Title :
On the design of complex-valued spreading sequences using a genetic algorithm
Author :
Dam, Hai Huyen ; Zepernick, Hans-Jürgen ; Lüders, Helge
Author_Institution :
Western Australian Telecommun. Res. Inst., Australia
fDate :
30 Aug.-2 Sept. 2004
Abstract :
We investigate the design of complex-valued spreading sequences with respect to a combination of different correlation properties. The two classes of complex sequences considered are the Oppermann sequences, which offer a wide range of correlation properties, and the modified Walsh-Hadamard sequences, which have been shown to offer good correlation properties. Since the number of parameters for the optimization problem is large, especially for the modified Walsh-Hadamard sequences, it is difficult if not impossible to use global optimization methods for solving such problems. Thus, we propose to transform the problem with continuous variables to another problem with discrete variables. This problem can then be solved efficiently using a genetic algorithm. These types of algorithms have been successfully applied in various areas, such as neural networks; however, to the authors best knowledge, their use for the design of complex spreading sequences has been rather sparse.
Keywords :
genetic algorithms; sequences; spread spectrum communication; Oppermann sequences; complex-valued spreading sequences; continuous variables; correlation properties; discrete variables; genetic algorithm; modified Walsh-Hadamard sequences; optimization; Algorithm design and analysis; Australia; Autocorrelation; Direct-sequence code-division multiple access; Genetic algorithms; Multiaccess communication; Multiple access interference; Optimization methods; System performance; Wireless communication;
Conference_Titel :
Spread Spectrum Techniques and Applications, 2004 IEEE Eighth International Symposium on
Print_ISBN :
0-7803-8408-3
DOI :
10.1109/ISSSTA.2004.1371791