Evolutionary Hyperheuristics for Location-Routing Problem with Simultaneous Pickup and Delivery
Table 9
Results for the CLRPSPD instances in Prins set.
Instance
BKS
TS-SA
QS2-SA
AS-AM
PS-AM
Best
Gap
CPU
Best
Gap
CPU
Best
Gap
CPU
Best
Gap
CPU
20-5-1
56350
56350
0.00
0.5
56350
0.00
0.5
56350
0.00
0.3
56350
0.00
0.3
20-5-1b
40678
40678
0.00
0.3
40678
0.00
0.3
40678
0.00
0.2
40678
0.00
0.2
20-5-2
49712
49712
0.00
0.5
49712
0.00
0.6
49712
0.00
0.3
49712
0.00
0.3
20-5-2b
38357
38357
0.00
0.3
38357
0.00
0.3
38357
0.00
0.2
38357
0.00
0.2
50-5-1
100240
100240
0.00
4.0
100240
0.00
4.1
100240
0.00
3.4
100240
0.00
3.1
50-5-1b
68993
68993
0.00
1.8
68993
0.00
2.3
68993
0.00
2.1
68993
0.00
1.8
50-5-2
94280
94280
0.00
5.1
94280
0.00
5.2
94280
0.00
4.4
94280
0.00
3.1
50-5-2b
69123
69123
0.00
2.7
69123
0.00
2.7
69123
0.00
2.2
69123
0.00
2.0
50-5-2bis
86349
86349
0.00
4.0
86349
0.00
4.0
86349
0.00
3.5
86349
0.00
3.3
50-5-2bbis
52356
52356
0.00
2.8
52356
0.00
2.6
52356
0.00
2.3
52356
0.00
2.1
50-5-3
90419
90419
0.00
4.9
89737
−0.75
4.7
90419
0.00
3.4
90419
0.00
3.8
50-5-3b
62178
62178
0.00
2.0
62178
0.00
2.1
62178
0.00
1.7
62178
0.00
1.6
100-5-1
290168
290280
0.04
43.5
290280
0.04
46.6
290401
0.08
38.7
290505
0.12
34.1
100-5-1b
219199
223968
2.18
18.9
223966
2.17
18.6
223968
2.18
16.9
223966
2.17
18.0
100-5-2
206049
206170
0.06
32.9
206078
0.01
36.7
206170
0.06
30.2
206308
0.13
29.8
100-5-2b
162077
162083
0.00
15.1
162077
0.00
15.7
162077
0.00
13.4
162077
0.00
12.1
100-5-3
209142
209142
0.00
43.2
209142
0.00
41.5
209142
0.00
34.5
209142
0.00
30.6
100-5-3b
156971
157027
0.04
16.2
157027
0.04
15.9
157027
0.04
14.4
157027
0.04
12.2
100-10-1
326093
326093
0.00
40.5
326093
0.00
40.8
326093
0.00
35.1
326093
0.00
30.8
100-10-1b
272889
272889
0.00
21.8
272889
0.00
21.6
272889
0.00
18.5
272889
0.00
14.1
100-10-2
253074
253609
0.21
39.4
253096
0.01
40.5
253640
0.22
34.1
253074
0.00
29.6
100-10-2b
208941
208941
0.00
20.9
208944
0.00
21.8
208941
0.00
18.9
208941
0.00
16.5
100-10-3
268137
268451
0.12
41.3
268416
0.10
39.0
268531
0.15
35.7
268349
0.08
32.6
100-10-3b
214828
214828
0.00
16.0
214828
0.00
17.9
214828
0.00
15.5
214828
0.00
13.5
200-10-1
529512
498257
−5.90
334.6
498451
−5.87
306.0
499084
−5.75
233.5
498066
−5.94
187.8
200-10-1b
393699
384277
−2.39
195.2
393924
0.06
170.2
385287
−2.14
155.7
385737
−2.02
135.7
200−10-2
463637
463968
0.07
316.4
463913
0.06
282.1
464111
0.10
249.2
464031
0.08
178.3
200-10-2b
380670
380924
0.07
206.4
380833
0.04
173.4
381031
0.09
138.5
380611
−0.02
117.0
200-10-3
485379
485882
0.10
307.9
485946
0.12
304.5
486009
0.13
240.8
486134
0.16
162.3
200-10-3b
369201
369938
0.20
183.3
370303
0.30
171.8
370213
0.27
131.5
370412
0.33
101.6
AV
206192
−0.17
64.1
206485
−0.12
59.8
206283
−0.15
49.3
206241
−0.16
39.3
MD
0.00
17.6
0.00
18.3
0.00
16.2
0.00
13.8
Bold numbers are the minimum value among four obtained solutions. Underscore and italic numbers are the obtained values less than the best known solutions.