Algorithm | Sequential | Sequential | Parallel | ||
---|---|---|---|---|---|
GA-PSO | iGA-PSO | iGA-PSO | |||
50 genes (dataset 2) | Master / Slaves | 1 / 0 | 1 / 0 | 1 / 20 | 1 / 25 |
Time cost (mins) | 923 | 908 | 218 | 176 | |
Speed-up | - | 1 | 4.1651 | 5.1591 | |
Fitness value per gene | 0.2876 | 0.2494 | 0.2593 | 0.2562 | |
100 genes (dataset 3) | Master / Slaves | 1 / 0 | 1 / 0 | 1 / 20 | 1 / 25 |
Time cost (mins) | 3,687 | 3,137 | 496 | 411 | |
Speed-up | - | 1 | 6.3246 | 7.6326 | |
Fitness value per gene | 0.4567 | 0.4225 | 0.4165 | 0.4114 | |
125 genes (dataset 4) | Master / Slaves | 1 / 0 | 1 / 0 | 1 / 20 | 1 / 25 |
Time cost (mins) | 5,788 | 4,927 | 702 | 595 | |
Speed-up | - | 1 | 7.0185 | 8.2807 | |
Fitness value per gene | 0.2822 | 0.2651 | 0.2670 | 0.2667 |