Genetic algorithm optimization applied to the project of MIMO systems

This paper presents a technique to increase the data throughput in Multiple Input Multiple Output (MIMO) systems. The technique uses a meta-heuristic to optimize the data throughput and to choose the best solution. The optimization is based on Genetic Algorithms (GA), with the objective of finding out the best antenna configuration to achieve the highest data throughput from the variation of the distance between the antenna array elements and the number of antennas. Simulation results show an increase of more than 15% in the data throughput considering 4×4 MIMO channels.

[2]  Marek E. Bialkowski,et al.  Effect of Antenna Mutual Coupling on MIMO Channel Estimation and Capacity , 2010 .

[4]  Emre Telatar,et al.  Capacity of Multi-antenna Gaussian Channels , 1999, Eur. Trans. Telecommun..

[5]  John R. Koza,et al.  Survey of genetic algorithms and genetic programming , 1995, Proceedings of WESCON'95.

[6]  Francisco Madeiro,et al.  Spatial Correlation for DoA Characterization Using Von Mises, Cosine, and Gaussian Distributions , 2011 .

[7]  C. J. A. Bastos-Filho,et al.  Bio-inspired optimization of blocked calls in cellular mobile systems , 2015, 2015 International Workshop on Telecommunications (IWT).

[8]  Arun Agarwal,et al.  The 5th Generation Mobile Wireless Networks- Key Concepts, Network Architecture and Challenges , 2015 .

[9]  Jeffrey G. Andrews,et al.  What Will 5G Be? , 2014, IEEE Journal on Selected Areas in Communications.

[10]  Dorothea Heiss-Czedik,et al.  An Introduction to Genetic Algorithms. , 1997, Artificial Life.

[11]  J. Massey.  Applied Digital Information Theory II , 2022 .

[12]  André Lima Férrer de Almeida,et al.  MIMO Array Capacity Optimization Using a Genetic Algorithm , 2011, IEEE Transactions on Vehicular Technology.

[13]  T. Abrao,et al.  SDR Lattice-Reduction-Aided Detector , 2013, IEEE Latin America Transactions.

[14]  Theodore S. Rappaport,et al.  Millimeter Wave Mobile Communications for 5G Cellular: It Will Work! , 2013, IEEE Access.

[15]  Maria Teresinha Arns Steiner,et al.  Meta-heurísticas em pesquisa operacional , 2013 .

[16]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[17]  Yang Li,et al.  Full dimension MIMO for LTE-Advanced and 5G , 2015, 2015 Information Theory and Applications Workshop (ITA).