Demystifying surrogate modeling for circuits and systems

Mustafa Berke Yelten*, Ting Zhu, Slawomir Koziel, Paul D. Franzon, Michael B. Steer

*Bu çalışma için yazışmadan sorumlu yazar

Araştırma sonucu: ???type-name???Makalebilirkişi

141 Atıf (Scopus)

Özet

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.

Orijinal dilİngilizce
Makale numarası6155115
Sayfa (başlangıç-bitiş)45-63
Sayfa sayısı19
DergiIEEE Circuits and Systems Magazine
Hacim12
Basın numarası1
DOI'lar
Yayın durumuYayınlandı - Mar 2012
Harici olarak yayınlandıEvet

Finansman

The paper has the distribution statement “A” (Approved for Public Release, Distribution Unlimited). The views expressed are those of the authors and do not reflect the official policy or position of the Department of Defense or the U.S. Government. This work was supported by the Self-HEALing mixed-signal Integrated Circuits (HEALICs) program of the Defense Advanced Research Projects Agency (DARPA) and the prime contractor Raytheon Company (Contract number: FA8650-09-C-7925).

FinansörlerFinansör numarası
Self-HEALing mixed-signal Integrated Circuits
Defense Advanced Research Projects Agency
Raytheon CompanyFA8650-09-C-7925

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