Scalable Adaptive Batch Sampling in Simulation-Based Design With Heteroscedastic Noise

In this study, we propose a scalable batch sampling scheme for optimization of simulation models with spatially varying noise. The proposed scheme has two primary advantages: (i) reduced simulation cost by recommending batches of samples at carefully selected spatial locations and (ii) improved scal...

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Veröffentlicht in:	Journal of mechanical design (1990) 2021-03, Vol.143 (3)
Hauptverfasser:	van Beek, Anton, Ghumman, Umar Farooq, Munshi, Joydeep, Tao, Siyu, Chien, TeYu, Balasubramanian, Ganesh, Plumlee, Matthew, Apley, Daniel, Chen, Wei
Format:	Artikel
Sprache:	eng
Schlagworte:	Design for Manufacturing
Online-Zugang:	Volltext
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