Genetic Tabu search for robust fixed channel assignment under dynamic traffic data

The contribution of this work is twofold. Firstly, we introduce a new channel assignment model for GSM radio networks. In this model both spatial and temporal variations of traffic are taken into account in order to improve network capacity and robustness. Secondly, using this model, we develop an original and effective hybrid algorithm to get high quality frequency plans. This algorithm combines a problem specific crossover and a Tabu search procedure. The proposed model and hybrid algorithm are evaluated using both artificial and real data. Computational results allow us to confirm the effectiveness of the proposed approach.

[1]  Nabanita Das,et al.  Channel assignment using genetic algorithm based on geometric symmetry , 2003, IEEE Trans. Veh. Technol..

[2]  Mahmoud Naghshineh,et al.  Channel assignment schemes for cellular mobile telecommunication systems: A comprehensive survey , 2000, IEEE Communications Surveys & Tutorials.

[3]  Goldberg,et al.  Genetic algorithms , 1993, Robust Control Systems with Genetic Algorithms.

[4]  Hidekazu Murata,et al.  A dynamic channel assignment algorithm for voice and data integrated TDMA mobile radio , 1996, Proceedings of PIMRC '96 - 7th International Symposium on Personal, Indoor, and Mobile Communications.

[5]  Martin Grötschel,et al.  Frequency planning and ramifications of coloring , 2002, Discuss. Math. Graph Theory.

[6]  Giorgio Gambosi,et al.  On-line algorithms for the channel assignment problem in cellular networks , 2004, Discret. Appl. Math..

[7]  Stephen Hurley,et al.  Methods and algorithms for radio channel assignment , 2002 .

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

[9]  Daniel Brélaz,et al.  New methods to color the vertices of a graph , 1979, CACM.

[10]  Carlo Mannino,et al.  Models and solution techniques for frequency assignment problems , 2003, 4OR.

[11]  Ken-ichi Tokoro,et al.  A Parameter-Free Genetic Algorithm for a Fixed Channel Assignment Problem with Limited Bandwidth , 2002, PPSN.

[12]  Kun-Nyeong Chang,et al.  Call blocking performance of new dynamic channel assignment scheme in microcellular radio networks , 1996, Proceedings of PIMRC '96 - 7th International Symposium on Personal, Indoor, and Mobile Communications.

[13]  R. Mathar,et al.  Frequency allocation and linear programming , 1999, 1999 IEEE 49th Vehicular Technology Conference (Cat. No.99CH36363).

[14]  D. E. Goldberg,et al.  Genetic Algorithms in Search , 1989 .

[15]  Jean-Lien C. Wu,et al.  Radio Resource Allocation in GSM/GPRS Networks , 2002, ICOIN.

[16]  Derek H. Smith,et al.  Channel assignment in cellular networks without channel separation constraints , 2000, Vehicular Technology Conference Fall 2000. IEEE VTS Fall VTC2000. 52nd Vehicular Technology Conference (Cat. No.00CH37152).

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

[18]  J. Tajima,et al.  A strategy for flexible channel assignment in mobile communication systems , 1988 .

[19]  Cheng-Yan Kao,et al.  Solving fixed channel assignment problems by an evolutionary approach , 2001 .

[20]  Matteo Fischetti,et al.  Frequency assignment in mobile radio systems using branch-and-cut techniques , 2000, Eur. J. Oper. Res..

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

[22]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[23]  Jens Zander,et al.  Radio resource management in future wireless networks: requirements and limitations , 1997, IEEE Commun. Mag..

[24]  Charles Fleurent,et al.  Genetic and hybrid algorithms for graph coloring , 1996, Ann. Oper. Res..

[25]  Gualtiero Colombo,et al.  A genetic algorithm for frequency assignment with problem decomposition , 2006 .

[26]  Bernd Freisleben,et al.  Fitness landscape analysis and memetic algorithms for the quadratic assignment problem , 2000, IEEE Trans. Evol. Comput..

[27]  L. M. San José-Revuelta An heuristic search technique for fixed frequency assignment in non-homogeneous demand systems , 2008 .

[28]  V. Wille,et al.  A practical approach to "channel borrowing" for microcells in GSM systems , 1998, VTC '98. 48th IEEE Vehicular Technology Conference. Pathway to Global Wireless Revolution (Cat. No.98CH36151).

[29]  Fred W. Glover,et al.  A user's guide to tabu search , 1993, Ann. Oper. Res..

[30]  Luis M. San-José-Revuelta An heuristic search technique for fixed frequency assignment in non-homogeneous demand systems , 2008, Signal Process..

[31]  Enrique Alba,et al.  Evolutionary Algorithms for Real-World Instances of the Automatic Frequency Planning Problem in GSM Networks , 2007, EvoCOP.

[32]  Jin-Kao Hao,et al.  Tabu Search for Frequency Assignment in Mobile Radio Networks , 1998, J. Heuristics.

[33]  Jin-Kao Hao,et al.  Hybrid Evolutionary Algorithms for Graph Coloring , 1999, J. Comb. Optim..

[34]  Chae Y. Lee,et al.  Cell planning with capacity expansion in mobile communications: a tabu search approach , 2000, IEEE Trans. Veh. Technol..

[35]  Chou-Yuan Lee,et al.  A hybrid search algorithm with heuristics for resource allocation problem , 2005, Inf. Sci..

[36]  V. H. Mac Donald,et al.  Advanced mobile phone service: The cellular concept , 1979, The Bell System Technical Journal.

[37]  Debashis Saha,et al.  A real-time heuristic search technique for fixed channel allocation (FCA) in mobile cellular communications , 2004, Microprocess. Microsystems.

[38]  Jin-Kao Hao,et al.  A Heuristic Approach for Antenna Positioning in Cellular Networks , 2001, J. Heuristics.

[39]  D. Goldberg,et al.  Modeling tournament selection with replacement using apparent added noise , 2001 .

[40]  A. Gamst A resource allocation techniqiue for FDMA systems , 1988 .