Research Article
Solving a Closed-Loop Location-Inventory-Routing Problem with Mixed Quality Defects Returns in E-Commerce by Hybrid Ant Colony Optimization Algorithm
Table 4
Results with different ρ (cost: million CNY; iterations: number).
| ρ | Cost | Iterations | Mean | Std. dev. | C.V. | Mean | Std. dev. | C.V. |
| 0.1 | ACO | 32.22 | 0.74 | 0.0229 | 157.19 | 40.58 | 0.2581 | HACO | 32.12 | 0.93 | 0.0289 | 138.4 | 21.02 | 0.1518 | 0.2 | ACO | 32.38 | 0.87 | 0.0269 | 133.27 | 20.57 | 0.1543 | HACO | 32.7 | 0.97 | 0.0296 | 124.12 | 13.01 | 0.1048 | 0.3 | ACO | 32.65 | 0.94 | 0.0289 | 132.8 | 31.09 | 0.2341 | HACO | 32.75 | 1.45 | 0.0443 | 122.1 | 13.09 | 0.1072 | 0.4 | ACO | 33.03 | 0.94 | 0.0284 | 131.86 | 28.76 | 0.2181 | HACO | 33.31 | 1.1 | 0.033 | 122.98 | 20.2 | 0.1643 | 0.5 | ACO | 33.41 | 0.87 | 0.0261 | 157.27 | 67.72 | 0.4306 | HACO | 33.55 | 1.08 | 0.0323 | 116.24 | 15.44 | 0.1328 |
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