A Hybrid Genetic and Ant Colony Algorithm for Finding the Shortest Path in Dynamic Traffic Networks

作者: Shuijian Zhang , Ying Zhang

DOI: 10.3103/S014641161801008X

关键词:

摘要: Solving the dynamic shortest path problem has become important in development of intelligent transportation systems due to increasing use this technology supplying accurate traffic information. This paper focuses on finding from a single source destination given network. The goal our studies is develop an algorithm optimize journey time for traveler when conditions are state change. In paper, models network and were investigated. A novel based hybridizing genetic ant colony algorithms was developed, some improvements made according nature performance hybrid demonstrated through experiment real experimental results proved that proposed could effectively find optimum may be useful vehicle navigation systems.

参考文章(21)
Marco Dorigo, Mauro Birattari, Thomas Stutzle, Ant colony optimization: artificial ants as a computational intelligence technique IEEE Computational Intelligence Magazine. ,vol. 1, pp. 28- 39 ,(2006) , 10.1109/CI-M.2006.248054
Marusz Głąbowski, Bartosz Nowak, Przemysław, Musznicki, Piotr Zwierzykowski, Shortest Path Problem Solving Based on Ant Colony Optimization Metaheuristic Image Processing and Communications. ,vol. 17, pp. 7- 17 ,(2012) , 10.2478/V10248-012-0011-5
M. Birattari, T. Stutzle, M. Dorigo, Ant Colony Optimization ,(2004)
Kenneth L Cooke, Eric Halsey, The shortest route through a network with time-dependent internodal transit times Journal of Mathematical Analysis and Applications. ,vol. 14, pp. 493- 498 ,(1966) , 10.1016/0022-247X(66)90009-6
Andrei Lissovoi, Carsten Witt, Runtime analysis of ant colony optimization on dynamic shortest path problems Theoretical Computer Science. ,vol. 561, pp. 73- 85 ,(2015) , 10.1016/J.TCS.2014.06.035
Robert W. Floyd, Algorithm 97: Shortest path Communications of The ACM. ,vol. 5, pp. 345- ,(1962) , 10.1145/367766.368168
Seung-Ho Ok, Woo-Jin Seo, Jin-Ho Ahn, Sungho Kang, Byungin Moon, An Ant Colony Optimization Approach for the Preference-Based Shortest Path Search international conference on future generation communication and networking. ,vol. 34, pp. 539- 546 ,(2011) , 10.1007/978-3-642-10844-0_63
B. Huang, Q. Wu, F. B. Zhan, A shortest path algorithm with novel heuristics for dynamic transportation networks International Journal of Geographical Information Science. ,vol. 21, pp. 625- 644 ,(2007) , 10.1080/13658810601079759
G. Ramalingam, Thomas Reps, An Incremental Algorithm for a Generalization of the Shortest-Path Problem Journal of Algorithms. ,vol. 21, pp. 267- 305 ,(1996) , 10.1006/JAGM.1996.0046