Tong Xin, Wu Xiaojun, Zhang Fengyong, Ma Guangqiang, Zhang Ying, Wen Binhua, Tian Yongtang
School of Mechanical and Electrical Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, China.
Materials (Basel). 2019 Jan 22;12(3):340. doi: 10.3390/ma12030340.
In order to achieve high quality polishing of a M300 mold steel curved surface, an elastic abrasive is introduced in this paper and its polishing parameters are optimized so that the mirror roughness can be achieved. Based on the Preston equation and Hertz Contact Theory, the theoretical material removal rate (MRR) equation for surface polishing of elastic abrasives is obtained. The effects of process parameters on MRR are analyzed and the polishing parameters to be optimized are as follows: particle size (S), rotational speed (Wt), cutting depth (Ap) and feed speed (Vf). The Taguchi method is applied to design the orthogonal experiment with four factors and three levels. The influence degree of various factors on the roughness of the polished surface and the combination of parameters to be optimized were obtained by the signal-to-noise ratio method. The particle swarm optimization algorithm optimized with the back propagation (BP) neural network algorithm (PSO-BP) is used to optimize the polishing parameters. The results show that the rotational speed has the greatest influence on the roughness, the influence degree of abrasive particle size is greater than that of feed speed, and cutting depth has the least influence. The optimum parameters are as follows: particle size (S) = #1200, rotational speed (Wt) = 4500 rpm, cutting depth (Ap) = 0.25 mm and feed speed (Vf) = 0.8 mm/min. The roughness of the surface polishing with optimum parameters is reduced to 0.021 μm.
为实现M300模具钢曲面的高质量抛光,本文引入一种弹性磨料并对其抛光参数进行优化,以达到镜面粗糙度。基于普雷斯顿方程和赫兹接触理论,得出弹性磨料表面抛光的理论材料去除率(MRR)方程。分析工艺参数对MRR的影响,待优化的抛光参数如下:粒度(S)、转速(Wt)、切削深度(Ap)和进给速度(Vf)。采用田口方法设计四因素三水平的正交试验。通过信噪比方法得出各因素对抛光表面粗糙度的影响程度以及待优化的参数组合。利用结合反向传播(BP)神经网络算法优化的粒子群优化算法(PSO-BP)对抛光参数进行优化。结果表明,转速对粗糙度影响最大,磨料粒度的影响程度大于进给速度,切削深度影响最小。最佳参数如下:粒度(S)= #1200,转速(Wt)= 4500转/分钟,切削深度(Ap)= 0.25毫米,进给速度(Vf)= 0.8毫米/分钟。采用最佳参数进行表面抛光后,粗糙度降至0.021μm。