A hybrid channel assignment approach using an efficient evolutionary strategy in wireless mobile networks

In wireless mobile communication systems, radio spectrum is a limited resource. However, efficient use of available channels has been shown to improve the system capacity. The role of a channel assignment scheme is to allocate channels to cells or mobiles in such a way as to minimize call blocking or call dropping probabilities, and also to maximize the quality of service. Channel assignment is known to be an NP-hard optimization problem. In this paper, we have developed an evolutionary strategy (ES) which optimizes the channel assignment. The proposed ES approach uses an efficient problem representation as well as an appropriate fitness function. Our paper deals with a novel hybrid channel assignment based scheme called D-ring. Our D-ring method yields a faster running time and simpler objective function. We also propose a novel way of generating the initial population which reduces the number of channels reassignments and therefore yields a faster running time and may generate a possibly better initial parent. We have obtained better results (as well as faster running time) than a similar approach in literature.

[1]  Ming Zhang,et al.  The nonuniform compact pattern allocation algorithm cellular mobile systems , 1991 .

[2]  D. Kunz,et al.  Channel assignment for cellular radio using neural networks , 1991 .

[3]  T. Kahwa,et al.  A Hybrid Channel Assignment Scheme in Large-Scale, Cellular-Structured Mobile Communication Systems , 1978, IEEE Trans. Commun..

[4]  Dietmar Kunz,et al.  Channel assignment for cellular radio using simulated annealing , 1993 .

[5]  S. Tekinay,et al.  Channel assignment in cellular systems using genetic algorithms , 1996, Proceedings of Vehicular Technology Conference - VTC.

[6]  E. Del Re,et al.  A dynamic channel allocation technique based on Hopfield neural networks , 1994, Proceedings of 1994 3rd IEEE International Conference on Universal Personal Communications.

[7]  Antonio Capone,et al.  Channel assignment problem in cellular systems: a new model and a tabu search algorithm , 1999 .

[8]  Ulrich Killat,et al.  A new strategy for the application of genetic algorithms to the channel-assignment problem , 1999 .

[9]  Lawrence Wai-Choong Wong,et al.  Teletraffic performance of highway microcells with overlay macrocell , 1989, IEEE J. Sel. Areas Commun..

[10]  Ming Zhang,et al.  Comparisons of channel assignment strategies in cellular mobile telephone systems , 1989, IEEE International Conference on Communications, World Prosperity Through Communications,.

[11]  Kumar N. Sivarajan,et al.  Dynamic channel assignment in cellular radio , 1990, 40th IEEE Conference on Vehicular Technology.

[12]  Jens Zander,et al.  Distributed cochannel interference control in cellular radio systems , 1992 .

[13]  Goutam Chakraborty,et al.  A genetic algorithm approach to solve channel assignment problem in cellular radio networks , 1999, SMCia/99 Proceedings of the 1999 IEEE Midnight - Sun Workshop on Soft Computing Methods in Industrial Applications (Cat. No.99EX269).

[14]  Rudolf Mathar,et al.  Channel assignment in cellular radio networks , 1993 .

[15]  W. K. Hale Frequency assignment: Theory and applications , 1980, Proceedings of the IEEE.

[16]  Ingo Rechenberg,et al.  Evolutionsstrategie : Optimierung technischer Systeme nach Prinzipien der biologischen Evolution , 1973 .

[17]  Harilaos G. Sandalidis,et al.  An efficient evolutionary algorithm for channel resource management in cellular mobile systems , 1998, IEEE Trans. Evol. Comput..

[18]  Justin C.-I. Chuang Performance Issues and Algorithms for Dynamic Channel Assignment , 1993, IEEE J. Sel. Areas Commun..

[19]  Marimuthu Palaniswami,et al.  Neural network-based dynamic channel assignment for cellular mobile communication systems , 1994 .

[20]  Leandros Tassiulas,et al.  Joint optimal power control and beamforming in wireless networks using antenna arrays , 1998, IEEE Trans. Commun..

[21]  Yoshiyasu Takefuji,et al.  A neural network parallel algorithm for channel assignment problems in cellular radio networks , 1992 .

[22]  Marimuthu Palaniswami,et al.  Static and Dynamic Channel Assignment Using Neural Networks , 1997, IEEE J. Sel. Areas Commun..

[23]  Kate A. Smith,et al.  A genetic algorithm for the channel assignment problem , 1998, IEEE GLOBECOM 1998 (Cat. NO. 98CH36250).

[24]  David B. Fogel,et al.  An introduction to simulated evolutionary optimization , 1994, IEEE Trans. Neural Networks.

[25]  Ming Zhang,et al.  Comparisons of channel-assignment strategies in cellular mobile telephone systems , 1989 .

[26]  Gregory J. Pottie,et al.  Channel access algorithms with active link protection for wireless communication networks with power control , 2000, TNET.

[27]  G. G. Coghill,et al.  Channel assignment through evolutionary optimization , 1996 .

[28]  Victor O. K. Li,et al.  Fixed channel assignment in cellular radio networks using a modified genetic algorithm , 1998 .