Table 10 Redundancy of Unloading with and without Mutation Operator Across Different Cases.

From: A multi-population multi-objective maritime inventory routing optimization algorithm with three-level dynamic encoding

Test case

Demand Port

Type of Containers

Required Quantity

With mutation operator

Without mutation operator

Unloading quantity

Redundancy quantity

Unloading quantity

Redundancy quantity

Small case 1

Port1

a-type

500

534.7

34.7

691.3

191.3

Port2

b-type

900

992.4

92.4

1247.4

247.4

c-type

800

887.3

87.3

756.1

0

Port3

a-type

800

775.6

0

1045.4

245.4

Total

   

214.4

 

684.1

Middle case 1

Port1

a-type

500

562.3

62.3

834.8

334.8

Port2

b-type

900

970.2

70.2

1137.3

237.3

c-type

800

787.9

0

731.4

0

Port3

a-type

800

792.3

0

1083.5

283.5

Port4

a-type

500

591.4

91.4

439.5

0

c-type

800

909.2

109.2

1102.3

302.3

Port5

a-type

800

904.3

104.3

1027.3

227.3

b-type

800

877.5

77.5

1032.4

232.4

c-type

900

994.9

94.9

1080.1

280.1

Port7

c-type

700

773.8

73.8

842.3

142.3

Port8

b-type

800

849.2

49.2

984.6

184.6

Total

   

732.8

 

2224.6

Large case 1

Port1

a-type

500

545.3

45.3

777.4

277.4

Port2

b-type

900

934.4

34.4

1177.0

277.0

c-type

800

837.8

37.8

1005.1

205.1

Port3

a-type

800

901.7

101.7

1224.5

424.5

Port7

a-type

800

844.5

44.5

701.2

0

Port8

b-type

800

870.9

70.9

989.5

189.5

Port9

c-type

900

985.4

85.4

835.9

0

Port11

a-type

800

883.8

83.8

1091.5

291.5

c-type

700

803.3

103.3

925.3

225.3

Port12

b-type

800

786.4

0

1023.5

223.5

Total

   

607.1

 

2113.8