Title of article :
Cuckoo search via Levy flights for the capacitated vehicle routing problem
Author/Authors :
Santillan Jon Henly نويسنده Department of Mathematics, Physics, and Computer Science, University of the Philippines Mindanao, Mintal, 8022 Davao, Philippines , Tapucar Samantha نويسنده Department of Mathematics, Physics, and Computer Science, University of the Philippines Mindanao, Mintal, 8022 Davao, Philippines , Manliguez Cinmayii نويسنده Department of Mathematics, Physics, and Computer Science, University of the Philippines Mindanao, Mintal, 8022 Davao, Philippines , Calag Vicente نويسنده Department of Mathematics, Physics, and Computer Science, University of the Philippines Mindanao, Mintal, 8022 Davao, Philippines
Pages :
12
From page :
293
To page :
304
Abstract :
For this paper, we explored the implementation of the cuckoo search algorithm applied to the capacitated vehicle routing problem. The cuckoo search algorithm was implemented with Lévy flights with the 2-opt and double-bridge operations, and with 500 iterations for each run. The algorithm was tested on the problem instances from the Augerat benchmark dataset. The algorithm did not perform well on the problem instances, save for a select few on which the algorithm achieved the close to near-optimal result and one on which the algorithm achieved the optimal result. Increasing the number of iterations for each run of the algorithm on the two large-scale problem instances led to obtaining solutions closer to the optimal solution compared to the ones obtained with fewer number iterations. This gives an idea that the larger the problem instance becomes, the slower the algorithm converges to the optimal solution. Several other factors may also have contributed to the overall performance of the algorithm. Regardless of its performance, the algorithm was able to obtain routes that satisfied the constraints of the capacitated vehicle routing problem. The potential of the cuckoo search algorithm in solving combinatorial problems is demonstrated in this study in which the performance of the algorithm on routing problems was explored.
Journal title :
Astroparticle Physics
Serial Year :
2018
Record number :
2411420
Link To Document :
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