采用基于 1 型和 2 型区间模糊逻辑技术的 4 臂三角并联机械手的建模、设计和控制,以实现精确应用

IF 4.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Robotics and Autonomous Systems Pub Date : 2024-02-15 DOI:10.1016/j.robot.2024.104661
Claudio Urrea, Carlos Domínguez, John Kern
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引用次数: 0

摘要

本文介绍了一种四臂德尔塔并联机器人的虚拟设计,该机器人有可能应用于食品行业,特别是快餐的自动制备。根据这种机器人的形态开发了运动学和动力学模型。然后,在模糊 PD 和模糊 PID 配置的基础上,设计并实施了针对此类机械手的前沿控制策略。考虑到类型 1 和间隔类型 2 的模糊集,使用了一些性能指标,如积分平方误差 (ISE)、积分时间绝对误差 (ITAE) 和积分时间平方误差 (ITSE),对控制技术进行性能比较。在所有分析方案中,模糊控制器都与高木-菅野-康模型相对应,在输出中使用输入的线性函数。这项工作的主要贡献之一是在 Simscape 中开发了一个详细的机器人动态模型,纳入了在分析建模过程中经常被忽略的现实方面。为确保结果更加准确,在仿真中对外部干扰的抑制进行了全面分析,并考虑了时间延迟和控制信号饱和等因素。结果表明,无论是在模型中还是在 Simscape/Simulink 实现中,针对四臂 Delta 机器人提出的设计方案都是正确的。在轨迹跟踪任务和外部干扰抑制方面,带有间隔 2 型模糊集的模糊 PID 控制器优于带有 PD 结构的模糊控制器,也优于 1 型模糊集。
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Modeling, design and control of a 4-arm delta parallel manipulator employing type-1 and interval type-2 fuzzy logic-based techniques for precision applications

This paper presents the virtual design of a four-arm Delta parallel robot for potential applications in the food industry, specifically for the automated preparation of fast foods. Kinematic and dynamic models were developed based on the morphology of this type of robot. Cutting-edge and previously unexplored control strategies for these types of manipulators are then designed and implemented based on Fuzzy PD and Fuzzy PID configurations. Several performance indicators, such as the Integral Square Error (ISE), Integral Time Absolute Error (ITAE) and Integral Time Square Error (ITSE), were used to conduct a performance comparison of the control techniques, considering type-1 and interval type-2 fuzzy sets. In all the analyzed scenarios, the fuzzy controllers correspond to the Takagi–Sugeno–Kang model using linear functions of the inputs in the outputs. Among the main contributions of this work is the development of a detailed dynamic model of the robot in Simscape, incorporating realistic aspects that are often overlooked during analytical modeling. To ensure more accurate results, the rejection of external disturbances is thoroughly analyzed in simulations, considering elements such as time delays and control signal saturations. The results demonstrate the veracity of the proposed design for a four-arm Delta robot, both in models and in the Simscape/Simulink implementation. In the trajectory tracking task and external disturbance rejection, the superiority of the Fuzzy PID controller with interval type-2 fuzzy sets over fuzzy controllers with PD structure and over type-1 fuzzy sets is evidenced.

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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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