Research Article
Solving Single Machine Total Weighted Tardiness Problem with Unequal Release Date Using Neurohybrid Particle Swarm Optimization Approach
Table 6
Comparison of PSO and neurohybrid-PSO according to upper bound (TWT).
| Number of jobs |
Average of the best initial solutions |
Upper bound for only using PSO |
Upper bound for NHPSO | Effect of NDR | After PSO | Improvement (%) | After hybrid systems | Improvement (%) | Improvement (%) |
| 50 | 158256 | 141254 | 2.12 | 101698 | 2.38 | 0.05 | 70 | 152513 | 143574 | 2.58 | 99536 | 2.79 | 0.06 | 100 | 204415 | 165287 | 3.76 | 164118 | 3.98 | 0.06 | 120 | 242018 | 237521 | 4.02 | 235245 | 4.42 | 0.07 | 150 | 301764 | 297052 | 4.86 | 296027 | 5.12 | 0.09 | 200 | 402135 | 397233 | 5.64 | 394948 | 5.89 | 0.10 | 250 | 516287 | 511064 | 6.06 | 508420 | 6.45 | 0.12 | 300 | 609042 | 603245 | 6.69 | 598956 | 7.01 | 0.11 | 400 | 815371 | 809672 | 7.09 | 804896 | 7.82 | 0.12 |
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