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Active learning of deep surrogates for PDEs: Application to metasurface design.
Raphaël Pestourie
Youssef Mroueh
Thanh V. Nguyen
Payel Das
Steven G. Johnson
Published in:
CoRR (2020)
Keyphrases
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active learning
data sets
machine learning
case study
partial differential equations
object oriented
level set
building blocks
design process
learning strategies
design decisions
selective sampling