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Authors: Ting Zhu ; Mustafa Berke Yelten ; Michael B. Steer and Paul D. Franzon

Affiliation: North Carolina State University, United States

Keyword(s): Surrogate modeling, Macromodel, Variation-aware, Circuit, Device model, Design exploration.

Abstract: This paper presents surrogate modeling as a solution to variation-aware macromodeling, circuit design, and device modeling. A scalable and high-fidelity IO buffer macromodel is created by integrating surrogate modeling with a physically-based model structure. Circuit performance surrogate models with design and variation parameters are efficient for design space exploration and performance yield analysis. Surrogate models of the main device characteristics are generated in order to assess the effects of variability in analog circuits. Surrogate-based optimization has great potential to speed up complex circuit design.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Zhu, T.; Berke Yelten, M.; B. Steer, M. and D. Franzon, P. (2011). APPLICATION OF SURROGATE MODELING IN VARIATION-AWARE MACROMODEL AND CIRCUIT DESIGN. In Proceedings of 1st International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH 2011) - SDDOM; ISBN 978-989-8425-78-2; ISSN 2184-2841, SciTePress, pages 502-508. DOI: 10.5220/0003649305020508

@conference{sddom11,
author={Ting Zhu. and Mustafa {Berke Yelten}. and Michael {B. Steer}. and Paul {D. Franzon}.},
title={APPLICATION OF SURROGATE MODELING IN VARIATION-AWARE MACROMODEL AND CIRCUIT DESIGN},
booktitle={Proceedings of 1st International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH 2011) - SDDOM},
year={2011},
pages={502-508},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003649305020508},
isbn={978-989-8425-78-2},
issn={2184-2841},
}

TY - CONF

JO - Proceedings of 1st International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH 2011) - SDDOM
TI - APPLICATION OF SURROGATE MODELING IN VARIATION-AWARE MACROMODEL AND CIRCUIT DESIGN
SN - 978-989-8425-78-2
IS - 2184-2841
AU - Zhu, T.
AU - Berke Yelten, M.
AU - B. Steer, M.
AU - D. Franzon, P.
PY - 2011
SP - 502
EP - 508
DO - 10.5220/0003649305020508
PB - SciTePress

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