A Global Bayesian Optimization Algorithm and Its Application to Integrated System Design

Increasing levels of system integration pose difficulties in meeting design specifications for high-performance systems. Oftentimes increased complexity, nonlinearity, and multiple tradeoffs need to be handled simultaneously during the design cycle. Since components in such systems are highly correl...

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Vydané v:	IEEE transactions on very large scale integration (VLSI) systems Ročník 26; číslo 4; s. 792 - 802
Hlavní autori:	Torun, Hakki Mert, Swaminathan, Madhavan, Kavungal Davis, Anto, Bellaredj, Mohamed Lamine Faycal
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	IEEE 01.04.2018
Predmet:	3-D integration Algorithm design and analysis Bayes methods Bayesian optimization (BO) black box systems Integrated circuit modeling integrated voltage regulator (IVR) machine learning (ML) magnetic core inductor Minimization Optimization thermal management Tuning
ISSN:	1063-8210, 1557-9999
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