuman
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引用次数: 895

Abstract

Sensor-based robot control may be viewed as a hierarchical structure with multiple observers. Actuator, feature-based, and recognition observers provide the basis for multilevel feedback control at the actuator, sensor, and world coordinate frame levels, respectively. The analysis and design of feature-based control strategies to achieve consistent dynamic performance is addressed. For vision sensors, such an image-based visual servo control is shown to provide stable and consistent dynamic control within local regimes of the recognition observer. Simulation studies of two- and three-degree-of-freedom systems show the application of an adaptive control algorithm to overcome unknown and nonlinear relations in the feature to world space mapping.
基于视觉反馈的机器人动态传感器控制
基于传感器的机器人控制可以看作是具有多个观测器的分层结构。致动器、基于特征的观测器和识别观测器分别在致动器、传感器和世界坐标帧级别为多级反馈控制提供了基础。对基于特征的控制策略进行了分析和设计,以达到一致的动态性能。对于视觉传感器,这种基于图像的视觉伺服控制被证明在识别观测器的局部区域内提供稳定和一致的动态控制。二自由度和三自由度系统的仿真研究表明,自适应控制算法可以克服特征对世界空间映射的未知和非线性关系。
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