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pbdl-book/notation.md
2021-01-22 20:31:22 +08:00

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Notation and Abbreviations

Math notation:

Symbol Meaning
A matrix
\eta learning rate or step size
\Gamma boundary of computational domain \Omega
f^{*}() generic function to be approximated, typically unknown
f() approximate version of f^{*}
\Omega computational domain
\mathcal P^* continuous/ideal physical model
\mathcal P discretized physical model, PDE
\theta neural network params
t time dimension
\mathbf{u} vector-valued velocity
x neural network input or spatial coordinate
y neural network output

Summary of the most important abbreviations:

ABbreviation Meaning
CNN Convolutional neural network
DL Deep learning
NN Neural network
PBDL Physics-based deep learning

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