Skip to main content

2016 | OriginalPaper | Buchkapitel

Quick Convergence Algorithm of ACO Based on Convergence Grads Expectation

verfasst von : Zhongming Yang, Yong Qin, Huang Han, Yunfu Jia

Erschienen in: Computational Intelligence and Intelligent Systems

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

While the ACO can find the optimal path of network, there are too many iterative times and too slow the convergence speed is also very slow. This paper proposes the Q-ACO QoSR based on convergence expectation with the real-time and the high efficiency of network. This algorithm defines index expectation function of link, and proposes convergence expectation and convergence grads. This algorithm can find the optimal path by comparing the convergence grads in a faster and bigger probability. This algorithm improves the ability of routing and convergence speed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Colorni, A., Dorigo, M., Maniezzo, V., et al.: Distributed optimization by ant colonies. In: Proceedings of the 1st European Conference on Artificial Life, pp. 134–142(1991) Colorni, A., Dorigo, M., Maniezzo, V., et al.: Distributed optimization by ant colonies. In: Proceedings of the 1st European Conference on Artificial Life, pp. 134–142(1991)
2.
Zurück zum Zitat Dorigo, M., Maniezzo, V., Colorni, A.: Ant system: optimization by a colony of cooperating agent. IEEE Trans. Syst. Man Cybern. Part B 26(1), 29–41 (1996)CrossRef Dorigo, M., Maniezzo, V., Colorni, A.: Ant system: optimization by a colony of cooperating agent. IEEE Trans. Syst. Man Cybern. Part B 26(1), 29–41 (1996)CrossRef
3.
Zurück zum Zitat Gambardella, L.M., Taillard, E.D., Dorigo, M.: Ant colonies for the quadratic assignment problem. J. Oper. Res. Soc. 50(2), 167–176 (1999)CrossRefMATH Gambardella, L.M., Taillard, E.D., Dorigo, M.: Ant colonies for the quadratic assignment problem. J. Oper. Res. Soc. 50(2), 167–176 (1999)CrossRefMATH
4.
Zurück zum Zitat Costa, D., Hertz, A.: Ants can color graph. J. Oper. Res. Soc. 48(3), 295–305 (1997)CrossRefMATH Costa, D., Hertz, A.: Ants can color graph. J. Oper. Res. Soc. 48(3), 295–305 (1997)CrossRefMATH
5.
Zurück zum Zitat Colorni, A., Dorigo, M., Maniezzo, V., et al.: Ant system for job-shop scheduling. Belg. J. Oper. Res. Statist. Comput. Sci. 34, 39–53 (1994)MATH Colorni, A., Dorigo, M., Maniezzo, V., et al.: Ant system for job-shop scheduling. Belg. J. Oper. Res. Statist. Comput. Sci. 34, 39–53 (1994)MATH
6.
Zurück zum Zitat Cui, X., Lin, C.: A Constrained quality of service routing algorithm with multiple objectives. J. Comput. Res. Develop. 41(8), 1368–1375 (2004) Cui, X., Lin, C.: A Constrained quality of service routing algorithm with multiple objectives. J. Comput. Res. Develop. 41(8), 1368–1375 (2004)
7.
Zurück zum Zitat Cui, X., Lin, C.: Multicast QoS routing optimization based on multi-objective genetic algorithm. Chin. J. Comput. 41(7), 1144–1150 (2004) Cui, X., Lin, C.: Multicast QoS routing optimization based on multi-objective genetic algorithm. Chin. J. Comput. 41(7), 1144–1150 (2004)
8.
Zurück zum Zitat Cui, Y., Wu, J., Xu, K., Xu, M.: Research on internetwork QoS routing algorithms: a survey. J. Softw. 13(11), 2065–2073 (2002) Cui, Y., Wu, J., Xu, K., Xu, M.: Research on internetwork QoS routing algorithms: a survey. J. Softw. 13(11), 2065–2073 (2002)
9.
Zurück zum Zitat Li, Y., Ma, Z.: A mitigating stagnation-based ant colony optimization routing algorithm. In: Proceedings of ISCIT (2005), pp. 34–37 (2005) Li, Y., Ma, Z.: A mitigating stagnation-based ant colony optimization routing algorithm. In: Proceedings of ISCIT (2005), pp. 34–37 (2005)
10.
Zurück zum Zitat Wang, Z., Zhang, D., A Qos multicast routing algorithm based on ant colony algorithm. In: IEEE 1007(2005), pp. 1007–1009 (2005) Wang, Z., Zhang, D., A Qos multicast routing algorithm based on ant colony algorithm. In: IEEE 1007(2005), pp. 1007–1009 (2005)
11.
Zurück zum Zitat Li, L., Yang, X., et al.: Research of multi-path routing protocol based on parallel ant colony algorithm optimization in mobile ad hoc networks. In: Fifth International Conference on Information Technology: New Generations (2008), pp. 1006–1010 (2008) Li, L., Yang, X., et al.: Research of multi-path routing protocol based on parallel ant colony algorithm optimization in mobile ad hoc networks. In: Fifth International Conference on Information Technology: New Generations (2008), pp. 1006–1010 (2008)
12.
Zurück zum Zitat Qi, J., Zhang, S., Sun, Y., Lei, Y.: Cognitive networks multi-constraint QoS routing algorithm based on autonomic ant colony algorithm. J. Nanjing University Posts Telecommun. (Nat. Sci.) 32(6), 86–91 (2012) Qi, J., Zhang, S., Sun, Y., Lei, Y.: Cognitive networks multi-constraint QoS routing algorithm based on autonomic ant colony algorithm. J. Nanjing University Posts Telecommun. (Nat. Sci.) 32(6), 86–91 (2012)
13.
Zurück zum Zitat Wang, H., Li, Y.: Quantum ant colony algorithm for QoS best routing problem. Comput. Simul.31(3), 295–298 (2014) Wang, H., Li, Y.: Quantum ant colony algorithm for QoS best routing problem. Comput. Simul.31(3), 295–298 (2014)
15.
Zurück zum Zitat Hao, Z.-F., Huang, H., Zhang, X., Tu, K.: A time complexity analysis of ACO for linear functions. In: Wang, T.-D., Li, X., Chen, S.-H., Wang, X., Abbass, H.A., Iba, H., Chen, G.-L., Yao, X. (eds.) SEAL 2006. LNCS, vol. 4247, pp. 513–520. Springer, Heidelberg (2006)CrossRef Hao, Z.-F., Huang, H., Zhang, X., Tu, K.: A time complexity analysis of ACO for linear functions. In: Wang, T.-D., Li, X., Chen, S.-H., Wang, X., Abbass, H.A., Iba, H., Chen, G.-L., Yao, X. (eds.) SEAL 2006. LNCS, vol. 4247, pp. 513–520. Springer, Heidelberg (2006)CrossRef
16.
Zurück zum Zitat Han, H., Hao, Z., et al.: The convergence speed of ant colony optimization. Chin. J. Comput. 8, 1345–1353 (2007) Han, H., Hao, Z., et al.: The convergence speed of ant colony optimization. Chin. J. Comput. 8, 1345–1353 (2007)
17.
Zurück zum Zitat Zhang, M.: Research of virtual machine load balancing based on ant colony optimization in cloud computing and muiti-dimensional QoS. Comput. Sci. 40, 60–62 (2013) Zhang, M.: Research of virtual machine load balancing based on ant colony optimization in cloud computing and muiti-dimensional QoS. Comput. Sci. 40, 60–62 (2013)
18.
Zurück zum Zitat Duan, W., Fu, X., et al.: QoS constraints task scheduling based on genetic algorithm and ant colony algorithm under cloud computing environment. J. Comput. Appl. 34, 66–69 (2014) Duan, W., Fu, X., et al.: QoS constraints task scheduling based on genetic algorithm and ant colony algorithm under cloud computing environment. J. Comput. Appl. 34, 66–69 (2014)
Metadaten
Titel
Quick Convergence Algorithm of ACO Based on Convergence Grads Expectation
verfasst von
Zhongming Yang
Yong Qin
Huang Han
Yunfu Jia
Copyright-Jahr
2016
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-0356-1_13