Abstract
A new chaotic simulated annealing mechanism with transient chaotic neural network is proposed as an optimization algorithm, called Two-phase annealing method in transient chaotic neural network model (TPA-TCNN), and applied for the channel assignment problem. We use Kunz’s benchmark test, a 25 cells channel assignment problem, to demonstrate TPA-TCNN algorithm. Comparing with the Chen and Aihara’s transient chaotic neural network model and the chaotic neural network model generated by injecting chaotic noise into the Hopfield neural network (DCN-HNN), the TPA-TCNN model has a higher searching ability and lower computing time in searching the global minimum.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Aihara, K., Takabe, T., Toyoda, M.: Chaotic Neural Networks. Phys. Lett. A 144(6/7), 333–340 (1990)
Chen, L., Aihara, K.: Chaotic Simulated Annealing by a Neural Network Model with Transient Chaos. Neural Networks 8(6), 915–930 (1995)
Chen, L., Aihara, K.: Global Searching Ability of Chaotic Neural Networks. IEEE Transaction on circuits and systems 46(8), 974–993 (1999)
Kunz, D.: Channel Assignment for Cellular Radio Using Neural Networks. IEEE Transactions on Vehicular Technology 40(1), 188–193 (1991)
Hayakawa, Y., et al.: Effects of the Chaotic Noise on the Performance of Neural Network Model for Optimization Problems. Phys. Rev. E 51(4), 2693–2696 (1995)
Wang, L., Zheng, D.Z.: A Kind of Chaotic Neural Network Optimization Algorithm Based on Annealing Strategy. Control Theory and Applications 17(1), 139–142 (2000)
He, Y.Y.: Chaotic Simulated Annealing with Decaying Chaotic Noise. IEEE Transactions on Neural Networks 13(6), 1526–1531 (2002)
Kwok, T., Smith, A.: A Unified Framework for Chaotic Neural Network Approaches to Combinatorial Optimization. IEEE Trans. on Neural Networks 10, 978–981 (1999)
Funabiki, N., Takefuji, Y.: A Neural Network Parallel Algorithm for Channel Assignment Problems in Cellular Radio Networks. IEEE Trans. Veh. Technol. 41, 430–436 (1992)
Kim, J.S., et al.: Cellular Radio Channel Assignment Using a Modified Hopfield Network. IEEE Transactions on Vehicular Technology 46, 957–967 (1997)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zhu, X., Chen, Y., Zhang, H., Cao, J. (2006). Algorithm Analysis and Application Based on Chaotic Neural Network for Cellular Channel Assignment. In: Huang, DS., Li, K., Irwin, G.W. (eds) Intelligent Computing. ICIC 2006. Lecture Notes in Computer Science, vol 4113. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11816157_120
Download citation
DOI: https://doi.org/10.1007/11816157_120
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-37271-4
Online ISBN: 978-3-540-37273-8
eBook Packages: Computer ScienceComputer Science (R0)