DocumentCode
1452122
Title
Demystifying Surrogate Modeling for Circuits and Systems
Author
Yelten, M.B. ; Ting Zhu ; Koziel, S. ; Franzon, P.D. ; Steer, M.B.
Author_Institution
Intel Corp., Hillsboro, OR, USA
Volume
12
Issue
1
fYear
2012
Firstpage
45
Lastpage
63
Abstract
In this article, grey-box and black-box surrogate modeling are described, with some key findings. The important point is that surrogate modeling has a solid mathematical basis leading to what has become a dramatic increase in our ability to develop engineering models and to engineer systems. In Section 2, a systematic approach to constructing surrogate models is provided. Each step is explained using published methods. Section 3 presents surrogate modeling examples from the domain of circuits and systems.
Keywords
circuit simulation; black-box surrogate modeling; circuit surrogate modeling; engineering models; grey-box surrogate modeling; system surrogate modeling; Couplings; Electromagnetic modeling; Mathematical model; Modeling; Solid modeling;
fLanguage
English
Journal_Title
Circuits and Systems Magazine, IEEE
Publisher
ieee
ISSN
1531-636X
Type
jour
DOI
10.1109/MCAS.2011.2181095
Filename
6155115
Link To Document