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Table 4

Summary of the tests for the red giant.

Method CFLhydro CFLadv CFLrad
Explicit schemes
MRAI 1.50 3.8(−2) 0.28 371
Adam-Bashforth 0.10 2.5(−3) 1.5(−2) 201

Implicit schemes
CFLadv,max = 0.5
Broyden(10-2) - rILU(1) 19.1 0.50 5.0 7.3 4.2 56.7% 13.9% 11.4% 404
Broyden(10-1) - rILU(1) 19.1 0.50 5.0 7.7 2.8 57.7% 13.5% 10.1% 390
Broyden(10-4) - rILU(1) 19.1 0.50 5.0 7.3 7.2 53.3% 12.5% 17.5% 364
Broyden(10-1) - rILU(2) 19.1 0.50 5.0 7.7 2.5 47.5% 26.9% 9.7% 336
Broyden(10-2) - rILU(2) 19.1 0.50 5.0 7.3 3.8 46.3% 26.4% 12.3% 330
Broyden(10-4) - rILU(2) 19.1 0.50 5.0 7.3 6.8 42.6% 23.1% 20.8% 287
Broyden(10-2) - rILU(3) 19.1 0.50 5.0 7.3 3.7 33.2% 41.3% 14.5% 237
Broyden(10-1) - rILU(3) 19.1 0.50 5.0 7.7 2.5 34.6% 41.2% 12.4% 235
Broyden(10-4) - rILU(3) 19.1 0.50 5.0 7.3 6.7 31.1% 38.5% 20.2% 221
Newton(10-2) - rILU(1) 19.1 0.50 5.0 5.2 4.5 87.5% 4.9% 3.0% 140

CFLadv,max = 1
Broyden(10-1) - rILU(1) 40.2 0.99 8.7 9.1 4.5 53.4% 12.7% 13.8% 779
Broyden(10-2) - rILU(1) 40.2 0.99 8.7 8.7 6.5 50.7% 11.8% 19.2% 719
Broyden(10-1) - rILU(2) 40.2 0.98 8.6 9.3 3.5 44.4% 24.4% 13.9% 659
Broyden(10-2) - rILU(2) 40.4 0.99 8.8 8.7 5.4 42.8% 23.8% 17.6% 632
Broyden(10-4) - rILU(1) 40.4 0.99 8.8 8.7 11.7 44.1% 10.3% 29.7% 632
Broyden(10-4) - rILU(2) 40.4 0.99 8.8 8.7 10.0 37.8% 21.1% 27.2% 559
Broyden(10-1) - rILU(3) 40.4 0.99 8.7 9.1 3.4 31.9% 39.8% 15.8% 473
Broyden(10-2) - rILU(3) 40.2 0.99 8.7 8.8 5.1 30.9% 38.7% 18.8% 454
Broyden(10-4) - rILU(3) 40.4 0.99 8.8 8.7 9.7 26.6% 33.4% 30.1% 393
Newton(10-2) - rILU(1) 40.5 0.99 8.8 5.9 7.3 86.8% 4.3% 4.5% 262

CFLadv,max = 1.5
Broyden(10-1) - rILU(1) 57.3 1.49 11.7 11.0 5.5 49.1% 11.3% 18.0% 1008
Broyden(10-2) - rILU(1) 57.3 1.49 11.7 10.5 8.3 45.5% 10.1% 25.4% 896
Broyden(10-2) - rILU(2) 57.3 1.49 11.7 10.6 6.5 39.3% 21.1% 22.7% 812
Broyden(10-1) - rILU(2) 55.7 1.42 10.8 12.4 4.0 41.0% 21.6% 18.1% 767
Broyden(10-4) - rILU(1) 57.3 1.49 11.7 10.5 19.6 33.4% 7.5% 45.2% 664
Broyden(10-2) - rILU(3) 57.3 1.49 11.7 10.6 6.2 28.9% 34.0% 24.5% 599
Broyden(10-4) - rILU(2) 57.3 1.49 11.7 10.5 17.6 28.5% 15.3% 44.0% 590
Broyden(10-1) - rILU(3) 55.8 1.43 10.9 12.3 3.9 29.7% 36.0% 20.4% 541
Broyden(10-4) - rILU(3) 57.3 1.49 11.7 10.5 17.2 18.6% 21.3% 52.2% 374
Newton(10-2) - rILU(1) 56.2 1.45 11.1 7.5 8.8 86.8% 3.4% 5.5% 286

CFLadv,max = 2
Broyden(10-1) - rILU(1) 70.4 1.95 13.9 13.5 6.9 43.4% 9.3% 25.3% 1015
Broyden(10-2) - rILU(1) 70.2 1.94 14.0 13.1 10.5 40.5% 9.0% 30.7% 960
Broyden(10-2) - rILU(2) 69.7 1.92 13.9 13.6 7.5 35.7% 18.4% 28.0% 813
Broyden(10-1) - rILU(2) 67.9 1.85 13.8 13.8 4.6 38.5% 18.6% 24.1% 785
Broyden(10-1) - rILU(3) 70.4 1.95 13.9 13.8 4.5 29.0% 32.5% 23.3% 696
Broyden(10-2) - rILU(3) 70.2 1.94 14.1 13.1 6.9 25.4% 27.7% 34.4% 576
Broyden(10-4) - rILU(1) 69.2 1.90 14.0 13.4 50.3 16.3% 3.5% 72.4% 353
Broyden(10-4) - rILU(2) 70.2 1.94 14.1 13.4 41.4 14.2% 7.2% 71.5% 329
Newton(10-1) - rILU(1) 69.5 1.91 13.9 9.9 7.7 88.3% 2.6% 4.9% 269
Broyden(10-4) - rILU(3) 68.6 1.89 13.8 13.4 60.5 7.4% 8.0% 81.1% 163

Notes. Nomenclature for the methods. “Broyden(10-2)”: Broyden method with a tolerance η = 10-2 on the linear solver. “rILU(k)”: recycled ILU preconditioner with fill-in factor k. The columns: the mean values of the three CFL numbers defined in Sect. 2, the average number of Newton-Raphson iterations per time step, the average number of GMRES iterations per Newton-Raphson iteration, the percentage of the wall time spent in: i) computing the Jacobian matrix, ii) building the ILU preconditioner, iii) performing the GMRES solve, and finally the ratio of the simulated time by the wall time, which measures the computational efficiency of the method. Methods are shown in each subsection in order of decreasing efficiency. In each case, only the most efficient Newton method is shown.

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