TY - JOUR
T1 - An improved fireworks algorithm for the capacitated vehicle routing problem
AU - Yang, Weibo
AU - Ke, Liangjun
N1 - Publisher Copyright:
© 2018, Higher Education Press and Springer-Verlag GmbH Germany, part of Springer Nature.
PY - 2019/6/1
Y1 - 2019/6/1
N2 - The capacitated vehicle routing problem (CVRP), which aims at minimizing travel costs, is a well-known NP-hard combinatorial optimization. Owing to its hardness, many heuristic search algorithms have been proposed to tackle this problem. This paper explores a recently proposed heuristic algorithm named the fireworks algorithm (FWA), which is a swarm intelligence algorithm. We adopt FWA for the combinatorial CVRP problem with several modifications of the original FWA: it employs a new method to generate “sparks” according to the selection rule, and it uses a new method to determine the explosion amplitude for each firework. The proposed algorithm is compared with several heuristic search methods on some classical benchmark CVRP instances. The experimental results show a promising performance of the proposed method. We also discuss the strengths and weaknesses of our algorithm in contrast to traditional algorithms.
AB - The capacitated vehicle routing problem (CVRP), which aims at minimizing travel costs, is a well-known NP-hard combinatorial optimization. Owing to its hardness, many heuristic search algorithms have been proposed to tackle this problem. This paper explores a recently proposed heuristic algorithm named the fireworks algorithm (FWA), which is a swarm intelligence algorithm. We adopt FWA for the combinatorial CVRP problem with several modifications of the original FWA: it employs a new method to generate “sparks” according to the selection rule, and it uses a new method to determine the explosion amplitude for each firework. The proposed algorithm is compared with several heuristic search methods on some classical benchmark CVRP instances. The experimental results show a promising performance of the proposed method. We also discuss the strengths and weaknesses of our algorithm in contrast to traditional algorithms.
KW - computational intelligence
KW - fireworks algorithm
KW - vehicle routing problem
UR - https://www.scopus.com/pages/publications/85049198180
U2 - 10.1007/s11704-017-6418-9
DO - 10.1007/s11704-017-6418-9
M3 - 文章
AN - SCOPUS:85049198180
SN - 2095-2228
VL - 13
SP - 552
EP - 564
JO - Frontiers of Computer Science
JF - Frontiers of Computer Science
IS - 3
ER -