DocumentCode
3225622
Title
Analysis on the effect of regression and correlation models on the accuracy of Kriging model for IC
Author
Hailang, Wang ; Hailong, You ; Xinzhang, Jia
Author_Institution
Sch. of Microelectron., Xidian Univ., Xi´´an, China
fYear
2009
fDate
25-27 Dec. 2009
Firstpage
266
Lastpage
269
Abstract
To solve the problem of low efficiency using physical model in circuit simulation, a surrogate Kriging model is introduced and discussed in this paper. Taking the example of an RF amplifier, contrast of effects of different regression and correlation models on the accuracy of Kriging model built is given. Based on analysis of the result, useful strategies for choosing optimal regression and correlation models are proposed.
Keywords
circuit simulation; correlation methods; integrated circuits; regression analysis; Kriging model; RF amplifier; circuit simulation; correlation models; integrated circuit; regression models; Artificial neural networks; Circuit simulation; Computational modeling; Design for experiments; Geology; Integrated circuit modeling; Minerals; Predictive models; Radiofrequency amplifiers; Stochastic processes; IC modeling; Kriging; correlation model; regression model;
fLanguage
English
Publisher
ieee
Conference_Titel
Electron Devices and Solid-State Circuits, 2009. EDSSC 2009. IEEE International Conference of
Conference_Location
Xi´an
Print_ISBN
978-1-4244-4297-3
Electronic_ISBN
978-1-4244-4298-0
Type
conf
DOI
10.1109/EDSSC.2009.5394268
Filename
5394268
Link To Document