Research Article
Memetic Computing Applied to the Design of Composite Materials and Structures
Table 7
Statistics corresponding to the series of simulations. Biaxial loading
.
| Loads | Algorithm | | NL | | | |
| : : | VNS | 6 | 500 | 6 | 2.8594·108 | 2.7272·108 | MA | 6 | 500 | 6 | 2.8594·108 | 2.8594·108 | AG | 6 | 89 | 8.28 | 2.8594·108 | 6.969·107 | SA | 8 | 76 | 12.456 | 8.978·106 | 1.1579·105 | TS | 6 | 32 | 8.7120 | 2.7920·108 | 7.4150·106 |
| : : | VNS | 8 | 500 | 8 | 1.4029·107 | 1.2698·107 | MA | 8 | 500 | 8 | 1.4029·107 | 1.3822·107 | AG | 8 | 35 | 11.8 | 1.3145·107 | 1.2643·106 | SA | 8 | 10 | 16.544 | 5.6258·106 | 2.0485·104 | TS | 8 | 13 | 10.5680 | 1.0056·107 | 1.5439·105 |
| : : | VNS | 8 | 498 | 8.008 | 6.6161·106 | 6.3187·106 | MA | 8 | 500 | 8 | 6.6161·106 | 6.6044·106 | AG | 8 | 3 | 14.4733 | 6.5042·106 | 1.9654·105 | SA | 10 | 26 | 19.532 | 4.3045·105 | 3.4465·103 | TS | 8 | 3 | 11.5360 | 5.2699·106 | 3.5922·104 |
| : : | VNS | 8 | 471 | 8.116 | 8.2968·106 | 5.4898·106 | MA | 8 | 500 | 8 | 8.2968·106 | 8.2815·106 | AG | 10 | 18 | 17.1267 | 7.6349·105 | 6.3974·104 | SA | 10 | 24 | 21.12 | 6.7663·105 | 2.5123·103 | TS | 10 | 3 | 12.4680 | 5.0663·105 | 5.1883·103 |
| : : | VNS | 8 | 118 | 9.528 | 6.6895·106 | 1.866·106 | MA | 8 | 500 | 8 | 6.6895·106 | 6.0696·106 | AG | 10 | 2 | 20.52 | 1.0673·106 | 1.9896·104 | SA | 12 | 3 | 23.672 | 4.5062·104 | 3.2251·102 | TS | 10 | 1 | 13.6400 | 5.9026·105 | 3.0134·103 |
| : : | VNS | 10 | 496 | 10.016 | 9.0479·105 | 6.8493·105 | MA | 10 | 500 | 10 | 9.0479·105 | 8.9861·105 | AG | 12 | 14 | 24.26 | 2.8056·105 | 9.3622·103 | SA | 10 | 22 | 26.24 | 5.6722·105 | 2.4689·103 | TS | 12 | 4 | 14.7000 | 8.7860·104 | 1.0494·103 |
| : : | VNS | 10 | 400 | 10.4 | 6.37·105 | 5.0705·105 | MA | 10 | 481 | 10.08 | 6.37·105 | 6.1494·105 | AG | 10 | 3 | 15.6467 | 5.6117·105 | 6.2101·104 | SA | 12 | 4 | 21.292 | 1.5327·105 | 1.1971·103 | TS | 10 | 3 | 13.9240 | 5.6117·105 | 1.0223·104 |
| : : | VNS | 12 | 260 | 12.27 | 8.9005·104 | 7.3328·104 | MA | 12 | 496 | 12.02 | 9.0984·104 | 8.7607·104 | AG | 12 | 4 | 18.9467 | 8.5403·104 | 8.4764·103 | SA | 16 | 3 | 26.456 | 4.0543·103 | 30.7819 | TS | 12 | 1 | 15.9200 | 1.7488·104 | 6.1199·102 |
| : : | VNS | 12 | 15 | 13.96 | 3.6897·104 | 1.3575·104 | MA | 12 | 98 | 13.61 | 3.6897·104 | 1.8147·104 | AG | 14 | 1 | 23.1267 | 1.1361·104 | 1.146·103 | SA | 16 | 3 | 31.672 | 5.6763·103 | 22.3771 | TS | 14 | 3 | 17.5640 | 5.2902·103 | 81.8767 |
| : : | VNS | 12 | 72 | 14.28 | 2.9117·104 | 8.6122·103 | MA | 12 | 339 | 12.81 | 2.9117·104 | 2.173·104 | AG | 16 | 2 | 27.4133 | 2.6399·103 | 2.2388·102 | SA | 18 | 2 | 35.388 | 1.23·103 | 4.4746 | TS | 16 | 1 | 19.2560 | 9.2541·102 | 23.4648 |
| : : | VNS | 14 | 363 | 14.636 | 1.1324·104 | 5.3271·103 | MA | 14 | 494 | 14.02 | 1.1324·104 | 1.0644·104 | AG | 18 | 10 | 30.1067 | 8.7844·102 | 85.4087 | SA | 16 | 2 | 38.476 | 9.3088·102 | 4.1987 | TS | 16 | 1 | 20.3560 | 8.7751·102 | 18.3449 |
| : : | VNS | 16 | 500 | 16 | 3.522·103 | 3.3743·103 | MA | 16 | 500 | 16 | 3.522·103 | 3.522·103 | AG | 16 | 15 | 22.7667 | 3.522·103 | 7.5575·102 | SA | 16 | 2 | 29.65 | 3.1351·103 | 18.3958 | TS | 16 | 16 | 18.9880 | 3.5220·103 | 1.4030·102 |
| : : | VNS | 18 | 500 | 18 | 1.0035·103 | 9.2486·102 | MA | 18 | 500 | 18 | 1.0073·103 | 9.8167·102 | AG | 18 | 16 | 27.4133 | 9.7849·102 | 1.8292·102 | SA | 20 | 4 | 35.736 | 3.3870·102 | 2.003 | TS | 18 | 9 | 21.4320 | 8.8434·102 | 24.9275 |
| : : | VNS | 18 | 38 | 19.848 | 5.2267·102 | 3.1132·102 | MA | 16 | 7 | 18.49 | 5.2345·102 | 4.3804·102 | AG | 20 | 10 | 30.52 | 3.2510·102 | 54.4953 | SA | 20 | 2 | 40.38 | 1.8789·102 | 1.3868 | TS | 20 | 2 | 23.7400 | 1.9273·102 | 2.8100 |
| : : | VNS | 18 | 11 | 20.708 | 3.3956·102 | 1.4176·102 | MA | 18 | 63 | 19.776 | 3.3956·102 | 1.9003·102 | AG | 22 | 16 | 34.3 | 1.0962·102 | 16.2374 | SA | 26 | 1 | 45.928 | 5.8144 | 0.032 | TS | 22 | 3 | 25.8480 | 43.3493 | 0.7962 |
| : : | VNS | 20 | 500 | 20 | 3.2888·102 | 3.1014·102 | MA | 20 | 500 | 20 | 3.2888·102 | 3.2887·102 | AG | 20 | 5 | 30.44 | 2.9623·102 | 44.4987 | SA | 20 | 2 | 38.96 | 2.2611·102 | 1.8568 | TS | 20 | 1 | 24.3960 | 1.9686·102 | 5.8882 |
| : : | VNS | 22 | 500 | 22 | 1.1748·102 | 1.0838·102 | MA | 22 | 500 | 22 | 1.1785·102 | 1.1536·102 | AG | 22 | 9 | 34.2467 | 1.1539·102 | 12.4818 | SA | 26 | 3 | 44.54 | 22.4217 | 0.1669 | TS | 22 | 3 | 26.7880 | 1.0333·102 | 1.7983 |
| : : | VNS | 24 | 500 | 24 | 46.2995 | 42.4606 | MA | 24 | 500 | 24 | 46.4240 | 45.1922 | AG | 24 | 8 | 37.9467 | 44.3415 | 4.5575 | SA | 28 | 7 | 49.4 | 13.0737 | 0.165 | TS | 24 | 1 | 29.6360 | 19.4564 | 0.2810 |
| : : | VNS | 24 | 469 | 24.124 | 46.643 | 41.4749 | MA | 24 | 500 | 24 | 46.643 | 46.6245 | AG | 24 | 3 | 37.0533 | 42.1974 | 4.8935 | SA | 26 | 1 | 46.908 | 13.6039 | 0.0983 | TS | 26 | 10 | 29.3760 | 15.1788 | 0.7773 |
| : : | VNS | 26 | 130 | 27.496 | 9.8711 | 7.8726 | MA | 26 | 231 | 27.144 | 10.1457 | 8.3843 | AG | 28 | 16 | 40.2333 | 7.8922 | 1.6101 | SA | 30 | 2 | 52.46 | 4.6966 | 0.0335 | TS | 28 | 7 | 32.5520 | 7.0430 | 0.2389 |
| : : | VNS | 30 | 500 | 30 | 3.8763 | 3.5545 | MA | 30 | 500 | 30 | 3.8763 | 3.8245 | AG | 30 | 10 | 42.86 | 3.7687 | 0.6741 | SA | 30 | 1 | 54.748 | 3.1197 | 0.015 | TS | 38 | 8 | 35.3000 | 2.3280 | 0.1268 |
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