Research Article
Artificial Bee Colony Algorithm Merged with Pheromone Communication Mechanism for the 0-1 Multidimensional Knapsack Problem
Table 3
Solution comparison among GA [
5], B&B-GA [
7], Ant-knapsack [
11], ACOMPD-MKP [
12], ABC-MKP, and ABCPUD-MKP algorithms.
| Algorithm | Solution | Instance | 5.100.00 | 5.100.29 | 10.100.00 | 5.250.00 | 5.250.29 | 5.500.29 |
| GA-MKP | Best | 24381 | 59960 | 23064 | 59243 | 154668 | 299885 | Avg. | 24381 ± 0.0 | | | | | |
| B&B-EA-MKP | Best | 24381 | 59965 | 23064 | 59312 | 154668 | 299904 | Avg. | 24381 ± 0.0 | | | 59305.1 ± 20.7 | 154668 ± 0 | 299902.3 ± 5.1 |
| Ant-knapsack | Best | 24381 | 59965 | 23064 | — | — | — | Avg. | | | | — | — | — |
| ACOMPD-MKP | Best | 24381 | 60117 | 23064 | 59312 | 154735 | 299853 | Avg. | | | | | | |
| ABC-MKP | Best | 24381 | 59965 | 23064 | 59243 | 154668 | 299885 | Avg. | 24381 ± 0.0 | | | | | |
| ABCPUD-MKP | Best | 24381 | 60117 | 23064 | 59312 | 154735 | 299904 | Avg. | 24381 ± 0.0 | 60015.4 ± 62.6 | 23060.4 ± 4.1 | | | |
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