Study on 6-DOF active vibration-isolation system of the ultra-precision turning lathe based on GA-BP-PID control for dynamic loads

被引:6
作者
Wang, Bo [1 ]
Jiang, Zhong [2 ]
Hu, Pei-Da [1 ]
机构
[1] Tsinghua Univ, Dept Precis Instrument, Beijing 100084, Peoples R China
[2] China Acad Engn Phys, Inst Machinery Mfg Technol, Mianyang 621900, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Ultra-precision diamond turning lathe; Active vibration isolation; Six degrees of freedom; Dynamic load; Genetic algorithm-back propagation neural network-PID (GA-BP-PID) control; IDENTIFICATION;
D O I
10.1007/s40436-023-00463-z
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The vibration disturbance from an external environment affects the machining accuracy of ultra-precision machining equipment. Most active vibration-isolation systems (AVIS) have been developed based on static loads. When a vibration-isolation load changes dynamically during ultra-precision turning lathe machining, the system parameters change, and the efficiency of the active vibration-isolation system based on the traditional control strategy deteriorates. To solve this problem, this paper proposes a vibration-isolation control strategy based on a genetic algorithm-back propagation neural network-PID control (GA-BP-PID), which can automatically adjust the control parameters according to the machining conditions. Vibration-isolation simulations and experiments based on passive vibration isolation, a PID algorithm, and the GA-BP-PID algorithm under dynamic load machining conditions were conducted. The experimental results demonstrated that the active vibration-isolation control strategy designed in this study could effectively attenuate vibration disturbances in the external environment under dynamic load conditions. This design is reasonable and feasible.
引用
收藏
页码:33 / 60
页数:28
相关论文
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