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.
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页码:33 / 60
页数:28
相关论文
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[31]
Zhaobin Su, 2019, IOP Conference Series: Materials Science and Engineering, V612, DOI 10.1088/1757-899X/612/3/032078