├── .classpath
├── .gitattributes
├── .project
├── .settings
└── org.eclipse.jdt.core.prefs
├── LICENSE
├── README.md
├── bin
├── ACO
│ ├── ACO.class
│ └── Ant.class
├── DP_TSP.class
├── GA
│ ├── Chromosome.class
│ └── GA.class
├── Greedy_TSP.class
├── PSO
│ ├── PSO.class
│ └── SO.class
├── SA.class
├── TabuSearchAlgorithm_TSP.class
└── util
│ ├── TspProblem.class
│ └── TspReader.class
├── resources
├── att48.tsp
├── data.txt
├── eil10.txt
├── eil23.txt
├── eil51.opt.txt
├── eil51.txt
└── eil76.tsp
├── result.txt
└── src
├── ACO
├── ACO.java
└── Ant.java
├── DP_TSP.java
├── GA
├── Chromosome.java
└── GA.java
├── Greedy_TSP.java
├── PSO
├── PSO.java
└── SO.java
├── SA.java
├── TabuSearchAlgorithm_TSP.java
└── util
├── TspProblem.java
└── TspReader.java
/.classpath:
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1 |
2 |
3 |
4 |
5 |
6 |
7 |
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/.gitattributes:
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1 | # Auto detect text files and perform LF normalization
2 | * text=auto
3 |
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/.project:
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1 |
2 |
3 | TSP
4 |
5 |
6 |
7 |
8 |
9 | org.eclipse.jdt.core.javabuilder
10 |
11 |
12 |
13 |
14 |
15 | org.eclipse.jdt.core.javanature
16 |
17 |
18 |
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/.settings/org.eclipse.jdt.core.prefs:
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1 | eclipse.preferences.version=1
2 | org.eclipse.jdt.core.compiler.codegen.inlineJsrBytecode=enabled
3 | org.eclipse.jdt.core.compiler.codegen.targetPlatform=1.8
4 | org.eclipse.jdt.core.compiler.codegen.unusedLocal=preserve
5 | org.eclipse.jdt.core.compiler.compliance=1.8
6 | org.eclipse.jdt.core.compiler.debug.lineNumber=generate
7 | org.eclipse.jdt.core.compiler.debug.localVariable=generate
8 | org.eclipse.jdt.core.compiler.debug.sourceFile=generate
9 | org.eclipse.jdt.core.compiler.problem.assertIdentifier=error
10 | org.eclipse.jdt.core.compiler.problem.enumIdentifier=error
11 | org.eclipse.jdt.core.compiler.source=1.8
12 |
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/LICENSE:
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1 | MIT License
2 |
3 | Copyright (c) 2020 Intgrp
4 |
5 | Permission is hereby granted, free of charge, to any person obtaining a copy
6 | of this software and associated documentation files (the "Software"), to deal
7 | in the Software without restriction, including without limitation the rights
8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 |
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 |
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/README.md:
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1 | # 求解TSP问题的智能算法
2 | 包含:蚁群算法、遗传算法、粒子群算法、模拟退火算法、禁忌搜索算法、动态规划算法、贪心算法
3 | 采用公开数据集如att48.tsp、eil10.txt、eil23.txt、eil51.txt、eil76.tsp
4 | 可用于相关智能算法的入门学习、带约束路径规划问题解决方法的理解。
5 |
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/bin/ACO/ACO.class:
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/bin/ACO/Ant.class:
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/bin/DP_TSP.class:
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/bin/GA/Chromosome.class:
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/bin/GA/GA.class:
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/bin/Greedy_TSP.class:
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/bin/PSO/PSO.class:
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/bin/PSO/SO.class:
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/bin/SA.class:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/bin/SA.class
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/bin/TabuSearchAlgorithm_TSP.class:
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/bin/util/TspProblem.class:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/bin/util/TspProblem.class
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/bin/util/TspReader.class:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/bin/util/TspReader.class
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/resources/att48.tsp:
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1 | NAME : att48
2 | COMMENT : 48 capitals of the US (Padberg/Rinaldi)
3 | TYPE : TSP
4 | DIMENSION : 48
5 | EDGE_WEIGHT_TYPE : ATT
6 | NODE_COORD_SECTION
7 | 1 6734 1453
8 | 2 2233 10
9 | 3 5530 1424
10 | 4 401 841
11 | 5 3082 1644
12 | 6 7608 4458
13 | 7 7573 3716
14 | 8 7265 1268
15 | 9 6898 1885
16 | 10 1112 2049
17 | 11 5468 2606
18 | 12 5989 2873
19 | 13 4706 2674
20 | 14 4612 2035
21 | 15 6347 2683
22 | 16 6107 669
23 | 17 7611 5184
24 | 18 7462 3590
25 | 19 7732 4723
26 | 20 5900 3561
27 | 21 4483 3369
28 | 22 6101 1110
29 | 23 5199 2182
30 | 24 1633 2809
31 | 25 4307 2322
32 | 26 675 1006
33 | 27 7555 4819
34 | 28 7541 3981
35 | 29 3177 756
36 | 30 7352 4506
37 | 31 7545 2801
38 | 32 3245 3305
39 | 33 6426 3173
40 | 34 4608 1198
41 | 35 23 2216
42 | 36 7248 3779
43 | 37 7762 4595
44 | 38 7392 2244
45 | 39 3484 2829
46 | 40 6271 2135
47 | 41 4985 140
48 | 42 1916 1569
49 | 43 7280 4899
50 | 44 7509 3239
51 | 45 10 2676
52 | 46 6807 2993
53 | 47 5185 3258
54 | 48 3023 1942
55 | EOF
56 |
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/resources/data.txt:
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1 | 1 6734 1453
2 | 2 2233 10
3 | 3 5530 1424
4 | 4 401 841
5 | 5 3082 1644
6 | 6 7608 4458
7 | 7 7573 3716
8 | 8 7265 1268
9 | 9 6898 1885
10 | 10 1112 2049
11 | 11 5468 2606
12 | 12 5989 2873
13 | 13 4706 2674
14 | 14 4612 2035
15 | 15 6347 2683
16 | 16 6107 669
17 | 17 7611 5184
18 | 18 7462 3590
19 | 19 7732 4723
20 | 20 5900 3561
21 | 21 4483 3369
22 | 22 6101 1110
23 | 23 5199 2182
24 | 24 1633 2809
25 | 25 4307 2322
26 | 26 675 1006
27 | 27 7555 4819
28 | 28 7541 3981
29 | 29 3177 756
30 | 30 7352 4506
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/resources/eil10.txt:
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1 | NAME : eil51
2 | COMMENT : 51-city problem (Christofides/Eilon)
3 | TYPE : TSP
4 | DIMENSION : 51
5 | EDGE_WEIGHT_TYPE : EUC_2D
6 | NODE_COORD_SECTION
7 | 1 37 52
8 | 2 49 49
9 | 3 52 64
10 | 4 20 26
11 | 5 40 30
12 | 6 21 47
13 | 7 17 63
14 | 8 31 62
15 | 9 52 33
16 | 10 51 21
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/resources/eil23.txt:
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1 | NAME : eil51
2 | COMMENT : 51-city problem (Christofides/Eilon)
3 | TYPE : TSP
4 | DIMENSION : 51
5 | EDGE_WEIGHT_TYPE : EUC_2D
6 | NODE_COORD_SECTION
7 | 1 37 52
8 | 2 49 49
9 | 3 52 64
10 | 4 20 26
11 | 5 40 30
12 | 6 21 47
13 | 7 17 63
14 | 8 31 62
15 | 9 52 33
16 | 10 51 21
17 | 11 42 41
18 | 12 31 32
19 | 13 5 25
20 | 14 12 42
21 | 15 36 16
22 | 16 52 41
23 | 17 27 23
24 | 18 17 33
25 | 19 13 13
26 | 20 57 58
27 | 21 62 42
28 | 22 42 57
29 | 23 16 57
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/resources/eil51.opt.txt:
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1 | NAME : eil51.opt.tour
2 | COMMENT : Optimal tour for eil51.tsp (426)
3 | TYPE : TOUR
4 | DIMENSION : 51
5 | TOUR_SECTION
6 | 1
7 | 22
8 | 8
9 | 26
10 | 31
11 | 28
12 | 3
13 | 36
14 | 35
15 | 20
16 | 2
17 | 29
18 | 21
19 | 16
20 | 50
21 | 34
22 | 30
23 | 9
24 | 49
25 | 10
26 | 39
27 | 33
28 | 45
29 | 15
30 | 44
31 | 42
32 | 40
33 | 19
34 | 41
35 | 13
36 | 25
37 | 14
38 | 24
39 | 43
40 | 7
41 | 23
42 | 48
43 | 6
44 | 27
45 | 51
46 | 46
47 | 12
48 | 47
49 | 18
50 | 4
51 | 17
52 | 37
53 | 5
54 | 38
55 | 11
56 | 32
57 | -1
58 | EOF
59 |
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/resources/eil51.txt:
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1 | NAME : eil51
2 | COMMENT : 51-city problem (Christofides/Eilon)
3 | TYPE : TSP
4 | DIMENSION : 51
5 | EDGE_WEIGHT_TYPE : EUC_2D
6 | NODE_COORD_SECTION
7 | 1 37 52
8 | 2 49 49
9 | 3 52 64
10 | 4 20 26
11 | 5 40 30
12 | 6 21 47
13 | 7 17 63
14 | 8 31 62
15 | 9 52 33
16 | 10 51 21
17 | 11 42 41
18 | 12 31 32
19 | 13 5 25
20 | 14 12 42
21 | 15 36 16
22 | 16 52 41
23 | 17 27 23
24 | 18 17 33
25 | 19 13 13
26 | 20 57 58
27 | 21 62 42
28 | 22 42 57
29 | 23 16 57
30 | 24 8 52
31 | 25 7 38
32 | 26 27 68
33 | 27 30 48
34 | 28 43 67
35 | 29 58 48
36 | 30 58 27
37 | 31 37 69
38 | 32 38 46
39 | 33 46 10
40 | 34 61 33
41 | 35 62 63
42 | 36 63 69
43 | 37 32 22
44 | 38 45 35
45 | 39 59 15
46 | 40 5 6
47 | 41 10 17
48 | 42 21 10
49 | 43 5 64
50 | 44 30 15
51 | 45 39 10
52 | 46 32 39
53 | 47 25 32
54 | 48 25 55
55 | 49 48 28
56 | 50 56 37
57 | 51 30 40
58 | EOF
59 |
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/resources/eil76.tsp:
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1 | NAME : eil76
2 | COMMENT : 76-city problem (Christofides/Eilon)
3 | TYPE : TSP
4 | DIMENSION : 76
5 | EDGE_WEIGHT_TYPE : EUC_2D
6 | NODE_COORD_SECTION
7 | 1 22 22
8 | 2 36 26
9 | 3 21 45
10 | 4 45 35
11 | 5 55 20
12 | 6 33 34
13 | 7 50 50
14 | 8 55 45
15 | 9 26 59
16 | 10 40 66
17 | 11 55 65
18 | 12 35 51
19 | 13 62 35
20 | 14 62 57
21 | 15 62 24
22 | 16 21 36
23 | 17 33 44
24 | 18 9 56
25 | 19 62 48
26 | 20 66 14
27 | 21 44 13
28 | 22 26 13
29 | 23 11 28
30 | 24 7 43
31 | 25 17 64
32 | 26 41 46
33 | 27 55 34
34 | 28 35 16
35 | 29 52 26
36 | 30 43 26
37 | 31 31 76
38 | 32 22 53
39 | 33 26 29
40 | 34 50 40
41 | 35 55 50
42 | 36 54 10
43 | 37 60 15
44 | 38 47 66
45 | 39 30 60
46 | 40 30 50
47 | 41 12 17
48 | 42 15 14
49 | 43 16 19
50 | 44 21 48
51 | 45 50 30
52 | 46 51 42
53 | 47 50 15
54 | 48 48 21
55 | 49 12 38
56 | 50 15 56
57 | 51 29 39
58 | 52 54 38
59 | 53 55 57
60 | 54 67 41
61 | 55 10 70
62 | 56 6 25
63 | 57 65 27
64 | 58 40 60
65 | 59 70 64
66 | 60 64 4
67 | 61 36 6
68 | 62 30 20
69 | 63 20 30
70 | 64 15 5
71 | 65 50 70
72 | 66 57 72
73 | 67 45 42
74 | 68 38 33
75 | 69 50 4
76 | 70 66 8
77 | 71 59 5
78 | 72 35 60
79 | 73 27 24
80 | 74 40 20
81 | 75 40 37
82 | 76 40 40
83 | EOF
84 |
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/result.txt:
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1 | 6.051832705113984E-4
2 | 6.08325761766038E-4
3 | 6.119653653720593E-4
4 | 6.071960621799918E-4
5 | 6.024561971490629E-4
6 | 6.064951308556777E-4
7 | 6.071540976298896E-4
8 | 6.156646350412696E-4
9 | 6.092373235666508E-4
10 | 6.060135062567495E-4
11 | 6.024931718333082E-4
12 | 6.054277287640995E-4
13 | 6.092877525069247E-4
14 | 6.073392548071386E-4
15 | 6.026671916068048E-4
16 | 5.857164396294711E-4
17 | 5.855698338417474E-4
18 | 5.888778781035177E-4
19 | 6.108160566208132E-4
20 | 6.024447491961863E-4
21 | 5.980013344866453E-4
22 | 5.939272097970904E-4
23 | 5.986556925673238E-4
24 | 6.020025658746914E-4
25 | 6.036683407701346E-4
26 | 6.066405934950811E-4
27 | 5.934462340562134E-4
28 | 6.069473953520777E-4
29 | 6.144684466242629E-4
30 | 6.041458785851931E-4
31 | 6.128100352978468E-4
32 | 6.045646306088176E-4
33 | 5.89292633068552E-4
34 | 5.858574977852194E-4
35 | 5.878890212723777E-4
36 | 5.789672929422957E-4
37 | 5.777634485364876E-4
38 | 5.841172547978133E-4
39 | 5.938710872512619E-4
40 | 5.791925676066507E-4
41 | 5.821927771936772E-4
42 | 5.907488969023308E-4
43 | 5.837220047481153E-4
44 | 5.941518363471467E-4
45 | 6.108931768536648E-4
46 | 6.085451166551846E-4
47 | 6.044483537012159E-4
48 | 6.064078246954517E-4
49 | 6.077916722672002E-4
50 | 6.142475844918567E-4
51 | 6.139490871492082E-4
52 | 6.147226287988642E-4
53 | 6.116681437371968E-4
54 | 6.111639353081092E-4
55 | 6.111584809860953E-4
56 | 6.015547721278973E-4
57 | 6.050421650461295E-4
58 | 6.168230477663802E-4
59 | 6.124214320183635E-4
60 | 6.28497550358047E-4
61 | 6.402359581961678E-4
62 | 6.404995708448502E-4
63 | 6.40145281154612E-4
64 | 6.268437087353086E-4
65 | 6.234820043009984E-4
66 | 6.194169053815218E-4
67 | 6.171711524378146E-4
68 | 6.10107316695396E-4
69 | 5.946328148188684E-4
70 | 6.024262543033221E-4
71 | 5.896524192478994E-4
72 | 5.894241408600817E-4
73 | 6.035953343853967E-4
74 | 6.177892860144149E-4
75 | 6.18821508250951E-4
76 | 6.104915615238461E-4
77 | 6.048409538814771E-4
78 | 6.055422558358792E-4
79 | 6.037547747795975E-4
80 | 6.001257207692233E-4
81 | 6.066656558329665E-4
82 | 6.087065306506869E-4
83 | 6.186993364650677E-4
84 | 6.149290987842953E-4
85 | 6.25342044202534E-4
86 | 6.122684705169315E-4
87 | 6.290137641517235E-4
88 | 6.330685461252629E-4
89 | 6.322047609244359E-4
90 | 6.271037980309978E-4
91 | 6.319365840799533E-4
92 | 6.087394223736084E-4
93 | 6.187839216029495E-4
94 | 6.286780430343796E-4
95 | 6.443599395193947E-4
96 | 6.425215913147968E-4
97 | 6.234903098664694E-4
98 | 6.122448276465312E-4
99 | 6.157187281057353E-4
100 | 6.282539288248153E-4
101 |
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/src/ACO/ACO.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/ACO/ACO.java
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/src/ACO/Ant.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/ACO/Ant.java
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/src/DP_TSP.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/DP_TSP.java
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/src/GA/Chromosome.java:
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1 | package GA;
2 |
3 | import java.util.Random;
4 | import java.util.Vector;
5 |
6 | public class Chromosome implements Cloneable {
7 |
8 | private int[] tour;
9 | private int[][] distance;
10 | private int cityNum;
11 | private double fitness;
12 |
13 | public Chromosome() {
14 | cityNum = 30;
15 | tour = new int[cityNum];
16 | distance = new int[cityNum][cityNum];
17 | }
18 |
19 | public Chromosome(int num, int[][] distance) {
20 | this.cityNum = num;
21 | tour = new int[cityNum];
22 | this.distance = distance;
23 |
24 | }
25 |
26 | public void randomGeneration() {
27 | Vector allowedCities = new Vector();
28 | for (int i = 0; i < cityNum; i++) {
29 | allowedCities.add(Integer.valueOf(i));
30 | }
31 |
32 | Random r = new Random(System.currentTimeMillis());
33 | for (int i = 0; i < cityNum; i++) {
34 |
35 | int index = r.nextInt(allowedCities.size());
36 | int selectedCity = allowedCities.get(index).intValue();
37 | tour[i] = selectedCity;
38 | allowedCities.remove(index);
39 | }
40 |
41 | }
42 |
43 | public void print() {
44 | for (int i = 0; i < cityNum; i++) {
45 | System.out.print(tour[i] + ",");
46 | }
47 | System.out.println();
48 | System.out.println("Its fitness measure is: " + getFitness());
49 | }
50 |
51 | private double calculatefitness() {
52 | /*
53 | * for (int i = 0; i < cityNum; i++) { for (int j = 0; j < cityNum; j++) {
54 | * System.out.print(distance[i][j]+"\t"); } System.out.println(); }
55 | */
56 | double fitness = 0.0;
57 | int len = 0;
58 | for (int i = 0; i < cityNum - 1; i++) {
59 | len += distance[this.tour[i]][this.tour[i + 1]];
60 | }
61 | len += distance[0][tour[cityNum - 1]];
62 | fitness = 1.0 / len;
63 | return fitness;
64 | }
65 |
66 | public int[] getTour() {
67 | return tour;
68 | }
69 |
70 | public void setTour(int[] tour) {
71 | this.tour = tour;
72 | }
73 |
74 | public int[][] getDistance() {
75 | return distance;
76 | }
77 |
78 | public void setDistance(int[][] distance) {
79 | this.distance = distance;
80 | }
81 |
82 | public int getCityNum() {
83 | return cityNum;
84 | }
85 |
86 | public void setCityNum(int cityNum) {
87 | this.cityNum = cityNum;
88 | }
89 |
90 | public double getFitness() {
91 | this.fitness = calculatefitness();
92 | return fitness;
93 | }
94 |
95 | public void setFitness(double fitness) {
96 | this.fitness = fitness;
97 | }
98 |
99 | @Override
100 | protected Object clone() throws CloneNotSupportedException {
101 | Chromosome chromosome = (Chromosome) super.clone();
102 | chromosome.cityNum = this.cityNum;
103 | chromosome.distance = this.distance.clone();
104 | chromosome.tour = this.tour.clone();
105 | chromosome.fitness = this.fitness;
106 | return chromosome;
107 | }
108 |
109 | }
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/src/GA/GA.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/GA/GA.java
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/src/Greedy_TSP.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/Greedy_TSP.java
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/src/PSO/PSO.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/PSO/PSO.java
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/src/PSO/SO.java:
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1 | package PSO;
2 |
3 |
4 | public class SO {
5 | private int x;
6 | private int y;
7 |
8 | public SO(int x,int y){
9 | this.x=x;
10 | this.y=y;
11 | }
12 |
13 | public int getX() {
14 | return x;
15 | }
16 |
17 | public void setX(int x) {
18 | this.x = x;
19 | }
20 |
21 | public int getY() {
22 | return y;
23 | }
24 |
25 | public void setY(int y) {
26 | this.y = y;
27 | }
28 |
29 | public void print(){
30 | System.out.println("x:"+this.x+" y:"+this.y);
31 |
32 | }
33 |
34 | }
35 |
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/src/SA.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/SA.java
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/src/TabuSearchAlgorithm_TSP.java:
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/src/util/TspProblem.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/util/TspProblem.java
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/src/util/TspReader.java:
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https://raw.githubusercontent.com/Intgrp/TSP/b7d632be41c55ebf2b69fb35f17dcbfc1ce04218/src/util/TspReader.java
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