Title :
PSoC design in GM(1,1) error analysis and its application in temperature prediction
Author :
Wen, Kun-Li ; Chang, Hung-Chih ; Liu, Ching-Hsiang ; Wen, Huei-Chu
Author_Institution :
Dept. of Electr. Eng., Chienkuo Technol. Univ., Changhua
Abstract :
In the study of prediction filed, no matter what methods we used, the main purpose is to minimize the prediction error; however, the goals cannot be fulfilled completely. Even we choose GM(1,1) model, which in the newest soft computing method, we also need to minimize the prediction error. Hence, in this paper, we focus on the influence parameter alpha in GM(1,1) model in the first, then, analyze the characteristics of alpha step by step, and use numerical method to find the prediction error corresponding with alpha value. Second, after the mathematics model is presented, we use PSoC to design a GM(1,1) error analysis model, which based on the characteristic of GM(1,1) model. Also an example, which is temperature prediction case is given to assist us to implement our approach in the final section.
Keywords :
error analysis; integrated circuit design; system-on-chip; GM(1,1) error analysis; PSoC design; mathematics model; numerical method; soft computing method; temperature prediction; Application software; Computer science; Error analysis; Hardware; Marine technology; Mathematical model; Mathematics; Ocean temperature; Predictive models; Pulse width modulation; α; GM(1,1) model; PSoC; Prediction error;
Conference_Titel :
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-2383-5
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2008.4811729