Research Article
Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach
Table 8
Comparison of SA and neurohybrid-PSO according to upper bound (TWT).
| Number of jobs |
Average of the best initial solutions |
Upper bound for only using SA |
Upper bound for NHPSO | Effect of NDR | After SA | Improvement (%) | After hybrid systems | Improvement (%) | Improvement (%) |
| 50 | 158256 | 144958 | 1.82 | 103257 | 2.59 | 0.06 | 70 | 152513 | 148025 | 1.96 | 106783 | 3.01 | 0.07 | 100 | 204415 | 176838 | 2.56 | 168021 | 4.14 | 0.06 | 120 | 242018 | 240528 | 2.89 | 237044 | 4.82 | 0.07 | 150 | 301764 | 298457 | 2.91 | 296875 | 5.99 | 0.08 | 200 | 402135 | 400569 | 3.58 | 395459 | 6.05 | 0.11 | 250 | 516287 | 514071 | 4.02 | 509149 | 6.99 | 0.11 | 300 | 609042 | 607822 | 4.88 | 599214 | 7.88 | 0.10 | 400 | 815371 | 813057 | 5.76 | 805648 | 7.98 | 0.12 |
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