TY - GEN
T1 - Regenerative Chatter Control with Piezoelectric Actuator for Micro-structure Surface Turning
AU - Wang, Yang
AU - Zhang, Lue
AU - Chen, Tao
AU - Sun, Lining
N1 - Publisher Copyright:
© 2019, Springer Nature Switzerland AG.
PY - 2019
Y1 - 2019
N2 - Micro-structure surface is widely used in optics and industry because of their excellent optical properties, wear resistance, adhesion and lubricity. At present, there are many methods for micro-structure surface processing, among which the ultra-precision machining is commonly used processing method. In the process of micro-structure surface manufacturing, the dynamic change of cutting depth can cause instability in the machining process, resulting in the generation of chatter, which is one of the most important factors affecting the quality of machining in the declination of surface quality and generation of noise and tool wearing. The study of regenerative chatter has become a focus in the current manufacturing industry. Ultra-precision diamond cutting by using Fast Tool Servo (FTS) structure is a widely used microstructure surface processing method. In this paper, the chatter of turning process using FTS is modeled, and the occurrence of chatter is simulated and analyzed. Then BP neural network is applied for the chatter control of the proposed FTS system, the corresponding vibration curves are obtained.
AB - Micro-structure surface is widely used in optics and industry because of their excellent optical properties, wear resistance, adhesion and lubricity. At present, there are many methods for micro-structure surface processing, among which the ultra-precision machining is commonly used processing method. In the process of micro-structure surface manufacturing, the dynamic change of cutting depth can cause instability in the machining process, resulting in the generation of chatter, which is one of the most important factors affecting the quality of machining in the declination of surface quality and generation of noise and tool wearing. The study of regenerative chatter has become a focus in the current manufacturing industry. Ultra-precision diamond cutting by using Fast Tool Servo (FTS) structure is a widely used microstructure surface processing method. In this paper, the chatter of turning process using FTS is modeled, and the occurrence of chatter is simulated and analyzed. Then BP neural network is applied for the chatter control of the proposed FTS system, the corresponding vibration curves are obtained.
KW - BP neural network
KW - Micro-structure turning
KW - Piezoelectric actuator
KW - Regenerative chatter
UR - https://www.scopus.com/pages/publications/85070632579
U2 - 10.1007/978-3-030-27532-7_23
DO - 10.1007/978-3-030-27532-7_23
M3 - 会议稿件
AN - SCOPUS:85070632579
SN - 9783030275310
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 257
EP - 265
BT - Intelligent Robotics and Applications - 12th International Conference, ICIRA 2019, Proceedings
A2 - Yu, Haibin
A2 - Liu, Jinguo
A2 - Liu, Lianqing
A2 - Liu, Yuwang
A2 - Ju, Zhaojie
A2 - Zhou, Dalin
PB - Springer Verlag
T2 - 12th International Conference on Intelligent Robotics and Applications, ICIRA 2019
Y2 - 8 August 2019 through 11 August 2019
ER -