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
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;
Journal_Title :
Circuits and Systems Magazine, IEEE
DOI :
10.1109/MCAS.2011.2181095