Ant Colony Input Parameters Optimization for Multiuser Detection in DS/CDMA Systems

In this work a simple and efficient methodology for tuning the input parameters applied to the ant colony optimi- zation multiuser detection (ACO-MUD) in direct sequence code division multiple access (DS-CDMA) is proposed. The motivation in using a heuristic approach is due to the nature of the NP complexity posed by the wireless multiuser detection optimization problem. The challenge is to obtain suitable data detection performance in solving the associated hard complexity problem in a polynomial time. Previous results indicated that the application of heuristic search algorithm in several wireless optimization problems have been achieved excellent performance-complexity tradeoffs. Regarding different system operation and channels scenarios, a complete input parameters optimization procedure for the ACO-MUD is provided herein, which represents the major contribution of this work. Furthermore, the performance of the PSO-MUD is analyzed via Monte-Carlo simulations. Simulation results show that, after convergence, the performance reached by the ACO-MUD is much better than the conventional detector, and somewhat close to the single user bound (SuB). Rayleigh flat channel is initially considered, but the results is straightforward extended to selective fading channels, as well as diversity (time and spatial) wireless channels.

[1]  S.H. Hosseini,et al.  Ant Colony Optimization-Based Approach to Optimal Reactive Power Dispatch: A Comparison of Various Ant Systems , 2007, 2007 IEEE Power Engineering Society Conference and Exposition in Africa - PowerAfrica.

[2]  J. M. Holtzman,et al.  DS/CDMA successive interference cancellation , 1994, Proceedings of IEEE 3rd International Symposium on Spread Spectrum Techniques and Applications (ISSSTA'94).

[3]  Marco Dorigo,et al.  Ant system: optimization by a colony of cooperating agents , 1996, IEEE Trans. Syst. Man Cybern. Part B.

[4]  Gene H. Golub,et al.  Matrix computations , 1983 .

[5]  Marco Dorigo,et al.  Distributed Optimization by Ant Colonies , 1992 .

[6]  S.L. Hijazi,et al.  Novel low-complexity DS-CDMA multiuser detector based on ant colony optimization , 2004, IEEE 60th Vehicular Technology Conference, 2004. VTC2004-Fall. 2004.

[7]  Kadri Hacioglu,et al.  Multiuser detection using a genetic algorithm in CDMA communications systems , 2000, IEEE Trans. Commun..

[8]  Taufik Abrão,et al.  DS/CDMA Multiuser Detection with Evolutionary Algorithms , 2006, J. Univers. Comput. Sci..

[9]  Sergio Verdú,et al.  Computational complexity of optimum multiuser detection , 1989, Algorithmica.

[10]  Heng Siong Lim,et al.  An efficient local search heuristics for asynchronous multiuser detection , 2003, IEEE Communications Letters.

[11]  Sergio Verdú,et al.  Minimum probability of error for asynchronous Gaussian multiple-access channels , 1986, IEEE Trans. Inf. Theory.

[12]  H. Vincent Poor,et al.  Probability of error in MMSE multiuser detection , 1997, IEEE Trans. Inf. Theory.

[13]  F. Ciriaco,et al.  Particle Swarm and Quantum Particle Swarm Optimization Applied to DS/CDMA Multiuser Detection in Flat Rayleigh Channels , 2006, 2006 IEEE Ninth International Symposium on Spread Spectrum Techniques and Applications.

[14]  Lie-Liang Yang,et al.  Ant-Colony-Based Multiuser Detection for MC DS-CDMA Systems , 2007, 2007 IEEE 66th Vehicular Technology Conference.

[15]  Zhilu Wu,et al.  A population declining mutated ant colony optimization multiuser detector for MC-CDMA , 2010, IEEE Communications Letters.

[16]  Taufik Abrão,et al.  S/MIMO MC-CDMA Heuristic Multiuser Detectors Based on Single-Objective Optimization , 2010, Wirel. Pers. Commun..

[17]  Hang Long,et al.  WLC06-6: PSO Selection of Surviving Nodes in QRM Detection for MIMO Systems , 2006, IEEE Globecom 2006.

[18]  Jenn-Kaie Lain,et al.  Ant colony optimisation-based multiuser detection for direct-sequence CDMA systems with diversity reception , 2007, IET Commun..

[19]  Sergio Verdu,et al.  Multiuser Detection , 1998 .

[20]  Lie-Liang Yang,et al.  Ant-Colony-Based Multiuser Detection for Multifunctional-Antenna-Array-Assisted MC DS-CDMA Systems , 2008, IEEE Transactions on Vehicular Technology.

[21]  Alexandra Duel-Hallen,et al.  A family of multiuser decision-feedback detectors for asynchronous code-division multiple-access channels , 1995, IEEE Trans. Commun..

[22]  Jenn-Kaie Lain,et al.  Antenna-diversity-assisted ant-colony-based multiuser detection for DS-CDMA systems , 2005, 2005 9th International Workshop on Cellular Neural Networks and Their Applications.

[23]  Taufik Abrão,et al.  Local search multiuser detection , 2009 .

[24]  Andrea E. Olsson Particle Swarm Optimization: Theory, Techniques and Applications , 2010 .