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Fuzzy logic control of a novel robotic hanger for garment inspection:Modeling, simulation and experimental implementation

机译:一种新型服装检测机器人衣架的模糊逻辑控制:建模,仿真与实验实现

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摘要

Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;Department of Electrical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;%This paper presents a novel robotic hanger system for the garment inspection of knitting production. This 3-DOF hanger consists of three groups of linkages which can freely move in the 2D plane. In order to thoroughly understand the structure and motion of the robotic hanger so as to facilitate control simulations and experiments, the mathematical dynamic model of the hanger is analyzed and derived by using the Lagrangian energy approach. Since the dynamic model is complex, coupled and nonlinear, the fuzzy tuned PID (FT-PID) algorithm is employed to establish the controller. This FT-PID controller is found to be less susceptible to the sensor noise, the variation of garment material and size. Therefore, it possesses a certain degree of robustness and adaptability. The simulation and experimental results validate the dynamic model and the effectiveness of the FT-PID control method through comparisons with the conventional PID controller.
机译:香港理工大学机械工程系,香港九龙红hom;香港理工大学电气工程系,香港九龙红Kowloon;香港理工大学机械工程系,九龙红hom ;香港;香港理工大学机械工程系,香港九龙红H;香港理工大学纺织服装研究所,香港九龙红,;香港纺织服装研究所香港九龙红hom理工大学;%本文介绍了一种新颖的机器人衣架系统,用于针织产品的服装检查。该3-DOF吊架由三组连杆组成,它们可以在2D平面中自由移动。为了透彻地了解机器人衣架的结构和运动,以便于进行控制仿真和实验,采用拉格朗日能量方法对衣架的数学动力学模型进行了分析和推导。由于动态模型是复杂的,耦合的和非线性的,因此采用模糊调谐PID(FT-PID)算法来建立控制器。发现此FT-PID控制器对传感器噪声,服装材料和尺寸的变化不太敏感。因此,它具有一定程度的鲁棒性和适应性。仿真和实验结果通过与常规PID控制器进行比较,验证了动力学模型和FT-PID控制方法的有效性。

著录项

  • 来源
    《Expert systems with applications》 |2011年第8期|p.9924-9938|共15页
  • 作者单位

    Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;

    Department of Electrical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;

    Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;

    Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;

    Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;

    Institute of Textiles and Clothing, The Hong Kong Polytechnic University, Hunghom, Kowloon, Hong Kong;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    fuzzy control; garment inspection; lagrangian method; robotic hanger;

    机译:模糊控制服装检查;拉格朗日法机器人衣架;

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