Research Article
Variable Neighborhood Search for Parallel Machines Scheduling Problem with Step Deteriorating Jobs
Table 3
Test results of the algorithms on the instances with the interval U(.
| Problem number | | | SRF | MWCSA | VNS | VNS + MWCSA | Objective | Objective | ()/() | Objective | ()/() | Time | Objective | ()/() | Time | value () | value () | value () | (sec) | value () | (sec) |
| 1 | 20 | 2 | 5859 | 5062 | 86.40% | 5001 | 85.36% | 3.71 | 5001 | 85.36% | 3.90 | 2 | | 4 | 3274 | 2589 | 79.08% | 2587 | 79.02% | 3.58 | 2583 | 78.89% | 3.77 | 3 | | 6 | 1792 | 1676 | 93.53% | 1655 | 92.35% | 3.65 | 1655 | 92.35% | 3.71 | 4 | | 8 | 1299 | 1247 | 96.00% | 1199 | 92.30% | 3.68 | 1199 | 92.30% | 3.73 | 5 | | 10 | 1324 | 1309 | 98.87% | 1269 | 95.85% | 3.71 | 1267 | 95.69% | 3.76 | 6 | 40 | 2 | 17056 | 14013 | 82.16% | 13361 | 78.34% | 23.00 | 13307 | 78.02% | 23.73 | 7 | | 4 | 11530 | 9614 | 83.38% | 9513 | 82.51% | 23.57 | 9508 | 82.46% | 24.38 | 8 | | 6 | 7833 | 6890 | 87.96% | 6800 | 86.81% | 23.05 | 6797 | 86.77% | 23.56 | 9 | | 8 | 4684 | 4299 | 91.78% | 4201 | 89.69% | 23.60 | 4198 | 89.62% | 23.67 | 10 | | 10 | 3858 | 3465 | 89.81% | 3434 | 89.01% | 24.15 | 3428 | 88.85% | 24.71 | 11 | 60 | 2 | 47917 | 41030 | 85.63% | 39204 | 81.82% | 73.04 | 39149 | 81.70% | 71.14 | 12 | | 4 | 28547 | 22651 | 79.35% | 22234 | 77.89% | 72.34 | 22184 | 77.71% | 67.62 | 13 | | 6 | 17378 | 13616 | 78.35% | 13504 | 77.71% | 70.08 | 13474 | 77.53% | 70.38 | 14 | | 8 | 12577 | 10288 | 81.80% | 10122 | 80.48% | 69.37 | 10121 | 80.47% | 72.68 | 15 | | 10 | 10346 | 8695 | 84.04% | 8573 | 82.86% | 71.59 | 8548 | 82.62% | 68.72 | 16 | 80 | 2 | 73047 | 66321 | 90.79% | 58736 | 80.41% | 157.50 | 58392 | 79.94% | 181.86 | 17 | | 4 | 41378 | 33779 | 81.64% | 32734 | 79.11% | 160.57 | 32687 | 79.00% | 132.71 | 18 | | 6 | 27955 | 22144 | 79.21% | 21679 | 77.55% | 152.83 | 21671 | 77.52% | 142.25 | 19 | | 8 | 20569 | 16200 | 78.76% | 16055 | 78.05% | 157.20 | 16013 | 77.85% | 136.14 | 20 | | 10 | 15479 | 12720 | 82.18% | 12569 | 81.20% | 160.32 | 12516 | 80.86% | 152.90 | 21 | 100 | 2 | 126101 | 108828 | 86.30% | 98779 | 78.33% | 288.47 | 98026 | 77.74% | 290.95 | 22 | | 4 | 58800 | 46684 | 79.39% | 45214 | 76.89% | 295.09 | 44858 | 76.29% | 277.00 | 23 | | 6 | 46629 | 35717 | 76.60% | 34678 | 74.37% | 307.01 | 34466 | 73.92% | 240.82 | 24 | | 8 | 35233 | 27602 | 78.34% | 27275 | 77.41% | 286.20 | 27143 | 77.04% | 263.09 | 25 | | 10 | 29084 | 22906 | 78.76% | 22753 | 78.23% | 299.92 | 22629 | 77.81% | 303.41 |
| Average | | | | | 84.40% | | 82.14% | | | 81.93% | |
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