Title :
The Research of Thermal Analysis of Cast Iron Based on Wavelet Filter and Support Vector Machine
Author :
Wu, Youxi ; Liu, Jinhai ; Li, Jianman ; Hou, DanDan
Author_Institution :
Sch. of Comput. Sci. & Software, Hebei Univ. of Technol., Tianjin, China
Abstract :
Thermal analysis becomes an important tool to reflect the solidification behavior of cast irons. In this paper, wavelet filter and Support Vector Machine (SVM) are used to search six important characteristic numbers of thermal analysis in order to improve the calculating reliability and accuracy of thermal analysis. Firstly, wavelet filter is used to filter the cooling curve and cooling rate curve. Then the equations of cooling curve and cooling rate curve are established by SVM. At last, six important characteristic numbers of thermal analysis are calculated. The experiment demonstrates that using this method can obtain better performance than other method.
Keywords :
cast iron; cooling; filtering theory; mechanical engineering computing; solidification; support vector machines; SVM; cast iron; cooling curve; solidification behavior; support vector machine; thermal analysis research; wavelet filter; Cast iron; Chemical analysis; Cooling; Discrete wavelet transforms; Filters; Intelligent networks; Materials science and technology; Support vector machines; Temperature; Wavelet analysis; Support Vector Machine; Thermal analysis; cooling curve; wavelet filter;
Conference_Titel :
Intelligent Networks and Intelligent Systems, 2009. ICINIS '09. Second International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-5557-7
Electronic_ISBN :
978-0-7695-3852-5
DOI :
10.1109/ICINIS.2009.138