TY - JOUR
T1 - Structural optimization of ventilation channels in brake disc based on nonlinear regression
AU - Zheng, Weiqi
AU - Kang, Ning
AU - Liu, Xiandong
AU - Hu, Lizhong
N1 - Publisher Copyright:
© 2016, Society of Automotive Engineers of China. All right reserved.
PY - 2016/11/25
Y1 - 2016/11/25
N2 - In order to enhance the heat dissipation capability of ventilated brake disc, its internal channel structure is optimized. 16 schemes of ventilation channel are proposed according to the orthogonal design of experiments, the heat dissipation power of inner wall is calculated by using CFD technique, and the significance levels of the factors affecting the heat dissipation of ventilated disc are determined with variance analysis. Then with insignificant factors ignored and the number, the inlet angle and the rib section features of channel taken as arguments, a calculation model for the heat dissipation power of inner wall in brake disk is set up based on nonlinear regression method. Finally genetic algorithm is adopted to find the optimum solutions of ventilation channel: 80 channels with an angle of 20° for both inlet and outlet and No.4 rib. The results of CFD analysis show that the heat dissipation power of inner wall of optimal ventilation channel is 10.465kW, which is 2 times as high as the lowest value among schemes in orthogonal table and is 1.62% higher than the highest value in table, meaning that the optimized ventilation channel structure can effectively improve the heat dissipation capacity of brake disc.
AB - In order to enhance the heat dissipation capability of ventilated brake disc, its internal channel structure is optimized. 16 schemes of ventilation channel are proposed according to the orthogonal design of experiments, the heat dissipation power of inner wall is calculated by using CFD technique, and the significance levels of the factors affecting the heat dissipation of ventilated disc are determined with variance analysis. Then with insignificant factors ignored and the number, the inlet angle and the rib section features of channel taken as arguments, a calculation model for the heat dissipation power of inner wall in brake disk is set up based on nonlinear regression method. Finally genetic algorithm is adopted to find the optimum solutions of ventilation channel: 80 channels with an angle of 20° for both inlet and outlet and No.4 rib. The results of CFD analysis show that the heat dissipation power of inner wall of optimal ventilation channel is 10.465kW, which is 2 times as high as the lowest value among schemes in orthogonal table and is 1.62% higher than the highest value in table, meaning that the optimized ventilation channel structure can effectively improve the heat dissipation capacity of brake disc.
KW - Convective heat dissipation
KW - Nonlinear regression
KW - Optimization
KW - Orthogonal design of experiment
KW - Ventilated brake disc
UR - https://www.scopus.com/pages/publications/85001752366
M3 - 文章
AN - SCOPUS:85001752366
SN - 1000-680X
VL - 38
SP - 1351
EP - 1356
JO - Qiche Gongcheng/Automotive Engineering
JF - Qiche Gongcheng/Automotive Engineering
IS - 11
ER -