Research Article
Preventive Maintenance Scheduling for Multicogeneration Plants with Production Constraints Using Genetic Algorithms
Table 1
Summary results of the computational experiments.
| Plant type | Electricity (ave = 1974.04) | Water (avw = 118.31) | Crossover operator | 2-point | 4-point | 2-point | 4-point | NM | NB size |
ItIn | Best solution | CPU | ItIn
| Best solution | CPU | ItIn | Best solution | CPU | ItIn | Best solution | CPU |
| 100 | 10% | 60 | 101.334 | 118 | 10 | 100.401 | 93 | 20 | 4.07 | 108 | 50 | 3.98 | 87 | 20% | 100 | 101.305 | 71 | 10 | 102.518 | 119 | 10 | 4.07 | 83 | 40 | 4.07 | 75 | 30% | 40 | 105.403 | 153 | 10 | 101.624 | 79 | 20 | 4.348 | 111 | 40 | 4.348 | 79 | 40% | 50 | 104.281 | 75 | 100 | 102.66 | 67 | 100 | 4.206 | 80 | 60 | 4.25 | 57 | 50% | 10 | 104.422 | 112 | 30 | 104.591 | 145 | 40 | 4.116 | 74 | 100 | 4.348 | 106 | Rnd | 20 | 104.422 | 83 | 30 | 103.63 | 83 | 40 | 4.206 | 73 | 30 | 4.116 | 74 |
| 250 | 10% | 10 | 99.489 | 123 | 60 | 97.639 | 107 | 20 | 4.024 | 72 | 60 | 3.978 | 90 | 20% | 40 | 101.131 | 124 | 20 | 103.403 | 83 | 10 | 4.217 | 102 | 50 | 4.348 | 76 | 30% | 60 | 105.793 | 85 | 50 | 102.804 | 133 | 10 | 4.161 | 147 | 30 | 4.206 | 75 | 40% | 20 | 101.16 | 145 | 100 | 100.84 | 147 | 50 | 4.348 | 79 | 20 | 4.261 | 82 | 50% | 30 | 104.309 | 112 | 40 | 101.769 | 115 | 60 | 4.307 | 180 | 40 | 4.024 | 123 | Rnd | 60 | 105.849 | 87 | 20 | 102.518 | 150 | 60 | 4.217 | 120 | 60 | 4.441 | 91 |
| 500 | 10% | 10 | 102.288 | 119 | 100 | 101.827 | 114 | 40 | 4.024 | 139 | 50 | 3.978 | 78 | 20% | 40 | 103.8 | 98 | 100 | 101.595 | 82 | 10 | 4.345 | 164 | 50 | 4.07 | 80 | 30% | 20 | 102.23 | 147 | 100 | 101.335 | 81 | 40 | 4.024 | 131 | 60 | 4.206 | 84 | 40% | 30 | 102.66 | 107 | 20 | 104.984 | 88 | 60 | 4.348 | 87 | 100 | 4.39 | 75 | 50% | 50 | 103.772 | 82 | 10 | 102.058 | 129 | 30 | 4.426 | 201 | 10 | 4.305 | 122 | Rnd | 40 | 105.292 | 98 | 100 | 103.061 | 71 | 30 | 4.116 | 105 | 40 | 4.116 | 94 |
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The gap average of electricity = 1974.04. The gap average of water = 118.31. Best solution is related to fitness value. CPU in seconds.
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