Title :
Evolutionary Strategy-Based Approaches for Subcarrier, Bit, and Power Allocation for Multiuser OFDM Systems
Author :
Pao, Wei-Cheng ; Chen, Yung-Fang
Author_Institution :
Dept. of Commun. Eng., Nat. Central Univ., Jhongli
Abstract :
An evolutionary strategy (ES) scheme is proposed to solve the subcarrier, bit, and power allocation problem in this paper. By the property of the real-valued representation in the evolutionary strategy, the difficulties in coding with the genetic-based algorithms (GA) are conquered. This paper utilizes the method of the binary integer programming to perform the bit loading to overcome the limitation met in the water-filling algorithm. A fuzzy logic controller (FLC) is introduced to adjust the mutation probability in the iteration process. A simple subcarrier assignment modification step is also introduced to speed up the convergence rate and improve the performance. Simulation results are conducted to verify the features of better convergence rates with the proposed schemes, and the performance is improved.
Keywords :
OFDM modulation; fading channels; fuzzy control; genetic algorithms; integer programming; iterative methods; multi-access systems; multipath channels; probability; telecommunication control; ES scheme; binary integer programming; bit allocation problem; convergence rate; evolutionary strategy-based approaches; fuzzy logic controller; genetic-based algorithms; iteration process; multipath fading channels; multiuser OFDM systems; mutation probability; power allocation problem; subcarrier allocation problem; subcarrier assignment modification step; Biological cells; Convergence; Fuzzy logic; Genetic algorithms; Genetic mutations; Iterative algorithms; Linear programming; OFDM; Power engineering and energy; Wideband;
Conference_Titel :
Vehicular Technology Conference, 2008. VTC Spring 2008. IEEE
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-1644-8
Electronic_ISBN :
1550-2252
DOI :
10.1109/VETECS.2008.391