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 10

Iterations of two algorithms (times).

Instance nameAlgorithmMeanStd. dev.C.V. valueSignificance test
value (sig. 1-tailed)

Perl 183-ACO193.3278.700.40710.63230.264
HACO183.9070.040.3808
Gaskell 67-ACO191.3486.360.45130.78310.218
HACO180.7043.320.2397
Gaskell 67-ACO254.4476.840.30200.20120.421
HACO251.8449.420.1962
Perl 183-ACO241.7477.290.31970.10000.460
HACO240.4647.330.1968
Christofides 69-ACO245.2479.100.32261.23400.110
HACO229.9262.300.2710
Perl 183-ACO247.1894.890.38390.43550.332
HACO240.8065.750.2730
Christofides 69-ACO248.0697.180.39180.26270.397
HACO244.0865.480.2681