TY - GEN
T1 - Coupling analysis of manufacturing characteristics and mechanics property of microminiature gear mechanism based on neural network
AU - Jin, Xin
AU - Zhang, Zhijing
AU - Zuo, Fuchang
AU - Li, Zhongxin
PY - 2009
Y1 - 2009
N2 - A coupling analysis method of manufacturing characteristics and mechanics property of microminiature gear mechanism based on BP neural network was proposed. By use of the existing finite element model with manufacturing characteristics, output data as BP neural network training set of samples was obtained. Through a comparative study of the effects of different network parameters settings on the precision of network model, the optimal network structure and parameters were determined and the neural network model which can approximate the mechanics property microminiature gear mechanism with high precision. This shows the nonlinear coupling relationships between input manufacturing characteristics and the output mechanical characteristics, and verifies the accuracy of the model.
AB - A coupling analysis method of manufacturing characteristics and mechanics property of microminiature gear mechanism based on BP neural network was proposed. By use of the existing finite element model with manufacturing characteristics, output data as BP neural network training set of samples was obtained. Through a comparative study of the effects of different network parameters settings on the precision of network model, the optimal network structure and parameters were determined and the neural network model which can approximate the mechanics property microminiature gear mechanism with high precision. This shows the nonlinear coupling relationships between input manufacturing characteristics and the output mechanical characteristics, and verifies the accuracy of the model.
KW - Coupling Analysis
KW - Manufacturing Characteristics
KW - Mechanics property
KW - Microminiature Gear Mechanism
KW - Neural Network
UR - http://www.scopus.com/inward/record.url?scp=69949111889&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-01507-6_105
DO - 10.1007/978-3-642-01507-6_105
M3 - Conference contribution
AN - SCOPUS:69949111889
SN - 3642015069
SN - 9783642015069
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 929
EP - 936
BT - Advances in Neural Networks - ISNN 2009 - 6th International Symposium on Neural Networks, ISNN 2009, Proceedings
T2 - 6th International Symposium on Neural Networks, ISNN 2009
Y2 - 26 May 2009 through 29 May 2009
ER -