TY - JOUR
T1 - Demystifying surrogate modeling for circuits and systems
AU - Yelten, Mustafa Berke
AU - Zhu, Ting
AU - Koziel, Slawomir
AU - Franzon, Paul D.
AU - Steer, Michael B.
PY - 2012/3
Y1 - 2012/3
N2 - Surrogate models are used in grey-box or black-box modeling of a wide variety of systems including electromagnetic modeling of complex structures, geological distributions of minerals, interaction of airflows with airfoils, chemical processes, to name just a few. Only recently have surrogate models been used explicitly in electronics. Surrogate modeling is a macromodeling technique which has solid mathematical foundations and most often, has a strong intuitive linkage to the physical world. So when did surrogate modeling start? One could say that it has always been with us but the term in its current usage was coined by Osio and Amon in 1996 [1]. This work was preceded in 1994 in a paper by Bandler et al. in which design tools, is a surrogate model that is continuously refined.
AB - Surrogate models are used in grey-box or black-box modeling of a wide variety of systems including electromagnetic modeling of complex structures, geological distributions of minerals, interaction of airflows with airfoils, chemical processes, to name just a few. Only recently have surrogate models been used explicitly in electronics. Surrogate modeling is a macromodeling technique which has solid mathematical foundations and most often, has a strong intuitive linkage to the physical world. So when did surrogate modeling start? One could say that it has always been with us but the term in its current usage was coined by Osio and Amon in 1996 [1]. This work was preceded in 1994 in a paper by Bandler et al. in which design tools, is a surrogate model that is continuously refined.
UR - http://www.scopus.com/inward/record.url?scp=84858270643&partnerID=8YFLogxK
U2 - 10.1109/MCAS.2011.2181095
DO - 10.1109/MCAS.2011.2181095
M3 - Article
AN - SCOPUS:84858270643
SN - 1531-636X
VL - 12
SP - 45
EP - 63
JO - IEEE Circuits and Systems Magazine
JF - IEEE Circuits and Systems Magazine
IS - 1
M1 - 6155115
ER -