Title :
Computer aided optimum design of friction materials using uniform design
Author :
Fu, Hua ; Fu, Li ; Zhang, Guang-lei ; Liu, Ai-Ping
Author_Institution :
Inst. of Mater. Sci. & Eng., Shijiazhuang Tiedao Univ., Shijiazhuang, China
Abstract :
The application of Uniform design in friction material formulation and a multi-layer back propagation artificial neural network (BPANN) methods of Data Handling are investigated for modeling and prediction of the wear properties of composites. The friction and wear properties show that Uniform design can distribute the experiment points evenly so as to have fewer number of tests. With computer aided artificial neural network (ANN) modeling and optimization technology, the relationships between factors and properties can be predicted.
Keywords :
CAD; backpropagation; data handling; friction; neural nets; production engineering computing; artificial neural network; computer aided optimum design; data handling; friction material formulation; multilayer back propagation; optimization technology; uniform design; Carbon; Friction; Materials; Optical fiber networks; Powders; Steel; artificial neural network (ANN); composite; prediction; uniform design;
Conference_Titel :
Computational Intelligence and Natural Computing Proceedings (CINC), 2010 Second International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-7705-0
DOI :
10.1109/CINC.2010.5643761