Application of improved artificial bee colony algorithm on chatter suppression in three-dimensional elliptical vibration cutting

被引:0
|
作者
Lu M.-M. [1 ]
Chen J.-Z. [1 ]
Zhou J.-K. [1 ]
Lin J.-Q. [1 ]
Gu Y. [1 ]
机构
[1] School of Mechatronic Engineering, Changchun University of Technology, Changchun
关键词
Artificial Bee Colony(ABC) algorithm; Chatter; Parameter optimization; Three-dimensional elliptical vibration cutting;
D O I
10.3788/OPE.20192704.0879
中图分类号
学科分类号
摘要
Aiming at the problem that the chatter of the Three-Dimensional Elliptical Vibration Cutting (3D-EVC) will reduce the quality of optical components. Therefore, the chatter phenomenon in 3D-EVC process need be suppressed. The chatter problem can be regarded as an optimization problem of cutting parameters. In other words, an intelligent optimization algorithm must be used to obtain the optimal cutting parameters to meet the requirements of the chatter suppression parameters. Therefore, a Particle-Artificial Bee Colony (PABC) algorithm is proposed to optimize the cutting parameters of 3D-EVC to suppress the chatter phenomenon. In addition, a bee evolutionary strategy is combined with the "cognition" and "social" operator movements in the particle swarm optimization algorithm. Furthermore, introducing the inertial weight can improve the search ability and convergence performance of the global optimal solution. A mathematical model of the vibration amplitude in the tool tip point is established, and the cutting depth, feed rate, and spindle speed are utilized for the 3D-EVC process. Finally, parameter optimization is implemented by the proposed method. Experimental results show that the vibration amplitude of the tool tip point decreased significantly, whereas the surface roughness of the workpiece was reduced by 70% after the PABC parameters were optimized. These results prove that the proposed method is effective at suppressing chatter in the 3D-EVC process. © 2019, Science Press. All right reserved.
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页码:879 / 888
页数:9
相关论文
共 25 条
  • [1] Shamoto E., Suzuki N., Tsuchiya E., Et al., Development of 3 DOF ultrasonic vibration tool for elliptical vibration cutting of sculptured surfaces, CIRP Annals-Manufacturing Technology, 54, 1, pp. 321-324, (2005)
  • [2] Zhang X.Y., Sui H., Zhang D.Y., Et al., Feasibility study of high-speed ultrasonic vibration cutting titanium alloy, Journal of Mechanical Engineering, 53, 19, pp. 120-127, (2017)
  • [3] Zhang C.J., Jiao F., Zhao B., Et al., Tool wear in laser ultrasonically assisted cutting cemented carbide and its effect on surface quality, Opt. Precision Eng., 24, (2016)
  • [4] Sui H., Zhang X., Zhang D., Et al., Feasibility study of high-speed ultrasonic vibration cutting titanium alloy, Journal of Materials Processing Technology, 247, pp. 111-120, (2017)
  • [5] Kumiawan R., Gandjar K., Ko T.J., Surface roughness of two-frequency elliptical vibration texturing (TFEVT) method for micro-dimple pattern process, International Journal of Machine Tools and Manufacture, 116, pp. 77-95, (2017)
  • [6] Lin J.Q., Han J.G., Lu M.M., Et al., Design and performance testing of a novel three-dimensional elliptical vibration turning device, Micromachines, 8, 10, (2017)
  • [7] Lu M.M., Development of 3D Elliptical Vibration Assisted Cutting Apparatus and Its Control, (2014)
  • [8] Shamoto E., Suzuki N., Hino R., Analysis of 3D elliptical vibration cutting with thin shear plane model, CIRP Annals-Manufacturing Technology, 57, 1, pp. 57-60, (2008)
  • [9] Lin J.Q., Han J.G., Zhou X.Q., Et al., Study on predictive model of cutting force and geometry parameters for oblique elliptical vibration cutting, International Journal of Mechanical Sciences, 117, pp. 43-52, (2016)
  • [10] Lu M.M., Zhou J.K., Lin J.Q., Et al., Study on Ti-6Al-4V alloy machining applying the non-resonant three-dimensional elliptical vibration cutting, Micromachines, 8, 10, (2017)