基于数字孪生的工业机器人分数阶PID最优控制解析设计

Xuan Liu, Ying Luo
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引用次数: 3

摘要

提出了一种基于数字孪生的工业机器人分数阶PID分析设计框架。通过对永磁同步电机转速控制的仿真,验证了数字孪生实时优化框架的有效性。本文实现的数字孪生框架包括三个部分:多领域建模、行为匹配和控制优化。首先,对物理系统进行建模,实现机器人的全方位监控和单轴电机的运动学仿真。在行为匹配步骤中可以得到与真实物理系统相似的模型,这有利于下一步的控制器参数优化。然后提出了五参数分数阶PID控制器的解析设计方法,通过行为匹配后的精确模型对参数进行优化,使控制系统能够满足给定的频域规范和要求的跟踪性能。仿真结果表明,分数阶PID控制器对回路增益变化具有较强的鲁棒性。在上升时间、超调时间、调节时间等时域性能指标上,分数阶PID控制器的性能优于整数阶PID控制器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analytical Design of Optimal Fractional Order PID Control for Industrial Robot based on Digital Twin
This paper proposes a fractional order PID analytical design framework for industrial robot based on digital twin. The effectiveness of the digital twin real-time optimization framework is verified by the simulation of PMSM motor speed control. The digital twin framework implemented in this paper consists of three following parts: multi-domain modeling, behavioral matching and control optimization. Firstly, the physical system is modeled to realize the omni-directional monitoring of robot and the kinematic simulation of single-axis motor. A model similar to the real physical system can be obtained in the step of behavioral matching, which is conducive to the next step of controller parameter optimization. The analytical design method of the five-parameter fractional order PID controller is then presented to optimize the parameters based on the accurate model after behavioral matching, so that the control system can meet the given frequency domain specifications and the required tracking performance. The simulation results show that the fractional order PID controller is robust to loop gain changes. In terms of time domain performance specifications like rise time, overshoot, and adjustment time, fractional order PID controller performs better than integer order PID controller.
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