MeltpoolINR is a differentiable implicit neural network that maps LPBF process parameters to the temperature field, melt pool geometry, and their parametric sensitivities.
Current Opinion in Solid State and Materials Science 26(2), 100974 (2022)
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MeltpoolINR: Predicting temperature field, melt pool geometry, and their rate of change in laser powder bed fusion
MeltpoolINR is a differentiable implicit neural network that maps LPBF process parameters to the temperature field, melt pool geometry, and their parametric sensitivities.