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Fig 1.

MANET example.

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Fig 2.

Memetic algorithm flow chart.

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Table 1.

The proposed algorithm settings.

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Table 2.

Analysis of variance for the 15 nodes network.

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Table 3.

Analysis of variance for the 20 nodes network.

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Table 4.

Analysis of variance for the 50 nodes network.

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Fig 3.

Figs. 3a. and 3b. show the cost and delay comparisons in terms of the mean, min, and variance of the PM-EEGA and PM_ISGSA GAs and MA on the first dataset.

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Fig 4.

The optimal multicast trees for: (a) MA, (b) BLA, (c) BA, and (d) MBO for the second dataset.

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Table 5.

The fitness and property values of the optimal results generated by the different algorithms on the applied dataset.

The bold numbers emphasize the optimal values of properties.

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Fig 5.

The optimal fitness solutions identified by applying different algorithms on the second dataset.

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Fig 6.

The optimal fitness solution in generations (iteration times).

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Table 6.

A comparison of optimal fitness solutions in generations (iteration times).

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