Abstract
In this paper, we propose a novel method based on discrete firefly algorithm for traveling salesman problem. We redefine the distance of firefly algorithm by introducing swap operator and swap sequence to avoid algorithm easily falling into local solution and accelerate convergence speed. In addition, we adopt dynamic mechanism based on neighborhood search algorithm. Finally, the comparison experiment results show that the novel algorithm can search perfect solution within a short time, and greatly improve the effectiveness of solving the traveling salesman problem.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Carrabs, F., Cordeau, J.F., Laporte, G.: Variable neighborhood search for the pickup and delivery traveling salesman problem with LIFO loading. Informs J. Comput. 19(4), 2007 (2015)
Yang, X.S.: Cuckoo search and firefly algorithm. Eng. Optim. 516, 1–26 (2014)
Massan, S.U.R., Wagan, A.I., Shaikh, M.M., et al.: Wind turbine micrositing by using the firefly algorithm. Appl. Soft Comput. 27(2), 450–456 (2014)
Li, M., Ma, J., Zhang, Y., et al.: Firefly algorithm solving multiple traveling salesman problem. J. Comput. Theor. Nanosci. 12(7), 1277–1281 (2015)
Meng, M., Shoulin, Y., Xinyuan, H.: A new method used for traveling salesman problem based on discrete artificial bee colony algorithm. TELKOMNIKA 14(1), 342–348 (2016)
Zhang, Y.F., Li, Y.G.: An improve firefly algorithm and its application in nonlinear equation groups. Adv. Mater. Res. 1049(5), 1670–1674 (2014)
Iwata, S., Newman, A., Ravi, R.: Graph-TSP from Steiner cycles. In: Kratsch, D., Todinca, I. (eds.) WG 2014. LNCS, vol. 8747, pp. 312–323. Springer, Cham (2014). doi:10.1007/978-3-319-12340-0_26
Yu, L., Li, M., Yang, Y., et al.: An improved ant colony optimization for vehicle routing problem. In: Logistics: The Emerging Frontiers of Transportation and Development in China, ASCE, pp. 3360–3366 (2015)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Jie, L., Teng, L., Yin, S. (2017). An Improved Discrete Firefly Algorithm Used for Traveling Salesman Problem. In: Tan, Y., Takagi, H., Shi, Y. (eds) Advances in Swarm Intelligence. ICSI 2017. Lecture Notes in Computer Science(), vol 10385. Springer, Cham. https://doi.org/10.1007/978-3-319-61824-1_64
Download citation
DOI: https://doi.org/10.1007/978-3-319-61824-1_64
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-61823-4
Online ISBN: 978-3-319-61824-1
eBook Packages: Computer ScienceComputer Science (R0)