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基于模糊神经元PID算法的注塑机注射速度控制算法研究

Injection speed control of injection molding machine based on fuzzy neuron PID algorithm

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【作者】 赵一鸣王壮戚嘉辉胡燕海

【Author】 ZHAO Yiming;WANG Zhuang;QI Jiahui;HU Yanhai;Faculty of Mechanical Engineering & Mechanics, Ningbo University;

【通讯作者】 胡燕海;

【机构】 宁波大学机械工程与力学学院

【摘要】 基于一款市场较为畅销的注塑机,设计出一种能精确控制注射速度的模糊神经元PID控制器.首先,设计出具有自学能力的神经元PID控制器,利用模糊算法对其进行优化;其次,在原有注射速度线性数学模型的基础上,构建注塑机注射速度的非线性模型;最后,利用MATLAB在所建数学模型的基础上对模糊神经元PID控制器进行仿真实验.实验结果表明,所设计控制器具有响应迅速、无超调量、控制精度高、控制稳定等优点.

【Abstract】 Based on a best-selling injection molding machine, a fuzzy neural PID controller that can accurately control the injection speed is designed. Firstly, a neuron PID controller with self-learning ability is designed and optimized by fuzzy algorithm; secondly, a nonlinear model of injection speed of injection molding machine based on the original linear mathematical model of injection speed is established; finally, simulation experiments on the proposed fuzzy neuron PID controller using MATLAB is carried out based on the established mathematical model. The experimental results show that the designed controller has the advantages of rapid response, no overshoot, high accuracy, and high stability.

【基金】 国家自然科学基金(51705263);宁波市重大科技专项(2017C110030)
  • 【文献出处】 宁波大学学报(理工版) ,Journal of Ningbo University(Natural Science & Engineering Edition) , 编辑部邮箱 ,2021年03期
  • 【分类号】TP273.4;TQ320.52
  • 【被引频次】3
  • 【下载频次】249
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