Observer-based model-free controller for the perturbations estimation and attenuation in robotic plants

IF 4.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
José de Jesús Rubio, Mario Alberto Hernandez, Eduardo Orozco, Daniel Andres Cordova, Alejandro Zacarias, Jaime Pacheco
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引用次数: 0

Abstract

The model-free controller is a powerful method because it does not require the knowledge of the robotic plant dynamic equation. Since most of the model-free controllers consider variants of the adaptive or reinforcement learning, one observer-based model-free controller could be a different alternative of interest in the researching community. In this study, an observer-based model-free controller is suggested for the perturbations estimation and attenuation in robotic plants, it contains the model-free observer and the model-free controller. The model-free observer based on the high gain method uses the bounds of the perturbations. The model-free controller based on the sliding mode method uses the bounds of the perturbations and gravity terms. The observer-based model-free controller is applied for the perturbations estimation and attenuation in a cylindrical robotic plant, and a scalar robotic plant.

Abstract Image

基于观测器的无模型控制器,用于机器人工厂的扰动估计和衰减
无模型控制器是一种功能强大的方法,因为它不需要了解机器人工厂的动态方程。由于大多数无模型控制器都考虑了自适应或强化学习的变体,因此基于观测器的无模型控制器可能是研究界感兴趣的另一种选择。本研究提出了一种基于观测器的无模型控制器,它包含无模型观测器和无模型控制器,用于机器人植物的扰动估计和衰减。基于高增益方法的无模型观测器使用扰动的边界。基于滑动模式方法的无模型控制器使用扰动和重力项的边界。基于观测器的无模型控制器适用于圆柱形机器人工厂和标量机器人工厂的扰动估计和衰减。
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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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