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Genetic approach for dynamic OVSF code allocation in 3G wireless networks

机译:3G无线网络中动态OVSF代码分配的遗传方法

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摘要

Orthogonal variable spreading factor (OVSF) codes provide variable data rate transmissions for different bandwidth requirements in 3G WCDMA networks. In order to effectively utilize limited OVSF resources, many works in the literature have focused on dynamic code assignment (DCA) schemes. This paper investigates genetic algorithm (GA) based approach for dynamic OVSF code assignment in WCDMA networks. Different from existing conventional code assignment (CCA) and dynamic code assignment schemes, population is adaptively constructed according to existing traffic density in the OVSF code-tree. In order to improve the ability of the GA, we employ so-called "dominance & diploidy" structure to adapt to changing traffic conditions. Performances of these two methods are evaluated in terms of blocking probability and spectral efficiency, and also compared with CCA and DCA. The simulation results show that the GA, especially with diploid structure, provides reduced code blocking probability and improved spectral efficiency in the system when compared to the CCA and DCA schemes. In addition to these, different GA operators are also tested under varying traffic loads to increase the overall system performance.
机译:正交可变扩频因子(OVSF)码可为3G WCDMA网络中的不同带宽要求提供可变数据速率传输。为了有效地利用有限的OVSF资源,文献中的许多工作都集中在动态代码分配(DCA)方案上。本文研究了基于遗传算法(GA)的WCDMA网络中动态OVSF代码分配方法。与现有的常规代码分配(CCA)和动态代码分配方案不同,根据OVSF代码树中的现有业务量密度来自适应地构建总体。为了提高通用航空的能力,我们采用了所谓的“优势与二倍体”结构来适应不断变化的交通状况。根据阻塞概率和频谱效率评估了这两种方法的性能,并与CCA和DCA进行了比较。仿真结果表明,与CCA和DCA方案相比,GA,特别是具有二倍体结构的GA,在系统中提供了降低的代码阻塞概率并提高了频谱效率。除此之外,还在不同的流量负载下对不同的GA运营商进行了测试,以提高整体系统性能。

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