Research Article
Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach
Table 7
Comparison of GA and neurohybrid-PSO according to upper bound (TWT).
| Number of jobs |
Average of the best initial solutions |
Upper bound for only using GA |
Upper bound for NHPSO | Effect of NDR | After GA | Improvement (%) | After hybrid systems | Improvement (%) | Improvement (%) |
| 50 | 158256 | 144367 | 1.96 | 102048 | 2.46 | 0.06 | 70 | 152513 | 147085 | 2.02 | 100236 | 2.98 | 0.06 | 100 | 204415 | 179398 | 2.89 | 165284 | 4.25 | 0.07 | 120 | 242018 | 239125 | 3.58 | 236012 | 4.99 | 0.07 | 150 | 301764 | 299025 | 3.24 | 296983 | 5.83 | 0.08 | 200 | 402135 | 399889 | 4.22 | 396288 | 5.94 | 0.11 | 250 | 516287 | 513182 | 4.98 | 509121 | 6.98 | 0.12 | 300 | 609042 | 606032 | 5.33 | 599987 | 7.82 | 0.12 | 400 | 815371 | 812234 | 6.80 | 807348 | 7.96 | 0.12 |
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