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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Veröffentlicht in:	IEEE transactions on very large scale integration (VLSI) systems Jg. 26; H. 4; S. 792 - 802
Hauptverfasser:	Torun, Hakki Mert, Swaminathan, Madhavan, Kavungal Davis, Anto, Bellaredj, Mohamed Lamine Faycal
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	IEEE 01.04.2018
Schlagworte:	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
Online-Zugang:	Volltext
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