Skip to main content

Table 7 Performance boost of PINN on the Helmholtz benchmarks using transfer learning

From: Transfer learning for deep neural network-based partial differential equations solving

Subtask Original Transfer Boost
case 2 1.04e+00 6.03e-01 42.0%
case 3 1.37e-01 9.91e-02 27.7%
case 4 5.48e-01 1.70e-01 69.0%
case 5 3.14e+00 1.13e+00 64.0%
case 6 4.95e+00 3.22e+00 34.9%
case 7 6.08e+00 2.68e+00 55.9%
case 8 7.21e+00 2.83e+00 60.7%