Biomedical Engineering Reference
In-Depth Information
Table 5.10
Total.Number.of.Extreme.Nondominated.Solutions.for.Constrained.Test.Functions
Scaling
Factor
Test
Function
MOGA
NPGA2
NSGA2
SPEA2
PAES
MICROGA
JG
0.01
DEB
63
56
64
59
71
14
73
0.01
BEL.
46
53
86
65
13
26
89
0.01
SRIN
6
6
29
18
0
16
38
0.01
TAN.
18
6
21
11
0
6
26
0.01
BINH.
2
2
16
11
0
0
10
Note:
. The.best.result.for.each.test.function.is.marked.in.bold.
Table 5.11
Statistical.Results.of.Binary.ε-Indicator.in.Terms.of.the.Number.of.Occurrences.in.
Three.Different.Cases.for.Unconstrained.Test.Functions.with.Binary.Coding
TestFunction
Case
MOGA
NPGA2
NSGA2
SPEA2
PAES
MICROGA
SCH
Case.I
1,541
738
742
644
513
2,329
Case.II
27
89
274
144
378
0
Case.III
932
1,673
1,484
1,712
1,609
171
FON
Case.I
290
331
190
152
1,787
934
Case.II
13
11
116
96
0
0
Case.III
2,197
2,158
2,194
2,252
713
1,566
POL
Case.I
1,567
1,568
913
1,207
2,366
2,064
Case.II
0
0
636
79
0
0
Case.III
933
932
951
1,214
134
436
ZIT1.(binary)
Case.I
1,948
1,435
1,028
1,592
0
2,497
Case.II
108
453
973
432
0
0
Case.III
444
612
499
476
2,500
3
ZIT2.(binary)
Case.I
2,337
1,307
1,156
1,473
127
2,500
Case.II
68
852
1071
713
0
0
Case.III
95
341
273
314
2,373
0
ZIT3.(binary)
Case.I
2,055
1,006
987
1,664
796
2,499
Case.II
149
915
801
394
0
0
Case.III
296
579
712
442
1,704
1
ZIT4.(binary)
Case.I
1,514
1,608
1,477
1,509
2,372
2,500
Case.II
366
167
892
833
8
0
Case.III
620
725
131
158
120
0
ZIT6.(binary)
Case.I
2,481
1,489
1,434
1,858
856
2,500
Case.II
10
616
731
441
103
0
Case.III
9
395
335
201
1,541
0
Source:
. Data.from.Chan,.T..M.,.Man,.K..F.,.Kwong,.S.,.Tang,.K..S.,.A.jumping.gene.paradigm.for.
evolutionary.multiobjective.optimization,.
IEEETransactionsonEvolutionaryComputation
,.
12(2),.143-159,.2008.
Note:
. The.best.result.for.each.case.is.marked.in.bold.
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