DocumentCode
3117649
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
fYear
2008
fDate
12-15 Oct. 2008
Firstpage
2851
Lastpage
2855
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location
Singapore
ISSN
1062-922X
Print_ISBN
978-1-4244-2383-5
Electronic_ISBN
1062-922X
Type
conf
DOI
10.1109/ICSMC.2008.4811729
Filename
4811729
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